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Искусственный интеллект в психиатрии: достижения, ожидания, перспективы, проблемы

Богданов Я.В., ГБУЗ Кузбасская клиническая психиатрическая больница, Кемерово, Россия

Резюме

Психические расстройства представляют собой сложную проблему здравоохранения, требующую значительных ресурсов и высококвалифицированных специалистов. Искусственный интеллект (ИИ) предлагает инновационные решения для трансформации психиатрической помощи, охватывая профилактику, диагностику, терапию и исследования. В настоящее время ИИ-алгоритмы демонстрируют высокую точность в диагностике различных расстройств, включая шизофрению, депрессию и аутизм, используя данные электронных медицинских карт, нейровизуализации и "цифровые фенотипы". ИИ помогает предсказывать течение заболеваний, ответ на лечение и риски, такие как суицид или агрессивное поведение. Виртуальные ассистенты, чат-боты и технологии виртуальной реальности поддерживают пациентов, обеспечивая психообразование, когнитивно-поведенческую терапию и мониторинг состояния. ИИ автоматизирует систематические обзоры литературы, анализирует большие объемы данных и строит клинико-психологические модели, например, для лечения аддиктивных расстройств. ИИ помогает врачам в получении информации, подготовке к экзаменам и составлении рекомендаций для пациентов. Перспективные технологии: психовизуализация (объединение нейровизуализации, биометрических данных и ИИ для визуализации мыслей, восприятия и эмоций). Существует ряд проблем внедрения ИИ в психиатрию: нехватка качественных данных, непрозрачность моделей ИИ, сложности валидации и регулирования, недостаток знаний о ИИ среди клиницистов, необходимость изменения рабочих процессов, риски автоматизации ошибок, вопросы к конфиденциальности данных, ответственности за решения, предвзятости алгоритмов, балансу между эффективностью и безопасностью. Путями к преодолению проблем станут междисциплинарное сотрудничество, повышение доверия к ИИ-системам за счет понимания логики принятия решений, обучение специалистов работе с новыми технологиями. ИИ обладает огромным потенциалом для трансформации психиатрической помощи, но требует ответственного подхода и решения существующих проблем.

Наблюдается устойчивый рост научных публикаций, посвященных применению искусственного интеллекта в психиатрии. Значительное количество работ в этой области были опубликованы в 2021-2023 годах, что демонстрирует высокий интерес к данной теме. Поэтому необходим систематический анализ научных публикаций для выявления основных тенденций и перспектив развития этого направления.

Цель исследования: проанализировать текущее состояние и перспективы применения искусственного интеллекта в психиатрии, охватывая различные области: диагностику, терапию, направление исследований, выявить основные вызовы, связанные с внедрением искусственного интеллекта (ИИ) в психиатрическую практику.

Материал и методы: поиск русскоязычных источников произведен: электронный каталог ГБУЗ КНМБ на основе автоматизированной информационно-библиотечной системы «ИРБИС», база данных Центральной научной медицинской библиотеки Сеченовского университета "Медицинские журналы и статьи" (RusMed) на базе платформы "Российская медицина", научная электронная библиотека eLIBRARY.RU, научная электронная библиотека КиберЛенинка. Поиск иностранных источников был произведен: PubMed, Springer Nature, Wiley Online Library. Поисковые запросы формировались комбинацией ключевых слов: «искусственный интеллект в психиатрии», «нейронные сети в психиатрии», «компьютерное зрение в психиатрии», «психовизуализация в психиатрии с использованием машинного обучения», «распознавание эмоций с помощью искусственного интеллекта», «диагностика психических расстройств с использованием машинного обучения», «персонализированная психиатрия с использованием искусственного интеллекта», «риски использования ИИ в психиатрии», «этические вопросы использования искусственного интеллекта в психиатрии», «конфиденциальность данных при использовании искусственного интеллекта в психиатрии», «правовое регулирование использования искусственного интеллекта в медицине и психиатрии», «гуманизация ИИ для задач психиатрической практики», «диагностика психических расстройств с использованием искусственного интеллекта в психиатрии», «Персонализированная терапия с использованием машинного обучения в психиатрии», «взаимодействие ИИ и пациентов психиатрических клиник», «neural network в психиатрии», «machine learning в психиатрии», «deep learning в психиатрии», «artificial intelligence в психиатрии», "распознавание эмоций с помощью функциональной магнитно-резонансной томографии", "распознавание эмоций с помощью ЭЭГ", "распознавание эмоций с помощью ЭКГ", "отношение и взгляд медицинских работников на использование ИИ в психиатрии". В обзор включены работы, опубликованные с 1986 по 2023 год, независимо от их дизайна. Для обобщения полученных данных использовался описательный анализ.

Актуальность проблемы применения ИИ в психиатрии

Психические расстройства (ПР) - одна из распространенных и сложных проблем в здравоохранении [9, 121]. Их диагностика и лечение требуют больших ресурсов и высокой компетенции специалистов [121]. ПР являются одной из основных причин нетрудоспособности и ухудшения качества жизни во всем мире, к 2030 году они станут крупнейшим фактором глобальной заболеваемости [98]. Развитие новых подходов, основанных на ИИ, рассматривается как один из перспективных путей трансформации психиатрической помощи, которая поможет справиться с современными вызовами [47, 72]. Первыми попытками применения ИИ в психиатрии стали компьютерные программы, имитирующие речь психотерапевта (ELIZA), разработанная в 1960-х годах [100]. В 1971 году была создана компьютерная модель, воспроизводящая паранойяльные процессы в условиях психиатрического интервью - система PARRY и BlueBox для фармакотерапии депрессий [100]. Эта система демонстрировала успехи, но имела ограничения, связанные с формализацией медицинских знаний. Компьютеризация психиатрической диагностики очень сложна, это отметил в своей работе Рыбальский М.И. [15]. Психиатрическая диагностика основана на качественной оценке расстройств высших психических функций, что трудно поддается формализации и программированию. Для создания психиатрических экспертных систем (ЭС) требуются мощные методы представления и интерпретации знаний, учитывающие сложность вербального описания психики [15]. Как показал Servan-Schreiber [100], пациенты часто более откровенны в общении с компьютерными системами. Развитие интеллектуальных обучающихся систем открывает возможности для создания компьютеризированных психотерапевтических методик, особенно в области когнитивно-поведенческой терапии. Рыбальский М.И. [15] подчеркивал, что ЭС должны быть помощниками психиатра, а не заменой ему, поскольку психиатрическая диагностика влияет на социально-правовой статус пациента. По мнению Wilhelmy et al., цифровая трансформация и внедрение ИИ многообещающи для профилактики, диагностики и терапии ПР [120]. Kargbo обозначает три ключевых направления изменений в психиатрии: использование биомаркеров, психоделических препаратов и применение ИИ [69]. Рассматриваются современные достижения ИИ в психиатрии, отмечается большой потенциал ИИ для трансформации психиатрической помощи в области диагностики, мониторинга состояния пациентов, разработки новых методов лечения [2]. Незнанов Н.Г. полагает, что активное внедрение телемедицинских технологий, изучение роли генетики и микробиома в происхождении психических расстройств, разработка методов диагностики на основе биомаркеров, аватар-терапия и использование искусственных нейронных сетей меняют ландшафт современной психиатрии [13]. Машинное обучение (МО) и обработка естественного языка, активно исследуются для решения широкого круга задач в психиатрии [72]. ИИ-алгоритмы «показали высокую точность в диагностике» ПР, включая шизофрению, депрессию и расстройства аутистического спектра, на основе данных электронных медицинских карт, нейровизуализации и "цифровых фенотипов" [31, 76, 92]. ИИ применяется для прогнозирования течения заболеваний и ответа на лечение [76, 121]. Внедрение ИИ также открывает новые возможности в области терапии - от разработки виртуальных ассистентов и чат-ботов для психообразования и поддержки пациентов, до использования виртуальной и дополненной реальности в психотерапии [9, 47, 52, 76, 90]. Jin et al. описывают применение ИИ в области психического здоровья и цифровой психиатрии [67]. Авторы много места отводят глубокому обучению как одному из методов ИИ. Germine et al. [56] рассматривают проблему масштабирования измерений поведения человека для достижения «высокоточной психиатрии». Авторы отмечают три основные сложности: вовлечение участников, доступность методов и надежное измерение индивидуальных различий. Chen et al. рассматривают роль МО и ИИ в развитии «точной психиатрии» [37]. Авторы обсуждают подходы, сочетающие ИИ-технологии, функциональную нейровизуализацию и методы нейромодуляции, которые могут обеспечить эффективные и объяснимые решения для клинической практики. По данным Hsin et al. [62] психиатрическая практика в значительной степени опирается на субъективные наблюдения, использование объективных данных ограничено. Появление носимых устройств и смартфонов открывает возможность непрерывного мониторинга поведения и биометрии пациентов, что может дополнить традиционные методы оценки [62]. ИИ может использоваться для непрерывного мониторинга состояния пациентов с известными психическими расстройствами, для прогнозирования индивидуальных реакций пациентов на психофармакологические препараты, используя методы глубокого обучения [96]. В перспективе ИИ может оказывать поддержку при выборе оптимальной терапевтической тактики, обсуждается потенциал ИИ в автоматизированной онлайн-психотерапии [96]. Интернет-программы, например MOST, предлагают онлайн-поддержку при психозе и депрессии [51]. Внедрение ИИ в психиатрию может привести к существенным организационным изменениям, Brunn et al. [29] отмечают, что ИИ способен изменить организацию психиатрической помощи, а также интеграцию в здравоохранение в целом. Это может привести к перераспределению обязанностей [29]. Sahoo et al. пишут, что доступ к качественной психиатрической помощи ограничен из-за стигматизации, недостаточного финансирования и нехватки специалистов [16] и, понимая трудности по внедрению ИИ-технологий в психиатрию, возлагают на них большие надежды. Brunn et al. [29] призывают к исследованиям того, как ИИ влияет на организацию медицины, психиатрии и взаимодействие с немедицинскими профессиями. Авторы предлагают подготавливать будущих психиатров через опыт работы с приложениями ИИ, этические дискуссии и трансдисциплинарное сотрудничество [29]. Ряд работ рассматривает перспективы использования ИИ для профилактики ПР и поддержания психического здоровья людей [50, 99]. В частности, Ettman и Galea [50] отмечают, что ИИ может повлиять на психическое здоровье населения через совершенствование психиатрической помощи, изменение социально-экономических условий и политику, регулирующую использование ИИ. Аллен [21] указывает на острую нехватку психиатров во всем мире и отмечает, что ИИ может помочь восполнить этот пробел. Автор рассматривает текущее ограниченное применение ИИ в психиатрии, а также большие перспективы, связанные с цифровым фенотипированием через смартфоны для прогнозирования и понимания состояния пациентов. Лубянко и соавт. [12] отмечают, что ИИ способен имитировать когнитивные функции человека и используется в различных сферах, включая диагностику психических расстройств. В работе описывается проект "psyDI" с применением ИИ для диагностики ПР. Авторы делают вывод, что ИИ может существенно улучшить диагностику в психиатрии, особенно на уровне первичного звена. Статья Tai et al. [106] посвящена потенциалу МО и больших данных для моделирования ПР и разработки новых методов лечения в психиатрии. Авторы отмечают, что в психиатрии отсутствуют общепринятые модели ПР, это затрудняет разработку новых методов лечения. МО может помочь в выявлении значимых факторов для построения более точных моделей. Эти технологии могут способствовать выявлению биомаркеров психических заболеваний, индивидуализации диагностики и лечения, разработке новых методов терапии. Ray et al. [95] дают общий обзор роли ИИ в психиатрии. Авторы отмечают растущее бремя ПР, особенно в Индии, где остро ощущается нехватка психиатров. Преимуществами ИИ в психиатрии являются более низкая стоимость, широкий охват и отсутствие предубеждений, но есть и недостатки, такие как отсутствие эмпатии и угроза конфиденциальности данных. ИИ может помочь в диагностике ПР на основе анализа медицинских данных, визуализации и обработки изображений, а также в мониторинге поведения и эмоций пациентов. ИИ также может использоваться для персонализации лечения, разработки новых методов терапии и создания интерактивных терапевтических приложений. Вместе с тем, современный ИИ все еще ограничен и должен рассматриваться как инструмент под контролем человека[1]. Bickman L. [25] изучая почти 50-летний опыт изучения ИИ отмечает существенный прогресс в этой области и трансформирующее влияние на психиатрическую науку и практику машинного обучения и искусственного интеллекта. Одной из важных областей применения ИИ в психиатрии является автоматизация создания систематических обзоров научной литературы. Традиционно систематический обзор требует громадных трудозатрат на отбор релевантных публикаций из множества источников. В работе [18] продемонстрировано, что модели глубокого обучения, такие как BERT и SciBERT, способны с высокой точностью автоматизировать отбор аннотаций статей для систематических обзоров по психиатрии. ИИ во взаимодействии со специалистами значительно сокращает временные и трудовые затраты. Наряду с исследовательскими целями, ИИ может внедряться в клиническую практику и образование врачей [48].

Сложность психических расстройств, недостаток больших репрезентативных наборов данных, вопросы этики, прозрачности и ответственности при применении "черных ящиков" ИИ требуют тщательной проработки [47, 52, 72, 111]. Для успешного внедрения ИИ в психиатрическую практику необходим комплексный подход, включающий междисциплинарное сотрудничество специалистов, разработку методологических стандартов, а также решение проблем конфиденциальности, предвзятости и интерпретируемости моделей [7, 47, 111]. Для повышения качества исследований, использующих методы МО в психиатрии, Tandon & Tandon предлагают контрольный список критериев для рецензирования публикаций в этой области [107]. Авторы подчеркивают важность соблюдения высоких стандартов научной строгости при применении этих методов, которые существенно отличаются от традиционных статистических подходов. Graham et al. анализируют применение ИИ в области психического здоровья и психических заболеваний, авторы отмечают, что, хотя исследования демонстрируют высокий потенциал ИИ, большинство из них находятся на ранних концептуальных стадиях [58]. Для эффективного клинического внедрения ИИ требуется работа по преодолению разрыва между исследованиями и практикой. Для успешного клинического применения «вычислительной психиатрии» Paulus et al. предлагают поэтапный план развития, аналогичный процессу разработки лекарственных средств [89]. Важно интегрировать в ИИ-системы принципы "искусственной мудрости" - способность принимать сострадательные и этичные решения [47, 72]. Одна из ключевых проблем использования ИИ в медицине в целом, и в психиатрии в частности, связана с "черным ящиком" - непрозрачностью внутренних механизмов работы моделей машинного обучения, особенно основанных на глубоком обучении [105]. Это затрудняет понимание врачами логики принятия решений ИИ-системами и снижает доверие к ним. Объяснимость ИИ – фундаментальный вопрос. Для решения этой проблемы Starke и Poppe [105] предлагают использовать разработанное К. Ясперсом разграничение "объяснения" и "понимания" психопатологических феноменов. Объяснение связано с выявлением общих закономерностей, а понимание - с постижением смысла конкретных явлений; применение этих двух подходов в комплексе может повысить объяснимость ИИ-моделей в медицине. Перспективным направлением развития ИИ является переход к третьему поколению, основанному на интеграции символического и коннекционистского подходов [128]. Это позволит создать более объяснимые, устойчивые и безопасные ИИ-системы. Кроме того, для ускорения прогресса в области ИИ авторы Zador et al. [127] предлагают использовать достижения нейронаук. Понимание принципов работы мозга и нервной системы может помочь создать ИИ с более естественным интеллектом и сравнимыми с человеком способностями. Предлагается сосредоточиться на изучении базовых сенсомоторных функций человека. Подоплелова Е.С. анализирует методы ИИ, применяемые для решения задач в психиатрии. Основными направлениями являются деидентификация клинических записей, классификация тяжести симптомов и прогнозирование развития психоза [14].

Несмотря на многообещающие перспективы, применение ИИ в психиатрии связано со значительными ограничениями и вызовами [33, 83, 88, 96]. К ним относятся: 1. Технические проблемы: нехватка качественных данных, непрозрачность "черного ящика" в моделях ИИ, сложности валидации [33, 83]. 2. Человеческие факторы: недостаток знаний об ИИ среди клиницистов, необходимость изменения рутинных рабочих процессов, возможность деквалификации специалистов [83, 88]. 3. Этические вопросы: проблемы ответственности, предвзятости, конфиденциальности данных, баланс между эффективностью и безопасностью [96, 81]. Pak et al. [88] отмечают обеспокоенность, что развитые ИИ-системы в перспективе могут заменить психиатров. Важной предпосылкой успешного внедрения ИИ в психиатрическую практику является формирование доверия пациентов и клиницистов к новыми технологиями [86]. Клиницисты должны выступать связующим звеном, способствуя принятию ИИ-систем пациентами. Для успешной интеграции ИИ в психиатрическую помощь необходимо последовательно решать проблемы, поддерживая баланс между эффективностью технологий и обеспечением безопасности, этичности и доверия со стороны пациентов и специалистов [81]. Sahoo et al. [98], Ayhan [23] отмечают, что ИИ может страдать от предвзятости алгоритмов, чрезмерного использования социальных сетей пациентами для самовыражения, авторы озабочены сокращением человеческого взаимодействия, юридическими и нормативными вопросами.

Внедрение ИИ и МО в психиатрическую практику вызывает неоднозначную реакцию в профессиональном сообществе. С одной стороны, ИИ открывает новые возможности для диагностики, лечения и мониторинга пациентов. А с другой, существуют опасения относительно рисков и ограничений этих технологий. Doraiswamy et al. [43] установили, что только 3,8% психиатров считают, что ИИ и МО сделают их работу устаревшей. 75% считают, что ИИ сможет заменить врачей в ведении документации, 54% - в постановке диагнозов. Около половины респондентов ожидают существенных изменений в своей работе из-за ИИ в ближайшие 25 лет. Врачи скептически относятся к возможности ИИ заменить эмпатию, оценку суицидального риска, составление планов лечения, но ожидают помощи в рутинных задачах [43, 26]. Blease et al. [26] выделили четыре основные категории влияния ИИ: на взаимодействие врач-пациент, качество помощи, профессию психиатра и организацию психиатрической помощи. Zhang et al. [129] изучали мнения социальных работников, медсестер и других специалистов в области психического здоровья об использовании ИИ. Выявлен интерес, но также барьеры, включающие недостаток знаний, ограниченные ресурсы и опасения по поводу справедливости алгоритмов, предлагается включать в психиатрическое образование изучение методов ИИ в медицине. Rogan et al. [97] обобщили взгляды медицинских работников на использование ИИ. Признается потенциал для улучшения оценки состояния и лечения, но поднимаются вопросы конфиденциальности данных пациентов при использовании ИИ, влияния на рабочую нагрузку и терапевтические отношения. Banerjee M. et al. [24] исследовали спектр мнений врачей-стажёров по внедрению ИИ в процессы обучения в психиатрии. Врачи-стажеры воспринимают положительно внедрение ИИ в обучение. Стажеры считают, что ИИ улучшит обучение исследовательским навыкам, снизит клиническую нагрузку, скептически относятся к тому, что ИИ улучшит обучение клиническому суждению и практическим навыкам. Сообщают об отсутствии достаточного обучения по ИИ в текущих учебных программах и поддерживают введение формального обучения по этой теме. Авторы рекомендуют включить темы "Прикладного ИИ" в учебные программы. Профессиональное сообщество специалистов по психическому здоровью в целом открыто к внедрению ИИ, но при этом высказывает обоснованные опасения.

Этические аспекты применения ИИ в психиатрии

Внедрение ИИ в психиатрическую практику сопряжено с рядом этических проблем. Исследование Jacobson et al. [65] анализирует этические дилеммы, возникающие при применении цифровых технологий и МО в психиатрических исследованиях. Отмечена необходимость соблюдения баланса между правом на конфиденциальность участников и развитием науки, подчеркиваются сложности в обеспечении информированного согласия и прозрачности использования данных. Проблематична интерпретируемость высокопроизводительных моделей МО в клинической практике. Wiese [119], отмечает ряд этических проблем, связанных с защитой данных, потенциальными трансформирующими эффектами на понимание психического здоровья, риском биологизации, игнорирования сознательного опыта пациентов, подчеркивает необходимость междисциплинарного сотрудничества для ответственного использования ИИ. Bouhouita-Guermech et al. [28] рассматривают этические проблемы, возникающие при использовании ИИ в научных исследованиях и отмечают, что существующие руководства по этике исследований недостаточно адаптированы к реалиям применения ИИ. Это создает сложности для этических комитетов в адекватной оценке этических аспектов исследований с использованием ИИ. Необходимы разработка специализированных этических стандартов и наращивание компетенций в этой области. Указывается на ряд рисков и проблем, связанных с ИИ в психиатрии: низкое качество данных для обучения, риск предвзятости ИИ, вопросы конфиденциальности, снижение роли человеческого фактора, непредсказуемость ИИ, проблемы юридической ответственности, подчеркивается необходимость законодательного регулирования ИИ при внедрении в психиатрическую практику [4]. Gooding и Kariotis [57] считают, что этические и правовые вопросы редко обсуждаются в исследованиях, посвященных применению алгоритмических технологий. Wiese и Friston [118] рассматривают трансформирующие эффекты применения методов «вычислительной психиатрии» на понимание психических расстройств и здоровья и подчеркивают важность сохранения этического измерения. Согласно Wilhelmy et al. [120], внедрение ИИ в психиатрическую практику несет не только новые возможности, но и новые этические проблемы, указывают на необходимость обеспечения баланса между технически возможным и этически необходимым.

Применение ИИ в диагностике шизофрении

Шизофрения является тяжелым психическим расстройством, затрагивающим около 24 миллионов человек во всем мире [94]. В последние годы активно исследуются возможности применения ИИ и МО для повышения точности диагностики шизофрении. Одним из перспективных направлений является анализ ЭЭГ пациентов с помощью глубокого обучения. Oh et al. [87] разработали 11-слойную сверточную нейронную сеть для автоматического выявления шизофрении по ЭЭГ с точностью 98,07%. Aslan Z., Akin M. [22] использовали архитектуру VGG16 для классификации шизофрении и здоровых людей по ЭЭГ с точностью 98-99,5%. Модели ИИ позволяют выделять частотные диапазоны, связанные с шизофренией [53]. Методы МО также применяются для анализа структурных и функциональных изменений мозга при шизофрении по данным МРТ. Castellani U. et al. [32] продемонстрировали высокую точность классификации шизофрении на основе локальных морфологических аномалий в дорзолатеральной префронтальной коре по данным МРТ. Verma S. et al. [113] отмечают перспективность совместного использования данных от разных модальностей (МРТ, фМРТ, DTI – диффузная тензорная томография) с применением глубокого обучения. ИИ может быть полезен для прогнозирования ответа на терапию при шизофрении. Iznak и Iznak [10] обобщили данные об использовании количественной ЭЭГ для выявления биомаркеров, предсказывающих терапевтические эффекты у пациентов с шизофренией и другими расстройствами. Гашкаримов В.Р., et al. [8] в обзорной статье изучили научные публикации с 2010 по 2023 год. Исследование показало, что МО широко применяется для анализа функционального состояния пациентов с шизофренией. ИИ помогает интерпретировать результаты МРТ, ЭЭГ и актографии. Ученые пришли к выводу, что МО может помочь прогнозировать и диагностировать шизофрению на основе истории болезни, генетических данных и эпигенетической информации. Fakhoury [51] сообщает об успешном использовании латентного семантического анализа речи для различения пациентов с шизофренией и здоровых людей. МО позволяет создавать эффективные модели для диагностики и прогнозирования клинических шизофрении, таких как бессонница, депрессивные симптомы, риск суицида, агрессивное поведение и изменения когнитивных функций с течением времени.

Современные подходы к использованию МО в диагностике и лечении аффективных расстройств

Аффективные расстройства (АР), такие как большое депрессивное расстройство (БДР) и биполярное расстройство (БАР), представляют значительную проблему для здравоохранения. Традиционная диагностика в психиатрии в значительной степени основана на субъективных отчетах пациентов и экспертной оценке врачей, что делает ее подверженной систематическим ошибкам [49]. Все больше исследований посвящено применению методов МО и ИИ для диагностики и персонализации лечения АР. Например, программы на основе МО, такие как Beating the Blues, показали эффективность в уменьшении симптомов депрессии и тревоги [51]. Gallo et al. [54] анализировали данные двух крупных консорциумов рестинг-фМРТ, включающих 3377 участников для выявления биомаркеров функциональной связности мозга при БДР. Авторы использовали различные алгоритмы МО (линейные SVM, RBF SVM; пространственные графовые сверточные сети GCN). Несмотря на то, что точность классификации БДР составила лишь 61%, визуализация с помощью GCN-Explainer показала, что одной из наиболее значимых нейрофизиологических характеристик БДР является гиперсвязность таламуса. Результат был воспроизведен в обоих наборах данных, подчеркивая важность этой области мозга в патофизиологии депрессии. Chen et al. [35] использовали МО для предсказания ответа на лечение у пациентов с БДР. Они собрали данные о демографии, стрессовых факторах и метилировании ДНК гена триптофангидроксилазы 2 (TPH2) у 291 пациента. Применение алгоритма «случайного леса» на основе клинических и эпигенетических данных позволило достичь точности предсказания ответа на лечение 70%. Возраст начала заболевания и уровни метилирования конкретных CpG-сайтов гена TPH2 являются важными предикторами ответа на терапию. Согласно работе Espinola et al. [49], изменения в речи, такие как монотонность и безэнергичность, характерны для пациентов с депрессией и могут быть использованы для ее обнаружения. Авторы проанализировали образцы речи 33 добровольцев с помощью алгоритмов извлечения признаков речи и методов МО. Модели на основе метода опорных векторов продемонстрировали точность классификации до 89% в распознавании депрессии, что указывает на перспективность этого подхода. Liu [79] предложил систему, использующую глубокое обучение для выявления людей с депрессией по данным из соцсетей. Модель обучили на данных из Reddit, Twitter и Weibo, она продемонстрировала лучшие на сегодняшний день результаты в этой области. Duan et al. [44] исследовали возможности использования ЭЭГ-сигналов и алгоритмов МО, таких как KNN, SVM и CNN, для автоматического определения БДР. Лучшие результаты классификации (точность 94%) были получены с применением смешанных признаков межполушарной асимметрии и кросс-корреляции ЭЭГ на сегментах длительностью 2 секунды. Ceccarelli и Mahmoud [34] предложили мультимодальный подход на основе рекуррентных нейронных сетей для распознавания как БДР, так и БР по видеозаписям, продемонстрирована высокая эффективность за счет учета временной динамики поведенческих проявлений. В обзорной работе Yasin et al. [125] сделан акцент на использовании ЭЭГ-сигналов и нейронных сетей для распознавания БДР и БР. Авторы подробно рассматривают различные ЭЭГ-протоколы, биомаркеры и общедоступные наборы данных, а также обсуждают пути повышения надежности моделей на основе ИИ в психиатрии. Watts et al. [117] провели мета-анализ исследований, использующих ЭЭГ и МО для прогнозирования ответа на лечение при БДР. Средняя точность прогнозирования составила 83,93%, модели лучше идентифицировали не-респондеров, чем респондеров. Несмотря на многообещающие результаты, существуют ограничения в применении МО и ИИ в психиатрии [104]. Необходимы дальнейшие проспективные валидационные исследования, стандартизация критериев ответа на лечение и крупные консорциумные проекты для повышения воспроизводимости результатов [104]. Важно продемонстрировать реальное улучшение результатов лечения пациентов в сравнении с традиционными методами. В целом, исследования показывают перспективность использования различных алгоритмов МО в сочетании с анализом биометрических данных, акустических характеристик речи, данных социальных сетей.

ИИ и болезнь Альцгеймера

Нами найдено ограниченное число исследований о применении ИИ при болезни Альцгеймера. Булгакова С.В. и соавторы [6] считают, что мультидисциплинарное взаимодействие врачей-нейрофизиологов со специалистами в области неврологии, психиатрии, психотерапии, психоанализа и гериатрии в сочетании с инструментами искусственного интеллекта (ИИ) представляет собой современное решение проблемы реабилитации когнитивных функций мозга человека. Биология, биофизика, физиология и нейрофизиология позволяют выявлять многомерные и комбинаторные профили генетических, биологических, патофизиологических и клинических биомаркеров, отражающих гетерогенность нейродегенерации, с помощью современных инструментов анализа регистрации и создания всеобъемлющих карт мозга и динамических моделей на разных уровнях: от молекул и нейронов до областей мозга. Структурные и функциональные маркеры мозга устанавливают связь между клиническими фенотипами и молекулярными патофизиологическими механизмами. Технологии ИИ способны прогнозировать болезнь Альцгеймера с использованием комбинированной и гибридной нейровизуализации, секвенирования и других методов.

ИИ в судебной психиатрии

ИИ находит более широкое применение в судебной психиатрии. В мета-анализе Watts D. et al. [116] исследовалась диагностическая точность моделей МО для прогнозирования преступных и насильственных исходов в психиатрии. Анализ 20 исследований с 2428 пациентами показал среднюю точность моделей 71,45%, чувствительность 73,33%, специфичность 72,90%. Использовались различные типы данных: однонуклеотидный полиморфизм, текстовый анализ, психометрические шкалы, истории болезни и показатели мозгового кровотока. Авторы пришли к выводу, что модели ИИ могут быть полезным инструментом для оценки риска преступного поведения у пациентов с ПР, но требуется дальнейшая валидация на независимых выборках. Помимо прогнозирования рисков, ИИ может быть полезен в других аспектах судебной экспертизы. Chinnikatti [103] отмечает, что ИИ способен анализировать большие и сложные массивы данных в цифровой криминалистике, предоставлять статистически обоснованные способы анализа доказательств, моделировать сценарии для юристов и судей, объяснять ход рассуждений, что важно для судебной экспертизы. ИИ может помочь преодолеть пробел в коммуникации между экспертами, следователями и юристами. Авторы отмечают, что мы находимся в самом начале пути, требуется не только валидация моделей ИИ, но и комплекс мероприятий по внедрению в повседневную практику, медицинские информационные системы, осмысление и принятие новых методов диагностики и работы в экспертном и юридическом сообществах.

ИИ в детской психиатрии

De Lacy et al. [42] построили модели МО, которые прогнозировали тревожные расстройства, депрессию, СДВГ, ПТСР у подростков на основе нейрофизиологических, когнитивных, поведенческих, социальных факторов. Наилучшие результаты показали модели глубокого обучения и «деревьев решений». МО помогало предсказывать развитие психоза у подростков группы риска и попытки самоубийства [51]. Yang et al. [124] показали возможность использования моделей глубокого обучения для классификации детского ПТСР на индивидуальном уровне с точностью 71,2% на основе данных фМРТ в покое. Модель выявила вовлеченность лимбической системы при ПТСР. Till AC, Briganti G. [110] рассмотрели перспективы ИИ в детской психиатрии: сетевой анализ для моделирования взаимосвязей между симптомами, использование МО для раннего выявления расстройств аутистического спектра и СДВГ, разработка инструментов скрининга, диагностики, лечения с помощью ИИ, использование чат-ботов и мобильных приложений в качестве психотерапевтических инструментов для детей и подростков.

Автоматизация диагностики психического здоровья при психиатрическом освидетельствовании

Корнетов А.Н., с соавторами изучил подходы к автоматизации диагностики ПР при у операторов опасных профессий [11]: пилотов, водителей, работников технических объектов. Традиционные методы не всегда позволяют выявлять ПР. Люди могут скрывать проблемы из опасений потерять работу. Депрессия и тревожные расстройства являются наиболее распространенными проблемами среди операторов [11]. Разработка аппаратно-программных комплексов для ранней диагностики ПР с использованием методов ИИ может стать перспективным решением. Анализ аудио- и видеоданных с помощью ИИ позволяет оценивать психическое здоровье по речи и экспрессии эмоций. Внедрение автоматизированного скрининга актуально на крупных предприятиях [11].

Роль ИИ в построении моделей для лечения аддиктивных расстройств

Аддиктивные расстройства среди ПР характеризуются высокими показателями рецидивов. Перспективное направлений в этой области - применение ИИ для построения клинико-психологических моделей. Бохан Н.А. с соавторами (5) разработали модель формирования антирецидивного поведения у пациентов с ПР и аддиктивными расстройствами. Ключевые этапы модели: 1) поддерживающая терапия 2) формирование навыков самоконтроля и регуляции эмоций 3) содействие социальной адаптации. ИИ позволил проанализировать большие объемы данных, подтвердить научную обоснованность, оптимизировать структуру модели. ИИ продемонстрировал, что обучение пациентов методам самоконтроля и эмоциональной регуляции - критически важно для предотвращения рецидивов (5).

Использование чат-ботов на основе ИИ в психиатрической практике

Растущее бремя психических заболеваний, и нехватка специалистов в области психического здоровья во всем мире стимулируют активное развитие новых методов оказания психиатрической помощи. Одним из перспективных направлений является применение интеллектуальных чат-ботов для поддержки пациентов с психическими расстройствами [90]. Чат-боты с ИИ могут значительно улучшить вовлеченность пациентов и приверженность лечению [27]. Благодаря способности анализировать большие объемы данных, чат-боты способны персонализировать интервенции и адаптироваться к индивидуальным потребностям пользователей. Передовые алгоритмы чат-ботов позволяют им взаимодействовать с пациентами на эмпатичном уровне, что повышает эффективность психологической поддержки [27]. Одним из ярких примеров использования чат-ботов с ИИ в психиатрии является проект Woebot [17]. Woebot представляет собой виртуального психотерапевта, использующего методы когнитивно-поведенческой терапии (КПТ) для помощи пациентам с депрессией и тревожными расстройствами. Чат-бот постоянно совершенствуется на основе самообучения, что позволяет ему непрерывно улучшать качество оказываемой помощи. Но чат-боты, несмотря на их способность имитировать эмпатию, лишены морального измерения, характерного для подлинных человеческих отношений [82]. Широкому внедрению чат-ботов в клиническую практику препятствуют ошибочные представления специалистов в области психического здоровья [27]. Необходимы строгие научные исследования для оценки эффективности чат-ботов в сравнении с традиционными методами психотерапии, а также для преодоления существующих ограничений [27].

Психовизуализация

Под «психовизуализацией» можно понимать междисциплинарный подход, объединяющий методы нейровизуализации, регистрации биометрических данных, ИИ и анализа психических процессов для визуальной реконструкции и декодирования (раскрытия) внутреннего психического содержания человека, переведения его в визуальную форму. Понятие "психовизуализация" позволяет объединить и систематизировать разрозненные исследования в этой области, подчеркивая их общую цель - декодирование и визуальную репрезентацию внутренних психических процессов человека. Термин отражает роль методов ИИ (компьютерного зрения, нейросетей) в реализации этих задач. Психовизуализация - перспективное и актуальное направление на стыке нейронаук, психологии, психиатрии и информатики, открывающее новые возможности в понимании, диагностике и визуализации психических функций, что может иметь большое прикладное значение в психиатрии.

Современные возможности визуализации представлений и восприятия. Использование предсказания на основе нейровизуализации и МО становится все более распространенным в психиатрических исследованиях [109]. Успешные исследования в области декодирования зрительного восприятия из данных фМРТ включают модель SC-GAN для реконструкции естественных изображений [63], а также структуру глубокого обучения с использованием свёрточного автокодировщика, LSTM и C-PG-GAN [64]. Модели реконструируют изображения, воспроизводящие семантические категории и текстурные характеристики зрительных стимулов. Другие исследования изучали нейронные представления эмоциональных выражений лица и тела. Использование многомерного анализа паттернов функциональной связности позволило успешно декодировать как лицевые, так и телесные эмоциональные выражения [74, 75]. Выявлена вовлеченность распределенных сетей в обоих полушариях, включая области от первичной зрительной коры до более высоких уровней, в обработку эмоциональной информации. Есть обзоры методов глубокого обучения для реконструкции изображений из фМРТ-данных [93, 102]. Эти методы, основанные на иерархических нейронных представлениях, показывают многообещающие результаты в визуализации восприятия. Однако отмечаются проблемы, связанные с необходимостью больших объемов данных, сложностью интерпретации и этическими вопросами [45]. Перспективным является применение методов самообучения для реконструкции изображений и крупномасштабной семантической классификации по фМРТ-данным [55]. Эти подходы демонстрируют беспрецедентные возможности в задачах, ранее ограниченных размером и разнообразием данных. Кроме того, исследования показывают, что иерархические визуальные представления могут быть переданы между людьми с использованием функционального выравнивания, что позволяет выполнять межиндивидуальную реконструкцию изображений [61]. Shen G. Et al., [101] представили новый метод восстановления изображений из активности мозга человека с использованием глубокого обучения, он отличается от сложившихся методов восстановления изображений из фМРТ, которые обычно используют предобученные модели и фокусируются на декодировании отдельных визуальных признаков. Авторы предложили обучать глубокую нейронную сеть непосредственно на парах данных "активность мозга - соответствующее изображение". Они построили генеративно-состязательную сеть, которая была обучена на данных, состоящих из натуральных изображений и соответствующих ответов активности мозга. Авторы протестировали модель на новых, неиспользованных данных и показали, что она успешно реконструирует изображения, основываясь только на паттернах активности мозга. Точность реконструкций улучшалась по мере увеличения объема обучающих данных. Наконец, глубокие нейронные сети применяются для прогнозирования эмоциональных реакций человека по данным фМРТ [70, 71, 77]. Эти модели способны успешно классифицировать базовые эмоции, используя паттерны функциональной коннективности в распределенных сетях мозга. Эти исследования демонстрируют значительный прогресс в использовании ИИ и нейровизуализации для расшифровки и реконструкции психических процессов, включая зрительное восприятие, эмоциональные реакции и «ментальную визуализацию» [3], что может иметь очень большое значение для клинической психиатрии.

Распознавание эмоций с использованием биометрических данных и методов машинного обучения. Благодаря развитию ИИ, наблюдается значительный прогресс в автоматическом распознавании эмоций. У психиатров растет интерес к объективным методам оценки эмоционального состояния, выходящим за рамки субъективных отчетов. Есть исследования, посвященные распознаванию эмоций по речи. Chernykh et al. [38] предлагают алгоритм распознавания эмоций из речевого аудио с использованием рекуррентных нейронных сетей (RNN). Подход учитывает нейтральные фрагменты в эмоциональной речи, предсказывает последовательность эмоций в высказывании. Авторы заявляют об эффективности модели. Другие исследования посвящены распознаванию эмоций по изображению. Washington et al. [115] исследуют обучение моделей компьютерного зрения для распознавания эмоций по изображениям лиц. Они предлагают использовать "мягкие" вероятностные метки, полученные через краудсорсинг, для учета субъективности восприятия эмоций. Модели, обученные на "мягких" метках, лучше отражают реальное распределение мнений людей. Cîrneanu A.L. и соавторы [40] рассматривают новейшие разработки в области распознавания эмоций по лицевым выражениям с применением глубоких сверточных нейронных сетей. Pise et al. [91] рассматривают методы распознавания выражений лица (FER) с использованием глубокого обучения. Авторы выделяют два основных типа признаков: на основе положения органов лица и текстуры кожи, а также геометрические признаки, основанные на ключевых точках и движениях лица. Работа подчеркивает потенциал FER для обеспечения эффективного общения человека и машины. Даже общедоступные большие языковые модели (генеративный ИИ) пытаются использовать для распознавания эмоций. Elyoseph et al. [46] оценивают способность генеративных моделей ИИ (GPT-4, Google Bard), интерпретировать эмоции по визуальным и текстовым данным. GPT-4 «демонстрирует выдающиеся результаты» в распознавании эмоций по изображениям, сопоставимые с человеческими, в то время как Bard отстает в этой области. Оба ИИ «демонстрируют превосходные способности» в интерпретации эмоций по тексту. Не могли обойти исследователи такой распространённый биометрический метод как ЭЭГ для распознавания эмоций [20, 39, 66, 78, 85, 122, 130, 131]. Внедряются различные методы извлечения признаков и классификации для определения эмоционального состояния на основе ЭЭГ. Предлагаются гибридные модели, такие как FCAN-XGBoost [131], демонстрирующие высокую точность и эффективность. Cai J. и соавторы [30] обобщают применение МО с использованием ЭЭГ для распознавания эмоций. Авторы рассматривают основные этапы такого подхода: получение сигналов ЭЭГ, предобработка, извлечение эмоционально-значимых признаков и классификация эмоций с использованием различных алгоритмов машинного обучения. Другие исследования сосредоточены на применении методов глубокого обучения для распознавания эмоций по ЭЭГ. Jafari M. и соавторы [66] рассматривают различные подходы с использованием глубоких нейронных сетей, отмечая их способность автоматически извлекать информативные признаки из сигналов ЭЭГ. Аналогичный обзор представлен в работе [78] Liu H. и др., где описываются общие этапы алгоритма распознавания эмоций по ЭЭГ и оцениваются существующие методы. Ряд работ предлагает новые подходы к распознаванию эмоций на основе ЭЭГ. Например, в статье [122] Xia Y. и Liu Y. описывают модель, учитывающую индивидуальные различия пользователей, что позволяет повысить точность распознавания эмоций до 96,43% для бинарной классификации и 98,92% в сценариях с большими индивидуальными различиями. Zong J. и соавторы в работе [131] представили гибридную модель FCAN-XGBoost, достигающую точности 95,26% и 94,05% в разных наборах данных. Jung et al. [68] предлагают структуру МО для классификации эмоций, вызванных взаимодействием с виртуальной реальностью (VR). Используя ЭЭГ, они выявили различия в активности мозга при разных эмоциональных состояниях, таких как низкое возбуждение, высокое возбуждение и социальная тревожность. Их результаты подтверждают потенциал ЭЭГ для объективной оценки эмоционального состояния и могут быть полезны для исследований ПР, таких как ПТСР, ОКР и СДВГ. Yuvaraj et al. [126] сравнивают эффективность различных методов извлечения признаков из ЭЭГ для распознавания эмоций. Исследование показало, что «признаки фрактальной размерности, отражающие сложность сигнала ЭЭГ», являются наиболее информативными для различения валентности (положительная/отрицательная) и возбуждения (высокое/низкое). Отмечается связь между более высокой валентностью и возбуждением и меньшей фрактальной сложностью в лобных областях мозга. Taran and Bajaj [108] предлагают новый метод фильтрации ЭЭГ-сигналов для распознавания эмоций, основанный на двухэтапной обработке. Метод позволяет очистить сигнал от шума и выделить информативные признаки для классификации эмоций с помощью «машины опорных векторов». Авторы отчитываются о высокой точности распознавания эмоций, таких как счастье, страх, грусть и спокойствие. Даже ЭКГ находит своё место для оценки эмоционального состояния. Исследования [19, 36, 59, 60, 114] анализируют возможность использования ЭКГ для распознавания эмоций на основе вариабельности сердечного ритма (ВСР). Предлагаются различные методы извлечения признаков и классификации, подчеркивается потенциал ЭКГ-систем в связи с доступностью носимых устройств. Vazquez-Rodriguez et al. [112] предлагают подход к распознаванию эмоций, используя ЭКГ и модель Transformer. Авторы обосновывают выбор ЭКГ как источника данных, подчеркивая ее способность отражать изменения в активности вегетативной нервной системы, связанные с эмоциональными состояниями. Исследования [73, 123] рассматривают использование других физиологических сигналов, таких как мимика лица и сердечные тоны, для распознавания эмоций. Claret et al. [41] проводят систематический обзор литературы, посвященный автоматической классификации эмоций на основе сердечных тонов. Ими анализируется 27 исследований, посвященных использованию сердечных сигналов, полученных с помощью недорогих и носимых устройств, для распознавания эмоций. Работа подтверждает потенциал сердечных сигналов для распознавания эмоций, подчеркивает важность разработки доступных и ненавязчивых методов сбора данных. Ряд исследований посвящен распознаванию эмоций по интегрированным физиологическим сигналам, таким как электрокардиограмма (ЭКГ) и электроэнцефалограмма (ЭЭГ) с использованием мультимодального подхода. В работе [36] Chen Y.C. и соавторы показали, что с помощью искусственных нейронных сетей можно достичь точности более 75% в классификации четырех эмоций (удовольствие, счастье, страх, гнев) на основе данных вариабельности сердечного ритма, полученных с использованием браслета. В статье [80] Marín-Morales J. и др. разработали систему распознавания эмоций, использующую ЭЭГ и ЭКГ, которая достигает точности 75% для классификации уровней возбуждения и 71% для классификации валентности. Liang et al. [74] исследуют нейронные представления для распознавания эмоций по лицевым и телесным выражениям с использованием фМРТ и многомерного анализа паттернов. Существующие исследования демонстрируют впечатляющий прогресс в разработке систем распознавания эмоций с использованием ИИ. Мультимодальные подходы, объединяющие данные из различных источников позволяют повысить точность распознавания и учесть субъективность восприятия эмоций, как отмечают Monteith et al. [84]. Важно обеспечить конфиденциальность данных и защиту от дискриминации при использовании «Emotion AI», особенно для людей с психическими заболеваниями, необходимо участие психиатров в регулировании этих технологий [84]. Существуют ограничения каждого подхода. Например, ЭЭГ-сигналы могут быть подвержены артефактам и индивидуальным различиям, а распознавание эмоций по лицу может быть затруднено при наличии препятствий или выраженной индивидуальной вариабельности [84].

Обсуждение

Наблюдается явный рост публикаций, посвященных ИИ в психиатрии. Большинство работ опубликованы с 2021 по 2023 годы, что указывает на растущий интерес к теме. Исследования представлены авторами из разных регионов мира. Основные затрагиваемые темы: распознавание эмоций [7, 30, 38, 66, 74, 85, 112, 122, 123, 126, 130], диагностика ПР [8, 11, 14, 22, 35, 44, 53, 87, 92, 94, 104, 113, 125], прогнозирование терапевтического ответа [5, 10, 37, 117], этические аспекты ИИ [23, 28, 52, 57, 65, 81, 118, 119, 120]. Распознавание эмоций - одна из самых популярных тем, что отражает важность объективной оценки эмоционального состояния для диагностики и лечения ПР. Диагностика ПР с помощью ИИ также привлекает значительное внимание. Рост публикаций по теме ИИ в психиатрии свидетельствует о признании потенциала этих технологий для улучшения диагностики, лечения и прогнозирования ПР. Разнообразие тем, география исследований указывают на глобальный интерес к данной области. Продемонстрировано стремительное развитие и значительный потенциал применения ИИ в различных областях психиатрии: ИИ предлагает инновационные решения для повышения точности диагностики, персонализации и эффективности психиатрической помощи. Новые технологии на основе ИИ, открывают уникальные возможности для исследования и понимания психических процессов. ИИ способствует развитию телемедицины, онлайн-психотерапии, виртуальных ассистентов и других инструментов, делая психиатрическую помощь более доступной и удобной для пациентов. ИИ автоматизирует задачи, такие как систематические обзоры, анализ данных и построение моделей психических расстройств, что способствует развитию научных исследований и образовательных программ. Несмотря на многообещающие перспективы, внедрение ИИ в психиатрию сталкивается с определенными вызовами: необходимость в больших объемах данных, сложности интерпретации моделей ИИ, обеспечение прозрачности и объяснимости алгоритмов, предотвращение их предвзятости, недостаток знаний об ИИ среди клиницистов, необходимость адаптации к новым технологиям и изменение рабочих процессов, обеспечение конфиденциальности данных, ответственность за решения, принимаемые ИИ. Необходимо объединение усилий специалистов из области психиатрии, нейронаук, информатики и этики для разработки стандартов и руководств по применению ИИ. Необходимы образовательные программы для клиницистов и пациентов о возможностях и ограничениях ИИ, законодательное регулирование, обеспечение прозрачности, подотчетности, научной обоснованности ИИ-систем.

Заключение

У ИИ есть потенциал для преобразований в психиатрии - это инструмент будущего. Успешное внедрение требует комплексного подхода с учетом технических, этических и законодательных аспектов. Существующие модели ИИ не обладают смысловой целостностью, самовоспроизводимостью, иерархичностью, присущими человеческой психике, как психическому организму, а поэтому заменить её в настоящее время не могут, тем более в областях науки и практики, требующих высокой квалификации в принятии решений, каковой является психиатрия. ИИ в настоящее время не способен: понимать, интерпретировать нюансы человеческих эмоций, поведения, мышления; устанавливать глубокую эмпатическую связь с пациентом, принимать сложные этические решения, адаптироваться к уникальным потребностям каждого пациента, разрабатывать индивидуальные планы лечения. Но ИИ может быть ценным помощником клинического психиатра в мониторинге состояния пациентов, автоматизации рутинных задач, в научной психиатрии для обработки и анализа больших данных. В будущем ИИ может стать союзником психиатра, но не его конкурентом. Дальнейшие исследования и активное сотрудничество специалистов различных областей позволят раскрыть потенциал ИИ для улучшения психического здоровья.

Благодарности: исследование проведено без спонсорской поддержки

Конфликт интересов: автор заявляет об отсутствии конфликта интересов

Сведения об авторе: Богданов Ярослав Вячеславович, врач психиатр высшей категории, стаж работы 27 лет, заведующий приёмным отделением ГБУЗ Кузбасской клинической психиатрической больницы; 650036, Кемеровская область, город Кемерово, Волгоградская ул., д.41, e-mail: [email protected]

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  • 06.04.25 11:30 maryjul75

    As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.

  • 07.04.25 11:16 Lindaporche5

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  • 07.04.25 11:16 Lindaporche5

    They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine  days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0  Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M  OR   SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G

  • 07.04.25 18:09 rashmiramesh

    I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 18:32 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover

  • 07.04.25 21:03 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.04.25 03:00 natashaohnson

    Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable

  • 10.04.25 23:26 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.04.25 23:27 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 00:48 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.04.25 03:20 edwardoelliott6

    PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.

  • 11.04.25 08:10 Beatrice Gallagher

    I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.

  • 13.04.25 01:13 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 13.04.25 01:13 michaeldavenport218

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  • 14.04.25 23:44 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.04.25 03:56 tylerkevin

    I discovered CheapCrypto net while searching for a cryptocurrency trading platform that promised lower fees and better arbitrage opportunities than the well-known Binance. Intrigued by the potential for profit, I decided to take a leap of faith and exchanged approximately $45,700.567 worth of USDC for Ethereum. Initially, everything seemed to be going smoothly, and I felt optimistic about my investment.However, when I attempted to transfer my newly acquired Ethereum to my main crypto wallet, I encountered a significant problem. The website repeatedly displayed a message saying, "Trying again…" but my funds remained stuck on CheapCrypto net. As the minutes turned into hours, panic set in. I began to realize that I might have fallen victim to scammers.Desperate for a solution, I started researching ways to recover my lost funds. That’s when I came across DUNAMIS CYBER SOLUTION, a service that specializes in helping individuals recover lost or stolen cryptocurrency. Their reputation for assisting victims of scams and fraudulent platforms gave me a glimmer of hope. I reached out to them, explaining my situation and the challenges I faced with CheapCrypto net.The team at DUNAMIS CYBER SOLUTION was incredibly responsive and professional. They guided me through the process of documenting my transaction and provided me with the necessary steps to initiate a recovery request. Their expertise in dealing with similar cases was evident, and I felt reassured that I was in capable hands.Within a short period, Y DUNAMIS CYBER SOLUTION began their investigation into CheapCrypto net. They utilized advanced tracking techniques to trace the flow of my funds and identify the scammers behind the platform. Their thorough approach and commitment to helping me recover my lost assets were impressive.After a few days of diligent work, I received the fantastic news that DUNAMIS CYBER SOLUTION had successfully traced my Ethereum and was able to facilitate its return. I was overjoyed to have my $45,700.567 restored, and I couldn’t be more grateful for the assistance I received.This has taught me a valuable lesson about the importance of conducting thorough research before engaging with new trading platforms. While the allure of lower fees and arbitrage opportunities can be tempting, it’s crucial to prioritize security and reliability. Thanks to DUNAMIS CYBER SOLUTION, I was able to recover my funds and regain my peace of mind. I promised them that after recovering my assets, I would spread the good news to others who faced similar challenges, ensuring they know there is hope and DUNAMIS CYBER SOLUTION are available 24/7. +13433030545 [email protected] [email protected]

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.04.25 20:39 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.04.25 02:00 [email protected]

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  • 20.04.25 00:45 khouser

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  • 20.04.25 17:22 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] 

  • 20.04.25 17:22 patricialovick86

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  • 21.04.25 03:51 gleerandon

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  • 24.04.25 18:17 Mary Perez

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  • 25.04.25 15:44 Sharo2025

    HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY

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  • 26.04.25 19:01 ashlyncarson

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  • 27.04.25 02:41 elizabethrush89

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  • 27.04.25 02:41 elizabethrush89

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  • 29.04.25 12:10 walterkeith2004

    I was convinced by a colleague to invest in cryptocurrency through a company that claimed they could double my money. I ended up investing all my car savings—$50,000—only to realize it was a scam. I was completely heartbroken, devastated, and felt like my world had fallen apart. In desperation, I searched online for help and came across a review about Francisco Hack. Reaching out to them was truly a turning point for me. From the very first contact, their team showed a level of professionalism, empathy, and expertise that immediately gave me hope. Francisco Hack was transparent, responsive, and incredibly thorough in handling my case. They walked me through every step of the recovery process with patience and clarity. What stood out the most was how committed they were—not just to helping me recover my funds, but also to restoring my peace of mind. Thanks to Franciscohack @ qualityservice.com I’m finally starting to breathe again. Their service is nothing short of exceptional. If you ever find yourself in a similar situation, I can't recommend them highly enough. They truly are a lifesaver. Telegram @Franciscohack WhatsApp +4 .4 .7 .4 .9 .3 .5 .1 .3 .3 .8 .5

  • 30.04.25 16:39 ratty clara

    I’ve been a victim of a scam, lost all my money to a broker I invested with, was depressed for a few months, but the whole story changed when I visited Trustpilot. I came across a review about a man, Mr Bogdan sovar, on helping people get back their lost investment. I contacted him because I needed some help in getting my money back. To my greatest surprise, I was able to get my money back after a few days of getting in touch with him. It was all free, all he required for was a testimony of her generosity, which I promised I would do in all platforms. You can reach him at his Gmail address: hackerrone90 @ gmail . com and will guide you on the steps to take and get your invested capital, including your bonus, back

  • 30.04.25 22:56 thomaslilley99

    CRYPTOCURRENCY RECOVERY SERVICES - Visit - iFORCE HACKER RECOVERY Hello everyone, after losing nearly $170,000 in Bitcoin, I was devastated and began searching for ways to recover my stolen funds. That’s when I found iFORCE HACKER RECOVERY, a team of cybersecurity experts specializing in retrieving hacked Bitcoin wallets and scammed cryptocurrencies. Within just 48 hours of thorough investigation, they successfully recovered my stolen funds. I highly recommend their services to anyone facing a similar situation. Webpage info; ( iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Call/Text-whatsapp; +1 (240) 803. (3706)

  • 01.05.25 06:40 armand231101

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  • 01.05.25 14:46 kookersylvia81

    Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.

  • 01.05.25 20:59 elizabethrush89

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  • 03.05.25 05:01 melissaholroyd

    "The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc

  • 03.05.25 12:24 ratty clara

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  • 08.05.25 03:35 jwright70

    At FUNDS RETRIEVER ENGINEER, we specialize in the swift and efficient recovery of stolen or lost cryptocurrencies. Our team of seasoned cybersecurity experts, blockchain analysts, and digital forensics professionals employ state-of-the-art technology and innovative strategies to trace, identify, and reclaim your assets. We’re dedicated to helping individuals and organizations recover stolen cryptocurrencies and digital assets. Our team of expert cyber security specialists, cryptocurrency recovery specialists, and digital forensic analysts work tirelessly to track, recover, and secure your stolen assets. Visit us W H A T S A P P: +1 8 0 2 9 5 2 3 4 7 0 EmaIL F U N D S R E T R I E V E R [@] E N G I N E E R. C O M OR S U P P O R T @ F U N D S R E T R I E V E R [@] E N G I N E E R. C O M WEBSITE https://fundsretrieverengineer.com

  • 13.05.25 19:18 canemarcus0

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  • 13.05.25 19:26 John Willis

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  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.05.25 20:21 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.05.25 14:45 Clarkanderson

    Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com

  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY

  • 14.05.25 14:45 Clarkanderson

    BITCOIN RECOVERY HELP GO TO ULTIMATE HACKER JERRY Hello, my name is Clark Anderson from Spain. I want to share my experience with a fake investment platform. I was introduced to a Bitcoin investment opportunity by a man from the United Kingdom and, trusting him, I invested $50,000. When I tried to withdraw my profits, I realized I had been scammed. Desperate for help, I searched online for recovery options and found Ultimate Hacker Jerry. Thanks to his assistance, I was able to seek help in recovering my losses. I hope my story serves as a warning to others about the dangers of online investments. INFOR [email protected] +1,4,5,8,3,0,8,0,8,2,5 https(://)ultimates hackjerry (.) com

  • 16.05.25 14:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.05.25 14:18 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.05.25 18:33 marywilliam3544

    A few months ago, I became a victim of a crypto scam that cost me more than $42,000. It started with what looked like a legitimate investment opportunity on social media. The platform was well-designed, the “advisors” sounded experienced, and the returns they promised seemed realistic at the time. I did some quick research, saw fake positive reviews, and decided to give it a try.At first, everything seemed to go smoothly. I deposited small amounts and saw returns in my account almost immediately. Encouraged, I added more—until I realized I could no longer withdraw anything. The site shut down, the contact numbers went dead, and the people I had spoken to disappeared. That’s when it hit me—I had been scammed.I was embarrassed, angry, and honestly, heartbroken. I didn’t think there was any way to get the money back. My bank couldn’t help, the police didn’t have any tools for crypto tracing, and I felt completely stuck. Then, a friend referred me to PRO WIZARD GILBERT RECOVERY. I was hesitant at first, but after speaking with one of their recovery specialists, I felt a sense of hope I hadn’t felt in weeks. They were incredibly professional, didn’t make any exaggerated claims, and explained their process clearly.The team began working right away using advanced blockchain forensics to trace the stolen funds. Within a few days, they located the wallets that received my funds and started the legal steps necessary to flag and recover the crypto. I was blown away by how thorough and efficient they were After several weeks of careful investigation and coordination, PRO WIZARD GILBERT RECOVERY successfully recovered nearly 75% of my lost funds. I couldn’t believe it. I went from thinking that money was gone forever to having it returned to me—and all thanks to their dedication and expertise.If you’ve lost money to a crypto scam, I can’t recommend PRO WIZARD GILBERT RECOVERY enough. They’re the real deal. Professional, honest, and relentless in fighting for their clients. Thanks to them, I’ve not only recovered most of what I lost, but I’ve also regained peace of mind. CONTACT INFO=====WhatsApp +1 (920) 408‑1234 TELEGRAM====== http s:// t. me/Pro_Wizard_Gilbert_Recovery EMAIL========== pro wizard gilbert recovery (@) engineer. com

  • 19.05.25 05:42 kylebro

    It’s been hard losing a lot of my money to these companies. I found a crypto Recovery Agent,VIA Email:( [email protected] ) who made sure I got back everything. If your case is similar, you can consult them on how to get your money back. Whats app or text : +1 949 245 7617 Telegram : @dawsonwright Website : bestrecoveryagent.com

  • 20.05.25 11:40 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.05.25 11:40 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.05.25 17:55 Juliuslaurence1

    It started as an ordinary Tuesday. I was transferring 5 BTC my life savings at the time to a new cold wallet for better security. My fingers moved swiftly, copying the address, pasting it, and hitting Send without a second thought. Then ,the horrow struck.A split second after the transaction confirmed, I realized I had pasted the wrong address. A typo. One wrong character. My stomach twisted into knots as I watched my Bitcoin disappear into the blockchain abyss, headed to an address I didn’t recognize. Panic set in. 5 BTC. Over $300,000 at the time. Gone. I spent sleepless nights scouring forums, reaching out to blockchain experts, even pleading with miners but the immutable nature of Bitcoin meant no one could reverse it. The address was active, but the owner? Unknown. Then, I stumbled upon Washington Recovery Pro, a firm specializing in cryptocurrency transaction reversals and asset recovery. Skeptical but desperate, I reached out. Their team, led by a seasoned blockchain investigator named Marcus, took my case. They explained that while Bitcoin transactions are irreversible, if the recipient is identifiable, recovery is possible through negotiation or legal pressure. Using on-chain forensics, they traced the mistaken transaction to a crypto exchange wallet meaning the recipient had likely cashed out or moved the funds. Washington Recovery Pro contacted the exchange, providing irrefutable proof of the erroneous transfer. After weeks of pressure, the exchange froze the funds and initiated a recovery process. two weeks after my heart-stopping mistake, I received an email: Your 5 BTC has been recovered and will be returned to your wallet. I couldn’t believe it. Washington Recovery Pro had done the impossible. My Bitcoin was saved, but not by luck by skill, persistence, and legal expertise. If you ever face a similar nightmare, remember: some mistakes can be undone. Email: [email protected]: +1 (903) 249‑8633‬

  • 30.05.25 05:03 kevinpatmore2

    Good day everyone, some statements people make may appear unbelievable, yet they reflect their truth due to their personal experiences. I'm a truck driver and I enjoy playing the lottery, but it's been 8 years without winning anything significant. I became upset over this and chose to seek help online from anyone skilled in using spells to win the lottery since my grandma had faith in spells and a story about Lord Meduza spells drew my interest. I obtained his contact information, and we discussed all aspects of how he could assist me. In less than 72 hours, Lord Meduza provided me with the lottery numbers I required after he completed the spell for me. I purchased my ticket online, followed the guidance of Lord Meduza, and now my life is fortunate because I won a $42.5 million Jackpot in the lottery I participated in. I’m thankful to Lord Meduza because he truly keeps his promises and I will donate $1 million to the orphanage homes in my city. Email: [email protected] or WhatsApp +18079072687.

  • 01.06.25 17:55 springthorpecameron5

    After losing $153,000 to a fake investment platform on Telegram, I found myself under immense pressure due to both the financial loss and my ongoing cancer treatment. Desperate to recover my stolen cryptocurrency, I researched viable options and discovered Ruder Cyber Tech Sleuths, a registered Bitcoin and USDT Recovery Agency with a strong reputation. Their impressive record of successful recoveries and positive reviews gave me hope. Despite my initial doubts, reaching out to them was a pivotal moment in my recovery journey. The process was complex, but their dedication, advanced technology, and professionalism were evident. I highly recommend their services to anyone who has fallen victim to scams. Ruder Cyber Tech Sleuths are truly exceptional and provide hope in an often dishonest world. [email protected] [email protected] whatsapp: +12132801476 Telegram : @rudercybersleuths

  • 02.06.25 16:01 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.06.25 16:01 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.06.25 22:21 [email protected]

    When I lost $120,000 to obvious price manipulation on a shady derivatives platform, I felt a mix of disbelief and frustration. I had been drawn to this platform by promises of high returns and innovative trading features that seemed too good to be true. Initially, everything appeared to be going well, and I was excited about the potential profits. However, it didn’t take long for me to notice some alarming signs. As I continued to trade, I began to see unusual price fluctuations that didn’t align with the broader market trends. It was as if the platform was orchestrating these movements to manipulate prices in their favor. Despite my growing suspicions, the allure of quick profits kept me engaged. I convinced myself that I could navigate the volatility and come out ahead. Unfortunately, that was a grave mistake. I suffered a significant loss, which wiped out a substantial portion of my investment. It was a gut-wrenching moment, and I felt utterly defeated. In my desperation, I reached out to Web-site: www://trustgeekshackexpert.com/ --- (Email: [email protected]] a firm that specializes in recovering lost funds from fraudulent platforms. I hoped they could help me reclaim at least a portion of my losses.[TRUST GEEKS HACK EXPERT] was incredibly supportive and trustyworthy. They conducted a thorough investigation into the platform’s operations and quickly uncovered the truth was the exchange was fake and designed to exploit unsuspecting traders like me. [TRUST GEEKS HACK EXPERT] revealed that the operators had created a façade of legitimacy, complete with fake testimonials and misleading marketing strategies, to lure in victims.With the evidence gathered by [TRUST GEEKS HACK EXPERT], they took decisive action. They traced my lost funds to the operators’ cold wallets, which are typically used to store cryptocurrencies securely offline. This was a crucial step, as it allowed [TRUST GEEKS HACK EXPERT] to pinpoint where my stolen funds were held. Through a combination of legal pressure and technical expertise, they managed to negotiate the return of $95,000 to me a significant portion of my initial loss.This has been a stark reminder of the risks associated with trading on unregulated platforms. Thanks to [TRUST GEEKS HACK EXPERT], I learned the hard way that it’s essential to conduct thorough research before engaging with any trading service. I now recognize the signs of potential fraud, such as unrealistic profit promises and a lack of transparency. The successful recovery of my funds by [TRUST GEEKS HACK EXPERT]

  • 06.06.25 18:43 jack67667766

    Jasmine Lopez is an expert in retrieving stolen cryptocurrency, including Ethereum and USDT. Her effective methods make her a reliable ally for theft victims. One client, who lost €908,000, sought her assistance, and Jasmine managed to recover the full amount within a day, bringing immense relief to the client. Jasmine is dedicated to helping others in similar situations and is available to offer support. For help with recovering lost funds, you can contact her via email at [email protected] or on WhatsApp at ‪+44 736 644 5035‬.

  • 08.06.25 12:49 jack67667766

    Jasmine Lopez es una experta en recuperar criptomonedas robadas, como Ethereum y USDT. Ella usa métodos efectivos que la hacen una buena ayuda para quienes han sido víctimas de robo. Un cliente que perdió 908 mil euros acudió a ella, y en un día, Jasmine logró devolverle toda la cantidad. Esto trajo gran alivio al cliente. Ella tiene como objetivo ayudar a otros en situaciones similares y está lista para ofrecer apoyo. Si necesitas ayuda para recuperar fondos perdidos, puedes contactarla por correo electrónico en [email protected] o por WhatsApp al número ‪+44 736 644 5035‬.

  • 09.06.25 19:49 garnierroux

    CRYPTO RECOVERY COMPANY: CONTACT iBOLT CYBER HACKER RECOVERY COMPANY I was a victim of a cryptocurrency scam and thought I had lost everything. After doing some research, I came across iBOLT CYBER HACKER RECOVERY COMPANY and decided to give them a try. To my surprise, they were extremely professional, responsive, and knowledgeable from the start. Their team worked diligently to trace the stolen funds, and within a short time, they were able to recover a significant portion of my lost crypto. I couldn’t believe it — something I thought was gone forever was returned to me. If you've lost money to a crypto scam, I highly recommend contacting iBOLT CYBER HACKER RECOVERY COMPANY. They truly deliver on what they promise. — Satisfied Client . EMAIL: [email protected]/ . WHTSAPP: +39 351 105 3619 . TELEGRAM: t.me/iboltcyberhackservice . WEBSITE: https://iboltcyberhack.org/

  • 21.06.25 04:37 jamesgrant

    The emergence of cryptocurrencies has revolutionized the financial landscape, yet it has also given rise to significant challenges, particularly concerning security and the potential for loss of assets. In this context, individuals often seek assistance from entities called SCANNER HACKER CRYPTO RECOVERY, which purport to employ sophisticated techniques to reclaim lost Bitcoin (BTC) from compromised wallets or exchanges. However, while the allure of recovering lost assets can be compelling, it is imperative to approach these services with a critical lens. The cryptocurrency ecosystem is rife with scams and fraudulent schemes, ranging from phishing attacks to outright theft; thus, due diligence is paramount. Scholars and practitioners in the field must advocate for more robust security measures, educate stakeholders on the inherent risks of cryptocurrency ownership, and promote best practices in digital asset management to mitigate the likelihood of loss. Furthermore, effective policymaking to regulate these recovery services, hold malicious actors accountable, and protect consumers is essential to fostering a safer environment in the rapidly evolving world of digital currencies. You can communicate with SCANNER HACKER CRYPTO RECOVERY Via Email: [email protected] Web: https://scannerhacktech.com/ Whatsapp: +1 431 801 7493

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.06.25 15:44 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.06.25 04:10 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:10 Beth Wilson

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  • 24.06.25 04:12 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:14 Beth Wilson

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  • 24.06.25 04:14 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:18 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 24.06.25 04:23 Beth Wilson

    CONTACT A LEGITIMATE CRYPTOCURRENCY RECOVERY SPECIALISTS // THE HACK ANGELS I'd like to take this opportunity to express my gratitude to A Legitimate Bitcoin Recovery Specialists THE HACK ANGELS. I wholeheartedly recommend THE HACK ANGELS to anyone dealing with lost or stolen cryptocurrency. They have deep understanding of blockchain technology, combined with advanced cyber forensic tools, makes them a powerful ally in asset recovery. THE HACK ANGELS is a trusted and reliable solution for individuals seeking to recover lost or inaccessible cryptocurrency assets, if you are experiencing similar troubles and you need help in recovering your money. I strongly advise you to contact them via details below. WhatsApp +1(520)200-2320 Email at [email protected] Website at www.thehackangels.com I am here to give glory to THE HACK ANGELS for assisting me in recovering my lost cryptocurrency.

  • 25.06.25 22:56 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 26.06.25 20:33 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 00:46 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 27.06.25 22:31 rennebrandon

    I am forever grateful to the amazing team at Dune Nectar Web Expert. They did what I thought was never possible. They played a crucial role in helping me recover all my lost funds from a fraudulent forex and crypto trading scheme, including the pråofits I thought I'd earned. Looking back, I realize I was a bit of a fool for trusting greedy and deceitful brokers with my hard-earned money. However, I'm overjoyed that I found Dune Nectar Web Expert. They are a team of honest and highly skilled professionals available for hire. Dune Nectar Web Expert helps individuals and organizations recover stolen cryptocurrencies and digital assets. They helped me heal every penny I lost and provided me with the right signals and a reliable platform to trade with. Thanks to Dune Nectar Web Expert, I'm earning more than ever, and I couldn't be happier. That's why I can't stop sharing my positive experience and praising their amazing services and expertise. If you're still struggling with failures in binary options, crypto, or forex trading, or if you're looking to recover your lost USDC, Bitcoin, Ethereum, or other crypto funds, I strongly advise you to reach out to: Telegram>>> ( T.me/dunenectarwebexpert ) Mail>>>> Support (@) Dunenectarwebexpert (.) Com Web>>> https://dunenectarwebexpert.com/

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.06.25 00:46 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.06.25 07:39 paulmargaret

    Dear Wizard Hilton Cyber Tech Team, I am writing to express my heartfelt gratitude and appreciation for your exceptional service in recovering my scammed funds. After falling victim to a scam and experiencing numerous disappointments, I was amazed by your team's professionalism, expertise, and dedication to helping me retrieve my lost money. Your prompt response and efficient handling of my case were truly impressive. Within 24 hours, you successfully recovered my funds, and I was overjoyed to see the money safely returned to my account. Your team's commitment to helping individuals like me, who have been scammed, is truly commendable. Your work not only restored my financial security but also gave me peace of mind and renewed trust in the digital world. I would like to highly recommend your services to anyone who has been a victim of scams or cybercrime. Your expertise and support can make a significant difference in recovering lost funds and navigating complex digital situations. Thank you again for your outstanding work and dedication. I am grateful for your help and wish you continued success in your endeavors     Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 . Sincerely, Kimberly Williams

  • 29.06.25 11:52 wendytaylor015

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  • 30.06.25 15:06 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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