machine learning

  1. Sly Saint

    Accurate detection of acute sleep deprivation using a metabolomic biomarker—A machine learning approach 2024

    Abstract Sleep deprivation enhances risk for serious injury and fatality on the roads and in workplaces. To facilitate future management of these risks through advanced detection, we developed and validated a metabolomic biomarker of sleep deprivation in healthy, young participants, across three...
  2. M

    Review Machine learning and multi-omics in precision medicine for ME/CFS, 2025, Huang....Armstrong

    https://translational-medicine.biomedcentral.com/articles/10.1186/s12967-024-05915-z Machine learning and multi-omics in precision medicine for ME/CFS Katherine Huang, Brett A. Lidbury, Natalie Thomas, Paul R. Gooley & Christopher W. Armstrong Journal of Translational Medicine volume 23...
  3. SNT Gatchaman

    A generalist medical language model for disease diagnosis assistance, 2025, Liu et al.

    A generalist medical language model for disease diagnosis assistance Liu, Xiaohong; Liu, Hao; Yang, Guoxing; Jiang, Zeyu; Cui, Shuguang; Zhang, Zhaoze; Wang, Huan; Tao, Liyuan; Sun, Yongchang; Song, Zhu; Hong, Tianpei; Yang, Jin; Gao, Tianrun; Zhang, Jiangjiang; Li, Xiaohu; Zhang, Jing; Sang...
  4. SNT Gatchaman

    Preprint Gut Microbiome Signatures During Acute Infection Predict Long COVID, 2024, Comba et al.

    Gut Microbiome Signatures During Acute Infection Predict Long COVID Isin Yagmur Comba; Ruben T Mars; Lu Yang; Mitchell Dumais; Jun Y Chen; Trena M Van Gorp; Jonathan J. Harrington; Jason Paul Sinnwell; Stephen Johnson; La Rinda Holland; Adam K Khan; Efrem Lim; Christopher Aakre; Arjun Athreya...
  5. Wyva

    Discriminating Myalgic Encephalomyelitis/Chronic Fatigue Syndrome and comorbid conditions using metabolomics in UK Biobank, 2024, Huang et al

    Katherine Huang, Alex G. C. de Sá, Natalie Thomas, Robert D. Phair, Paul R. Gooley, David B. Ascher & Christopher W. Armstrong Abstract Background Diagnosing complex illnesses like Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is complicated due to the diverse symptomology and...
    • Wyva
    • Thread
    • 2024 alanine amino acids biomarker cholesterol comorbidity diagnostics lipids machine learning metabolomics sex differences sphingolipids sphingomyelin uk biobank
    • Replies: 161
    • Forum: ME/CFS research
  6. chillier

    Atlas of the plasma proteome in health and disease in 53,026 adults, 2024, Yue-Ting Deng et al

    Link: https://www.cell.com/cell/fulltext/S0092-8674(24)01268-6 Highlights • Construct a comprehensive proteomics atlas for 1,706 human diseases and traits • Machine-learning-based big data uncover promising diagnostic and predictive biomarkers • Identify 37 drug repurposing prospects and 26...
  7. SNT Gatchaman

    Sequence modeling and design from molecular to genome scale with Evo, 2024, Nguyen et al.

    Sequence modeling and design from molecular to genome scale with Evo Eric Nguyen; Michael Poli; Matthew G. Durrant; Brian Kang; Dhruva Katrekar; David B. Li; Liam J. Bartie; Armin W. Thomas; Samuel H. King; Garyk Brixi; Jeremy Sullivan; Madelena Y. Ng; Ashley Lewis; Aaron Lou; Stefano Ermon...
  8. Nightsong

    Multi-method phenotyping of Long COVID patients using high-dimensional symptom data, 2024, Green et al

    Multi-method phenotyping of Long COVID patients using high-dimensional symptom data Background Long COVID, characterized by symptoms that remain or emerge in the months after infection with COVID-19, has complex and highly variable patient presentations, with myriad seemingly disconnected...
  9. forestglip

    Crowd-sourced machine learning prediction of long COVID using data from the National COVID Cohort Collaborative, 2024, Bergquist et al

    Crowd-sourced machine learning prediction of long COVID using data from the National COVID Cohort Collaborative Timothy Bergquist, Johanna Loomba, Emily Pfaff, Fangfang Xia, Zixuan Zhao, Yitan Zhu Background While many patients seem to recover from SARS-CoV-2 infections, many patients report...
  10. Wyva

    Long COVID diagnostic with differentiation from chronic lyme disease using machine learning and cytokine hubs, 2024, Patterson et al

    Bruce K. Patterson, Jose Guevara-Coto, Javier Mora, Edgar B. Francisco, Ram Yogendra, Rodrigo A. Mora-Rodríguez, Christopher Beaty, Gwyneth Lemaster, Gary Kaplan DO, Amiram Katz & Joseph A. Bellanti Abstract The absence of a long COVID (LC) or post-acute sequelae of COVID-19 (PASC)...
    • Wyva
    • Thread
    • 2024 bruce patterson chronic lyme cytokines long covid machine learning
    • Replies: 1
    • Forum: Long Covid research
  11. SNT Gatchaman

    Preprint Fast Targeted Metabolomics for Analyzing Metabolic Diversity of Bacterial Indole Derivatives in ME/CFS Gut Microbiome, 2024, Tian et al.

    Fast Targeted Metabolomics for Analyzing Metabolic Diversity of Bacterial Indole Derivatives in ME/CFS Gut Microbiome Huidi Tian; Lei Wang; Elizabeth Aiken; Robert Jervine V. Ortega; Rachel Hardy; Lindsey Placek; Lina Kozhaya; Derya Unutmaz; Julia Oh; Xudong Yao Disruptions in microbial...
    • SNT Gatchaman
    • Thread
    • aryl hydrocarbon receptor gut microbiome machine learning metabolomics tryptophan
    • Replies: 0
    • Forum: ME/CFS research
  12. forestglip

    NATURAL: End-To-End Causal Effect Estimation from Unstructured Natural Language Data

    NATURAL: End-To-End Causal Effect Estimation from Unstructured Natural Language Data "Does semaglutide protect kidney health? Do later school times promote the well-being of children? These types of question about cause and effect drive decisions across medicine, policy, and business...
  13. SNT Gatchaman

    Blood DNA methylation in post-acute sequelae of COVID-19 PASC: a prospective cohort study, 2024, Balnis et al.

    Blood DNA methylation in post-acute sequelae of COVID-19 PASC: a prospective cohort study Joseph Balnis; Andy Madrid; Lisa A. Drake; Rachel Vancavage; Anupama Tiwari; Vraj J. Patel; Ramon Bossardi Ramos; John J. Schwarz; Recai Yucel; Harold A. Singer; Reid S. Alisch; Ariel Jaitovich BACKGROUND...
  14. forestglip

    Multikingdom and functional gut microbiota markers for autism spectrum disorder, 2024, Su et al

    Multikingdom and functional gut microbiota markers for autism spectrum disorder Published: 8 July 2024 Qi Su, Oscar W. H. Wong, Wenqi Lu, Yating Wan, Lin Zhang, Wenye Xu, Moses K. T. Li, Chengyu Liu, Chun Pan Cheung, Jessica Y. L. Ching, Pui Kuan Cheong, Ting Fan Leung, Sandra Chan, Patrick...
  15. forestglip

    Plasma proteomics identify biomarkers predicting Parkinson’s disease up to 7 years before symptom onset, 2024, Hällqvist et al

    Plasma proteomics identify biomarkers predicting Parkinson’s disease up to 7 years before symptom onset Jenny Hällqvist, Michael Bartl, Mohammed Dakna, Sebastian Schade, Paolo Garagnani, Maria-Giulia Bacalini, Chiara Pirazzini, Kailash Bhatia, Sebastian Schreglmann, Mary Xylaki, Sandrina Weber...
  16. SNT Gatchaman

    The gut microbiome associates with phenotypic manifestations of post-acute COVID-19 syndrome, 2024, Su et al.

    The gut microbiome associates with phenotypic manifestations of post-acute COVID-19 syndrome Qi Su; Raphaela I. Lau; Qin Liu; Moses K.T. Li; Joyce Wing Yan Mak; Wenqi Lu; Ivan S.F. Lau; Louis H.S. Lau; Giann T.Y. Yeung; Chun Pan Cheung; Whitney Tang; Chengyu Liu; Jessica Y.L. Ching; Pui Kuan...
  17. SNT Gatchaman

    Preprint Exploring Metabolic Anomalies in COVID-19 and Post-COVID-19: A Machine Learning Approach, 2024, Oropeza-Valdez et al.

    Exploring Metabolic Anomalies in COVID-19 and Post-COVID-19: A Machine Learning Approach with Explainable Artificial Intelligence Juan José Oropeza-Valdez; Cristian Padron-Manrique; Aaron Vazquez-Jimenez; Xavier Soberon-Mainero; Osbaldo Resendis-Antonio The COVID-19 pandemic, caused by...
    • SNT Gatchaman
    • Thread
    • artificial intelligence glutamine kynurenine lactate long covid machine learning metabolic reprogramming metabolomics phenylalanine pyruvate spermidine taurine tryptophan
    • Replies: 1
    • Forum: Long Covid research
  18. SNT Gatchaman

    Exploring Cognitive Dysfunction in LC Patients: Eye Movement Abnormalities and Frontal-Subcortical Circuits Implications, 2024, Benito-León+

    Exploring Cognitive Dysfunction in Long COVID Patients: Eye Movement Abnormalities and Frontal-Subcortical Circuits Implications via Eye-Tracking and Machine Learning Julián Benito-León; José Lapeña; Lorena García-Vasco; Constanza Cuevas; Julie Viloria-Porto; Alberto Calvo-Córdoba; Estíbaliz...
  19. SNT Gatchaman

    Increased Angio-Derived Index of Microcirculatory Resistance Within a Timeframe of 30–60 days After COVID-19 Infection, 2024, Dong et al.

    Increased Angio-Derived Index of Microcirculatory Resistance Within a Timeframe of 30–60 days After COVID-19 Infection Lei Dong; Ritai Na; Lang Peng; Xinye Xu BACKGROUND AND OBJECTIVES Chest pain is a relatively long-term symptom that commonly occurs in patients who have contracted COVID-19...
    • SNT Gatchaman
    • Thread
    • cardiac cardiac syndrome x coronary arteries long covid machine learning microcirculation microvascular dysfunction
    • Replies: 4
    • Forum: Long Covid research
  20. SNT Gatchaman

    “AI will cure cancer” misunderstands both AI and medicine

    by Rachel Thomas, PhD (Discusses long Covid, systemic medical failures and misdiagnoses) https://rachel.fast.ai/posts/2024-02-20-ai-medicine/
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