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Genomics & Precision Health Database|Non-Genomics Precision Health Update Archive|Public Health Genomics and Precision Health Knowledge Base (PHGKB) Published on 11/10/2022

About Non-Genomics Precision Health Scan

This update features emerging roles of big data science, machine learning, and predictive analytics across the life span. The scan focus on various conditions including, birth defects, newborn screening, reproductive health, childhood diseases, cancer, chronic diseases, medication, family health history, guidelines and recommendations. The sweep also includes news, reviews, commentaries, tools and database. View Data Selection Criteria

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Cancer

Utilization of Machine Learning to Model Important Features of 30-day Readmissions following Surgery for Metastatic Spinal Column Tumors: The Influence of Frailty.
Elsamadicy Aladine A et al. Global spine journal 2022 21925682221138053

Grading of gliomas using transfer learning on MRI images.
Fasihi Shirehjini Oktay et al. Magma (New York, N.Y.) 2022

Joint EANM/SNMMI guideline on radiomics in nuclear medicine : Jointly supported by the EANM Physics Committee and the SNMMI Physics, Instrumentation and Data Sciences Council.
Hatt M et al. European journal of nuclear medicine and molecular imaging 2022

Machine learning to improve prognosis prediction of metastatic clear-cell renal cell carcinoma treated with cytoreductive nephrectomy and systemic therapy.
Yang Wenjie et al. Bosnian journal of basic medical sciences 2022

Accurate prediction of histological grading of intraductal papillary mucinous neoplasia using deep learning.
Schulz Dominik Andreas Helmut Otto et al. Endoscopy 2022

Performance of a novel computer-aided diagnosis system in the characterization of colorectal polyps, and its role in meeting Preservation and Incorporation of Valuable Endoscopic Innovations standards set by the American Society of Gastrointestinal Endoscopy.
Hossain Ejaz et al. DEN open 2022 3(1) e178

Prostate Cancer Risk Prediction and Online Calculation Based on Machine Learning Algorithm.
Chun Wang et al. Chinese medical sciences journal = Chung-kuo i hsueh k'o hsueh tsa chih 2022 37(3) 210-217

Prediction of early-stage melanoma recurrence using clinical and histopathologic features.
Wan Guihong et al. NPJ precision oncology 2022 6(1) 79

Performance variability of radiomics machine learning models for the detection of clinically significant prostate cancer in heterogeneous MRI datasets.
Gresser Eva et al. Quantitative imaging in medicine and surgery 2022 12(11) 4990-5003

Chronic Disease

Developing and testing a prediction model for periodontal disease using machine learning and big electronic dental record data.
Patel Jay S et al. Frontiers in artificial intelligence 2022 5979525

Fall detection using accelerometer-based smartphones: Where do we go from here?
Stampfler Tristan et al. Frontiers in public health 2022 10996021

Efficacy of a Digital Personalized Elimination Diet for the Self-Management of Irritable Bowel Syndrome and Co-Morbid Irritable Bowel Syndrome and Inflammatory Bowel Disease.
Jactel Samuel N et al. Clinical and translational gastroenterology 2022

Prediction of violence in male schizophrenia using sMRI, based on machine learning algorithms.
Yu Tao et al. BMC psychiatry 2022 22(1) 676

Classification of multiple sclerosis clinical profiles using machine learning and grey matter connectome.
Barile Berardino et al. Frontiers in robotics and AI 2022 9926255

Machine-learning model predicting postoperative delirium in older patients using intraoperative frontal electroencephalographic signatures.
Röhr Vera et al. Frontiers in aging neuroscience 2022 14911088

Ethical, Legal and Social Issues (ELSI)

Technical, Ethical, Legal, and Societal Challenges With Digital Twin Systems for the Management of Chronic Diseases in Children and Young People.
Drummond David et al. Journal of medical Internet research 2022 24(10) e39698

Federated learning for preserving data privacy in collaborative healthcare research.
Loftus Tyler J et al. Digital health 2022 820552076221134455

General Practice

Tracking Daily Concentrations of PM Chemical Composition in China since 2000.
Liu Shigan et al. Environmental science & technology 2022

Implementation Studies for AI-Based Tools in Healthcare Should Consider Clinician Competencies: Negative Findings from a Scoping Review.
Garvey Kim V et al. JMIR medical informatics 2022

Where is laboratory medicine headed in the next decade? Partnership model for efficient integration and adoption of artificial intelligence into medical laboratories.
Carobene Anna et al. Clinical chemistry and laboratory medicine 2022

Developing an AI-assisted clinical decision support system to enhance in-patient holistic health care.
Juang Wang-Chuan et al. PloS one 2022 17(10) e0276501

Artificial Intelligence as an Enabler of Achieving Primary Care + Public Health = 1.
Adams Jordan et al. International journal of public health 2022 671605257

Synthetic data as an enabler for machine learning applications in medicine.
Rajotte Jean-Francois et al. iScience 2022 25(11) 105331

Artificial Intelligence Literacy: Developing a Multi-institutional Infrastructure for AI Education.
Perchik J D et al. Academic radiology 2022

Explainable AI for clinical and remote health applications: a survey on tabular and time series data.
Di Martino Flavio et al. Artificial intelligence review 2022 1-55

Prediction Tool for Individual Outcome Trajectories Across the Next Year in First-Episode Psychosis in Coordinated Specialty Care.
Basaraba Cale N et al. JAMA psychiatry 2022

Machine learning in medicine: a practical introduction to techniques for data pre-processing, hyperparameter tuning, and model comparison.
Pfob André et al. BMC medical research methodology 2022 22(1) 282

Value assessment of artificial intelligence in medical imaging: a scoping review.
Fasterholdt Iben et al. BMC medical imaging 2022 22(1) 187

Heart, Lung, Blood and Sleep Diseases

Heterogeneity in the Association Between the Presence of Coronary Artery Calcium and Cardiovascular Events: A Machine Learning Approach in the MESA Study.
Inoue Kosuke et al. Circulation 2022

Artificial intelligence in cardiology: Hope for the future and power for the present.
Karatzia Loucia et al. Frontiers in cardiovascular medicine 2022 9945726

Identification of fibrosis in hypertrophic cardiomyopathy: a radiomic study on cardiac magnetic resonance cine imaging.
Pu Cailing et al. European radiology 2022

From Unit to Dose: A Machine Learning Approach for Precise Prediction of Hemoglobin and Iron Content in Individual Packed Red Blood Cell Units.
Epah Jeremy et al. Advanced science (Weinheim, Baden-Wurttemberg, Germany) 2022 e2204077

The changing role of patients, and nursing and medical professionals as a result of digitalisation of health and heart failure care.
Boyne Josiane J et al. Journal of nursing management 2022

Neural network-based fully automated cardiac resting phase detection algorithm compared with manual detection in patients.
Ogawa Ryo et al. Acta radiologica open 2022 11(10) 20584601221137772

AI-driven Stroke Rehabilitation Systems and Assessment: A Systematic Review.
Rahman Sejuti et al. IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society 2022 PP

The Impact of Time Horizon on Classification Accuracy: Application of Machine Learning to Prediction of Incident Coronary Heart Disease.
Simon Steven et al. JMIR cardio 2022 6(2) e38040

Multi-modal fusion model for predicting adverse cardiovascular outcome post percutaneous coronary intervention.
Bhattacharya Amartya et al. Physiological measurement 2022

Interpretable machine learning predicts cardiac resynchronization therapy responses from personalized biochemical and biomechanical features.
Haque Anamul et al. BMC medical informatics and decision making 2022 22(1) 282

Clinician Adoption of an Artificial Intelligence Algorithm to Detect Left Ventricular Systolic Dysfunction in Primary Care.
Rushlow David R et al. Mayo Clinic proceedings 2022 97(11) 2076-2085

Infectious Diseases

Comparison of Mortality Predictive Models of Sepsis Patients Based on Machine Learning.
Zi-Yang Wang et al. Chinese medical sciences journal = Chung-kuo i hsueh k'o hsueh tsa chih 2022 37(3) 201-209

Deep learning model to predict Epstein-Barr virus associated gastric cancer in histology.
Jeong Yeojin et al. Scientific reports 2022 12(1) 18466

Identifying Predictors of Anal HPV Status in HPV-Vaccinated MSM: A Machine Learning Approach.
Ocagli Honoria et al. Journal of homosexuality 2022 1-17


Disclaimer: Articles listed in Non-Genomics Precision Health Scan are selected by the CDC Office of Genomics and Precision Public Health to provide current awareness of the scientific literature and news. Inclusion in the update does not necessarily represent the views of the Centers for Disease Control and Prevention nor does it imply endorsement of the article's methods or findings. CDC and DHHS assume no responsibility for the factual accuracy of the items presented. The selection, omission, or content of items does not imply any endorsement or other position taken by CDC or DHHS. Opinion, findings and conclusions expressed by the original authors of items included in the Clips, or persons quoted therein, are strictly their own and are in no way meant to represent the opinion or views of CDC or DHHS. References to publications, news sources, and non-CDC Websites are provided solely for informational purposes and do not imply endorsement by CDC or DHHS.
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