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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 09/14/2022

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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Birth Defects and Child Health

Clinical Applications of Artificial Intelligence and Machine Learning in Children with Cleft Lip and Palate-A Systematic Review.
Huqh Mohamed Zahoor Ul et al. International journal of environmental research and public health 2022 19(17)

Using machine learning to automatically measure axial vertebral rotation on radiographs in adolescents with idiopathic scoliosis.
Logithasan Veena et al. Medical engineering & physics 2022 107103848

Cancer

Deep learning models for predicting the survival of patients with chondrosarcoma based on a surveillance, epidemiology, and end results analysis.
Yan Lizhao et al. Frontiers in oncology 2022 12967758

Construction of Pulmonary Nodule CT Radiomics Random Forest Model Based on Artificial Intelligence Software for STAS Evaluation of Stage IA Lung Adenocarcinoma.
Liu Qian et al. Computational and mathematical methods in medicine 2022 20222173412

Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia.
Shanbehzadeh Mostafa et al. BMC medical informatics and decision making 2022 22(1) 236

Competitive Risk Model for Specific Mortality Prediction in Patients with Bladder Cancer: A Population-Based Cohort Study with Machine Learning.
Su Hao et al. Journal of oncology 2022 20229577904

Application of interpretable machine learning algorithms to predict distant metastasis in osteosarcoma.
Bai Bing-Li et al. Cancer medicine 2022

Artificial Intelligence to Predict Lymph Node Metastasis at CT in Pancreatic Ductal Adenocarcinoma.
Bian Yun et al. Radiology 2022 220329

Machine learning model for the prediction of prostate cancer in patients with low prostate-specific antigen levels: A multicenter retrospective analysis.
Deng Xiaobin et al. Frontiers in oncology 2022 12985940

Lung Cancer Recurrence Risk Prediction through Integrated Deep Learning Evaluation.
Huang Peng et al. Cancers 2022 14(17)

Prediction of survival in oropharyngeal squamous cell carcinoma using machine learning algorithms: A study based on the surveillance, epidemiology, and end results database.
Kim Su Il et al. Frontiers in oncology 2022 12974678

Chronic Disease

Artificial Intelligence Algorithm-Based MRI in the Diagnosis of Complications after Renal Transplantation.
Liu Hang et al. Contrast media & molecular imaging 2022 20228930584

Analysis of clinical predictors of kidney diseases in type 2 diabetes patients based on machine learning.
Hui Dongna et al. International urology and nephrology 2022

Automatic quantification of retinal photoreceptor integrity to predict persistent disease activity in neovascular age-related macular degeneration using deep learning.
Song Xian et al. Frontiers in neuroscience 2022 16952735

A multimodal clinical data resource for personalized risk assessment of sudden unexpected death in epilepsy.
Li Xiaojin et al. Frontiers in big data 2022 5965715

A New Deep Learning Algorithm with Activation Mapping for Diabetic Retinopathy: Backtesting after 10 Years of Tele-Ophthalmology.
Pareja-Ríos Alicia et al. Journal of clinical medicine 2022 11(17)

Ethical, Legal and Social Issues (ELSI)

A Revised Hippocratic Oath for the Era of Digital Health.
Meskó Bertalan et al. Journal of medical Internet research 2022 24(9) e39177

Artificial intelligence in healthcare: Proposals for policy development in South Africa.
Naidoo S et al. South African journal of bioethics and law 2022 15(1) 11-16

Enabling Fairness in Healthcare Through Machine Learning.
Grote Thomas et al. Ethics and information technology 2022 24(3) 39

General Practice

The development and deployment of machine learning models.
Pruneski James A et al. Knee surgery, sports traumatology, arthroscopy : official journal of the ESSKA 2022

Development and validation of an interpretable 3 day intensive care unit readmission prediction model using explainable boosting machines.
Hegselmann Stefan et al. Frontiers in medicine 2022 9960296

Non-Invasive Data Acquisition and IoT Solution for Human Vital Signs Monitoring: Applications, Limitations and Future Prospects.
Salem Mahmoud et al. Sensors (Basel, Switzerland) 2022 22(17)

Visual assessment of interactions among resuscitation activity factors in out-of-hospital cardiopulmonary arrest using a machine learning model.
Kawai Yasuyuki et al. PloS one 2022 17(9) e0273787

Weakly Semi-supervised Phenotyping Using Electronic Health Records.
Nogues Isabelle-Emmanuella et al. Journal of biomedical informatics 2022 104175

Progress and prospects for artificial intelligence in clinical practice: learning from COVID-19.
Ferrara Pietro et al. Internal and emergency medicine 2022

Comparative study of different SES neighborhood clinics for health literacy and internet access.
Livingood William C et al. Digital health 2022 820552076221123715

Analysis of News Dissemination Path and Impact of Big Data Technology in Public Health Emergencies.
Zhang Zhian et al. Journal of environmental and public health 2022 20224436232

Clinical deployment environments: Five pillars of translational machine learning for health.
Harris Steve et al. Frontiers in digital health 2022 4939292

Precision Public Health in China: Opportunities and Challenges.
Chen Zhuo et al. China CDC weekly 2022 4(32) 695-696

Expert validation of prediction models for a clinical decision-support system in audiology.
Buhl Mareike et al. Frontiers in neurology 2022 13960012

Machine Learning for Prediction of Cognitive Health in Adults Using Sociodemographic, Neighbourhood Environmental, and Lifestyle Factors.
Poudel Govinda R et al. International journal of environmental research and public health 2022 19(17)

It's All in the Mix: A New Interprofessional, Blended-Learning Masters' Program for Biomedical Data Science Addressing Physicians and Students from Life Sciences - Didactic Concept and First Experiences.
Marschollek Michael et al. Studies in health technology and informatics 2022 29856-60

Master's Degree in Health Data Science: Implementation and Assessment After Five Years.
Lamer Antoine et al. Studies in health technology and informatics 2022 29851-55

Heart, Lung, Blood and Sleep Diseases

Ischemic and haemorrhagic stroke risk estimation using a machine-learning-based retinal image analysis.
Qu Yimin et al. Frontiers in neurology 2022 13916966

Identifying acute ischemic stroke patients within the thrombolytic treatment window using deep learning.
Polson Jennifer S et al. Journal of neuroimaging : official journal of the American Society of Neuroimaging 2022

Machine learning for predicting acute hypotension: A systematic review.
Zhao Anxing et al. Frontiers in cardiovascular medicine 2022 9937637

A Robustness Evaluation of Machine Learning Algorithms for ECG Myocardial Infarction Detection.
Sraitih Mohamed et al. Journal of clinical medicine 2022 11(17)

Evaluation of an Ambulatory ECG Analysis Platform Using Deep Neural Networks in Routine Clinical Practice.
Fiorina Laurent et al. Journal of the American Heart Association 2022 e026196

Infectious Diseases

Raman spectroscopy and machine learning-based optical probe for tuberculosis diagnosis via sputum.
Ullah Ubaid et al. Tuberculosis (Edinburgh, Scotland) 2022 136102251

Developing an ensemble machine learning model for early prediction of sepsis-associated acute kidney injury.
Zhang Luming et al. iScience 2022 25(9) 104932

Reproductive Health

Evaluation of oocyte maturity using artificial intelligence quantification of follicle volume biomarker by three-dimensional ultrasound.
Liang Xiaowen et al. Reproductive biomedicine online 2022

Machine learning for maternal health: Predicting delivery location in a community health worker program in Zanzibar.
Fredriksson Alma et al. Frontiers in digital health 2022 4855236


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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