Fei Jiang, PhD, MS
Associate Professor
Epidemiology & Biostatistics
School of Medicine
Dr. Jiang is an Associate Professor in biostatistics in the University of California, San Francisco. She has been an assistant professor in statistics for three years in the University of Hong Kong.
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Her research interest lies in machine learning methods, high dimensional models, functional data analysis and their applications in analyzing neurological, image, genetics data, and in designing adaptive randomization clinical trials. Her efforts yield high quality statistical and computational publications, which focus on addressing practical problems in the medical domain. In addition, she has taught both undergraduate and graduate courses on the foundations of statistics and their applications in medical diagnosis, medical decision making, classification, prognostic prediction, and clinical trials. Furthermore, she has involved in establishing Master of Data Science and Artificial Intelligence program in the University of Hong Kong. As a researcher with solid statistical background, she is able to provide rigorous data driven tools to analyze wide range of biomedical data.
Awards
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- Stroke and Vascular Neurology High Impact Paper Award, Stroke and Vascular Neurology Journal, 2018
- ENAR Distinguished Student Paper Award, ENAR, 2013
- Rice Graduate Student Fellowship, Rice University, 2010-2012
Education & Training
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- Postdoctoral Fellow Biostatistics Harvard University 06/2016
- Ph.D. Statistics Rice University 01/2014
- M.S. Biostatistics The University of Texas at Houston 07/2010
Interests
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- cardiovascular disease
- brain functional connectivity
- digital health
- high dimensional data analysis
- stroke
- functional data analysis
- brain mechanisms for speech
- medical device signal processing
- machine learning
- observational study
- Huntington's disease
- EMR
- measurement error
- EHR
- source localization
- change point problem
- neuroimage
Websites
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- Jiang's Lab (jianglab.ucsf.edu)
Grants and Projects
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- Development of Dynamic Resting State Functional Connectivity Machine Learning Framework for Dementia, NIH, 2022-2027
- Development of MEG/EEG platform for epilepsy surgery planning., Research resource program at UCSF, 2023-2024
- The effect of acupuncture for insomnia in breast cancer patients undergoing chemotherapy: a randomized, sham-controlled trial, Research Grants Council of Hong Kong, 2019-2022
- The response-aided clustering, multi-scale Bayesian change point detection, and error contaminated functional quantile regression with the applications to the BOSS (blood pressure and clinical outcome in TIA or ischemic stroke) data., Research Grants Council of Hong Kong, 2018-2021
- Investigations on the censored quantile regression with time dependent covariates, B-spline measurement error estimation, and reflected non-local priors. Role: Principal Investigator, Research Grants Council of Hong Kong, 2017-2020
- Combined Electroacupuncture and Auricular Acupuncture for Postoperative Pain after Abdominal Surgery for Gynecological Diseases: A Randomized Sham-controlled Trial, Research Grants Council of Hong Kong, 2016-2019
Publications (38)
Top publication keywords:
Bayes TheoremNeurodegenerative DiseasesOut-of-Hospital Cardiac ArrestMagnetoencephalographyFunctional NeuroimagingSample SizeUrologyZebrafishAlzheimer DiseaseResearch DesignAngiotensin-Converting Enzyme InhibitorsBrainCardiopulmonary ResuscitationMagnetic Resonance ImagingContraceptives, Oral
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Real-World Experience with 177Lu-PSMA-617 Radioligand Therapy After Food and Drug Administration Approval.
Journal of nuclear medicine : official publication, Society of Nuclear Medicine 2024 Tuchayi AM, Yadav S, Jiang F, Kim ST, Saelee RK, Morley A, Juarez R, Lawhn-Heath C, Wang Y, de Kouchkovsky I, Hope TA -
Mortality and Timing of Withdrawal of Life-Sustaining Therapies After Out-of-Hospital Cardiac Arrest: Two-Center Retrospective Pediatric Cohort Study.
Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies 2023 Vassar R, Mehta N, Epps L, Jiang F, Amorim E, Wietstock S -
Gender Bias in Letters of Recommendation: Relevance to Urology Match Outcomes and Pursuit of Fellowship Training/Academic Career.
Urology 2023 Nosrat C, Martin-Tuite P, Jiang F, Broering J, Shindel AW -
Measurement of Abdominal Aortic Aneurysm Strain Using MR Deformable Image Registration: Accuracy and Relationship to Recent Aneurysm Progression.
Investigative radiology 2023 Dong H, Leach JR, Kao E, Zhou A, Chitiboi T, Zhu C, Ballweber M, Jiang F, Lee YJ, Iannuzzi J, Gasper W, Saloner D, Hope MD, Mitsouras D -
Bayesian adaptive design for covariate-adaptive historical control information borrowing.
Statistics in medicine 2023 Jin H, Kim MO, Scheffler A, Jiang F
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Effects of T1p Characteristics of Load-Bearing Hip Cartilage on Bilateral Knee Patellar Cartilage Subregions: Subjects With None to Moderate Radiographic Hip Osteoarthritis.
Journal of magnetic resonance imaging : JMRI 2023 Bhattacharjee R, Thahakoya R, Luitjens J, Han M, Roach KE, Jiang F, Souza RB, Pedoia V, Majumdar S -
Dynamic functional connectivity MEG features of Alzheimer's disease.
NeuroImage 2023 Jin H, Ranasinghe KG, Prabhu P, Dale C, Gao Y, Kudo K, Vossel K, Raj A, Nagarajan SS, Jiang F -
Do Bone Scans Overstage Disease Compared with PSMA PET at Initial Staging? An International Multicenter Retrospective Study with Masked Independent Readers.
Journal of nuclear medicine : official publication, Society of Nuclear Medicine 2023 Hope TA, Benz M, Jiang F, Thompson D, Barbato F, Juarez R, Hernandez Pampaloni M, Allen-Auerbach M, Gupta P, Fendler WP, Calais J -
Bayesian inference of a spectral graph model for brain oscillations.
NeuroImage 2023 Jin H, Verma P, Jiang F, Nagarajan SS, Raj A -
Influence of menstrual cycle and hormonal contraceptive use on MS symptom fluctuations: A pilot study.
Multiple sclerosis and related disorders 2023 Taylor H, Alhasan S, Saleem M, Poole S, Jiang F, Longbrake EE, Bove R -
On high-dimensional Poisson models with measurement error: Hypothesis testing for nonlinear nonconvex optimization.
Annals of statistics 2023 Jiang F, Zhou Y, Liu J, Ma Y -
Bayesian Inference of a Spectral Graph Model for Brain Oscillations.
bioRxiv : the preprint server for biology 2023 Jin H, Verma P, Jiang F, Nagarajan S, Raj A -
Dynamic Contrast-Enhanced MRI in Abdominal Aortic Aneurysms as a Potential Marker for Disease Progression.
Journal of magnetic resonance imaging : JMRI 2023 Zhou A, Leach JR, Zhu C, Dong H, Jiang F, Lee YJ, Iannuzzi J, Gasper W, Saloner D, Hope MD, Mitsouras D -
Matrix Completion with Covariate Information and Informative Missingness. Jin, H. (student), Ma, Y., Jiang, F.*
Matrix Completion with Covariate Information and Informative Missingness. Jin, H. (student), Ma, Y., Jiang, F.* 2022 -
Bilateral repetitive transcranial magnetic stimulation ameliorated sleep disorder and hypothalamic-pituitary-adrenal axis dysfunction in subjects with major depression.
Frontiers in psychiatry 2022 Chen X, Jiang F, Yang Q, Zhang P, Zhu H, Liu C, Zhang T, Li W, Xu J, Shen H -
High activity and high functional connectivity are mutually exclusive in resting state zebrafish and human brains.
BMC biology 2022 Zarei M, Xie D, Jiang F, Bagirov A, Huang B, Raj A, Nagarajan S, Guo S -
Bayesian Hierarchical Model for Change Point Detection in Multivariate Sequences, Jin, H. (student), Yin, G., Yuan, B., & Jiang, F
Technometrics 2022 Jin, H. (student), Yin, G., Yuan, B., & Jiang, F. -
Poisson Regression with Error Corrupted High Dimensional Features, Jiang, F., & Ma, Y
Statistica Sinica 2022 Jiang, F.*, & Ma, Y -
Robust Recommendation via Social Network Enhanced Matrix Completion, Wang, J., Shen, H., Jiang, F
Statistica Sinica 2022 Wang, J. Shen, H. Jiang, F. -
Time-varying dynamic network model for dynamic resting state functional connectivity in fMRI and MEG imaging.
NeuroImage 2022 Jiang F, Jin H, Gao Y, Xie X, Cummings J, Raj A, Nagarajan S -
The effect of renin-angiotensin-aldosterone system inhibitors on organ-specific ace2 expression in zebrafish and its implications for COVID-19.
Scientific reports 2021 Kim GJ, Melgoza A, Jiang F, Guo S -
Higher Levels of Pro-inflammatory Cytokines Are Associated With Higher Levels of Glutamate in the Anterior Cingulate Cortex in Depressed Adolescents.
Frontiers in psychiatry 2021 Ho TC, Teresi GI, Segarra JR, Ojha A, Walker JC, Gu M, Spielman DM, Sacchet MD, Jiang F, Rosenberg-Hasson Y, Maecker H, Gotlib IH -
Understanding and Utilizing the Linearity Condition in Dimension Reduction, Ma, Y. and Jiang, F
Statistica Sinica 2020 Ma, Y. and Jiang, F. -
A Functional Single Index Model, Jiang, F., Baek, S., Cao, J., Ma, Y
Statistica Sinica 2020 Jiang, F., Baek, S., Cao, J., Ma, Y. -
Robust Alternatives to ANCOVA for Estimating the Treatment Effect via a Randomized Comparative Study, Jiang, F., Tian, L, Fu, H., Hasegawa, T, and Wei, L. J
Journal of the American Statistical Association. 2019 Jiang, F., Tian, L, Fu, H., Hasegawa, T, and Wei, L. J. -
Sufficient Direction Factor Model and its Application for eQTL Discovery, Jiang, F., Ma, Y., and Wei, Y
Biometrika 2019 Jiang, F., Ma, Y., and Wei, Y. -
Functional Censored Quantile Regression with Application to the BOSS data Analysis, Jiang, F., Chen, Q., Yin, G., Shen, H
Journal of American Statistical Association 2019 Jiang, F., Chen, Q., Yin, G., Shen, H. -
Bayesian Multiple Change Point Detection with Non- local Priors
Neural Information Processing Systems. Long version in Transactions on Knowledge Discovery from Data, Jiang, F., Yin, G., and Dominici, F. 2018 Jiang, F., Yin, G., and Dominici, F. -
Moving Beyond the Conventional Stratified Analysis to Estimate an Overall Treatment Efficacy with the Data from a Comparative Randomized Clinical Study, Tian, L., Jiang, F., Hasegawa, T., Uno, H., and Wei, L. J
Statistics in Medicine 2018 Tian, L., Jiang, F., Hasegawa, T., Uno, H., and Wei, L. J. -
Kernel-Based Adaptive Randomization Toward Balance in Continuous and Discrete Covariates, Jiang, F., Ma, Y., and Yin, G
Statistica Sinica 2018 Jiang, F., Ma, Y., and Yin, G. -
STK11/LKB1 Mutations and PD-1 Inhibitor Resistance in KRAS-Mutant Lung Adenocarcinoma.
Cancer discovery 2018 Skoulidis F, Goldberg ME, Greenawalt DM, Hellmann MD, Awad MM, Gainor JF, Schrock AB, Hartmaier RJ, Trabucco SE, Gay L, Ali SM, Elvin JA, Singal G, Ross JS, Fabrizio D, Szabo PM, Chang H, Sasson A, … -
Sinew acupuncture for knee osteoarthritis: study protocol for a randomized sham-controlled trial.
BMC complementary and alternative medicine 2018 Au KY, Chen H, Lam WC, Chong CO, Lau A, Vardhanabhuti V, Mak KC, Jiang F, Lam WY, Wu FM, Chan HN, Ng YW, Ng BF, Ziea ET, Lao L -
Interpreting the Treatment Effect of Trastuzumab for a Duration of 9-weeks vs 1-Year for HER2Positive Breast Cancer, Zack, M. Jiang, F., and Wei, L. J
Journal of the American Medical Association, Letter. 2018 Zack, M. Jiang, F., and Wei, L. J. -
Artificial intelligence in healthcare: past, present and future, Jiang, F., Jiang, Y., Zhi, H., Dong, Y., Li, H., Ma, S., Wang, Y., Dong, Q., Shen, H., & Wang, Y
Stroke and vascular neurology 2017 Jiang, F., Jiang, Y., Zhi, H., Dong, Y., Li, H., Ma, S., Wang, Y., Dong, Q., Shen, H., & Wang, Y. -
A Semi-parametric Transformation Frailty Model for Semi-competing Risks Survival Data, Jiang, F. and Haneuse, S
Scandinavian Journal of Statistics. 2017 Jiang, F. and Haneuse, S. -
A Semiparametric Method for Survival Analysis, with Application to an AIDS Clinical Trial Study, Jiang, F., Ma, Y., and Lee, J
Journal of the Royal Statistical Society: Series C 2016 Jiang, F., Ma, Y., and Lee, J. -
Fused Kernel-Spline Smoothing for Repeatedly Measured Outcomes in a Generalized Partially Linear Model with Functional Single Index, Jiang, F., Ma, Y., and Wang, Y
Annals of Statistics 2015 Jiang, F., Ma, Y., and Wang, Y -
A Bayesian Decision-theoretic Sequential-Response Adaptive Randomization Design, Jiang, F., Lee, J., and Mueller, P
Statistics in Medicine 2013 Jiang, F., Lee, J., and Mueller, P.