A transfer learning approach based on random forest with application to breast cancer prediction in underrepresented populations.
Gu T, Han Y, Duan R.
Pac Symp Biocomput. 2023. 28:186-197. PMID: 36540976
Education and Training
Ph.D., 07/2021, Biostatistics
University of Michigan, Ann Arbor
Bibliography
COMMUTE: Communication-efficient transfer learning for multi-site risk prediction.
Gu T, Lee PH, Duan R.
J Biomed Inform. 2023 01. 137:104243. PMID: 36403757
Radiographic Graft Surveillance in Lung Transplantation: Prognostic Role of Parametric Response Mapping.
Belloli EA, Gu T, Wang Y, Vummidi D, Lyu DM, Combs MP, Chughtai A, Murray S, Galbán CJ, Lama VN.
Am J Respir Crit Care Med. 2021 10 15. 204(8):967-976. PMID: 34319850
A meta-inference framework to integrate multiple external models into a current study.
Gu T, Taylor JMG, Mukherjee B.
Biostatistics. 2021 Jul 16. PMID: 34269371
Short-term outcomes of acute coronary involvement in type A aortic dissection without myocardial ischemia: a multiple center retrospective cohort study.
Wang M, Fan R, Gu T, Zou C, Zhang Z, Liu Z, Qiao C, Sun L, Gong M, Li H, Zhang H.
J Cardiothorac Surg. 2021 Apr 23. 16(1):107. PMID: 33892753
Characteristics Associated With Racial/Ethnic Disparities in COVID-19 Outcomes in an Academic Health Care System.
Gu T, Mack JA, Salvatore M, Prabhu Sankar S, Valley TS, Singh K, Nallamothu BK, Kheterpal S, Lisabeth L, Fritsche LG, Mukherjee B.
JAMA Netw Open. 2020 10 01. 3(10):e2025197. PMID: 33084902
History of coronary heart disease increased the mortality rate of patients with COVID-19: a nested case-control study.
Gu T, Chu Q, Yu Z, Fa B, Li A, Xu L, Wu R, He Y.
BMJ Open. 2020 09 17. 10(9):e038976. PMID: 32948572
Synthetic data method to incorporate external information into a current study.
Gu T, Taylor JMG, Cheng W, Mukherjee B.
Can J Stat. 2019 Dec. 47(4):580-603. PMID: 32773922
Hypersensitivity Pneumonitis: Radiologic Phenotypes Are Associated With Distinct Survival Time and Pulmonary Function Trajectory.
Salisbury ML, Gu T, Murray S, Gross BH, Chughtai A, Sayyouh M, Kazerooni EA, Myers JL, Lagstein A, Konopka KE, Belloli EA, Sheth JS, White ES, Holtze C, Martinez FJ, Flaherty KR.
Chest. 2019 04. 155(4):699-711. PMID: 30243979
Antegrade Versus Continuous Retrograde del Nido Cardioplegia in the David I Operation.
Jiang X, Gu T, Shi E, Wang C, Xiu Z, Zhang G.
Heart Lung Circ. 2018 Apr. 27(4):497-502. PMID: 28506648