Methodology in data integration & AI:
11. EntroLLM: Leveraging entropy and large language model embeddings for enhanced risk prediction with wearable device
data
2025 - In proceedings at the AMIA Informatics Summit 2025
10. Adaptive transfer learning for time-to-event modeling with applications in disease risk assessment
2025 -- MedRxiv
9. Bayesian transfer learning for enhanced estimation and inference
[2025 ASA Student Paper Award]
[Link] Lai D, Madrid Padilla OH, Gu T
2024 -- ArXiv
8. Robust angle-based transfer learning in high dimensions
[2023 ASA Young Investigator Award]
2024 -- Journal of the Royal Statistical Society: Series B (Statistical Methodology)
7. Enhancing genetic risk prediction through federated semi-supervised transfer learning with inaccurate electronic health
record data
2024 -- Statistics in Biosciences
6. A transfer learning approach based on random forest with application to breast cancer prediction in underrepresented
populations
2023 -- In Proceedings at the Pacific Symposium on Biocomputing (PSB) 2023
5. COMMUTE: Communication-efficient transfer learning approach for multi-site risk prediction
2023 -- Journal of Biomedical Informatics
4. A synthetic data integration framework to leverage external summary-level information from heterogeneous populations
[2022 ASA Student Paper Award]
[Link] Gu T, Taylor JMG, Mukherjee B
2022 -- Biometrics
3. A meta-inference framework to integrate multiple external models into a current study
[2021 ASA Student Paper Award]
[Link] Gu T, Taylor JMG, Mukherjee B
2021 -- Biostatistics
2. Synthetic data method to incorporate external information into a current study
[Link] Gu T, Taylor JMG, Cheng W, Mukherjee B
2019 -- Canadian Journal of Statistics
1. Informing a risk prediction model for binary outcomes with external coefficient information
[Link] Cheng W, Taylor JMG, Gu T, Tomlins S, Mukherjee B
2019 -- Journal of the Royal Statistical Society: Series C (Applied Statistics)
Association analysis in COVID-19-related outcomes:
8. Global prevalence of long COVID, its subtypes and risk factors: an updated systematic review and meta-analysis
[Link] Hou Y, Gu T, Ni Z, Shi X, Ranney ML, Mukherjee B
2025 -- MedRxiv
7. Characteristics associated with racial/ethnic disparities in COVID-19 outcomes in an academic health care system
[Link] Gu T, Mack JA, Salvatore M, Prabhu Sankar S, ..., Fritsche LG, Mukherjee B
2020 -- JAMA Network Open
6. History of coronary heart disease increases the mortality rate of COVID-19 patients: a nested case-control study
[Link] Gu T, Chu Q, Yu Z, Fa B, Li A, Xu L, Wu R, He Y
2020 -- BMJ Open
5. Estimating COVID-19 vaccination Effectiveness using electronic health records of an academic medical center in
Michigan
[Link] Roberts E, Gu T, Mukherjee B, Fritsche LG
2022 -- American Journal of Preventive Medicine Focus
4. A phenome-wide association study (PheWAS) of COVID-19 outcomes by race using the electronic health records data in
Michigan Medicine
[Link] Salvatore M, Gu T, Mack JA, Prabhu Sankar S, ..., Fritsche LG, Mukherjee B
2020 -- Journal of Clinical Medicine
3. Potential risk factors for COVID-19 outcomes and the changes in their impacts over time during the
pandemic: a follow-up analysis
[Link] Yu Y, Gu T, Fritsche LG, Valley TS, Mukherjee B
2021 -- Epidemiology and Infection
2. Perceived effectiveness of public health measures and positive attitudes during a pandemic: a large cross-sectional
study in Shanghai, China
[Link] Chu Q, Gu T, Li A, Chen J, Wang H, Liu N, Wu R, He Y
2021 -- BMJ Open
1. Patterns of repeated diagnostic testing for COVID19 in relation to patient characteristics and outcomes
[Link] Salerno S, Zhao Z, Prabhu Sankar S, Salvatore M, Gu T, Fritsche LG, Lee S, Lisabeth LD, Valley TS, Mukherjee B
2020 -- Journal of Internal Medicine
Disease progression modeling & survival analysis in chronic obstructive pulmonary disease (COPD):
7. Causes of and clinical features associated with death in tobacco cigarette users by lung function impairment
[Link] Labaki WW, Gu T, Murray S, Curtis J, Soler X, Wells JM, Bhatt SP, Han MK
2023 -- American Journal of Respiratory and Critical Care Medicine
6. Radiographic graft surveillance in lung transplantation: prognostic role of parametric response mapping
[Link] Belloli EA, Gu T, Vummidi D, Lyu DM, Combs MP, Chughtai A, Murray S, Calban CH, Lama VN
2021 -- American Journal of Respiratory and Critical Care Medicine
5. Hypersensitivity pneumonitis: radiologic phenotypes are associated with distinct survival time and pulmonary
function trajectory
[Link] Salisbury M, Gu T, Murray S, Gross BH, Chughtai A, ..., Martinez F, Flaherty K
2019 -- Chest
4. Voxel-wise longitudinal parametric response mapping analysis of chest computed tomography in smokers
[Link] Labaki WW, Gu T, Murray S, Hatt CR, Galbán CJ, ..., Martinez FJ, Han MK
2019 -- Academic Radiology
3. Serum amino acid concentrations and clinical outcomes in smokers: SPIROMICS metabolomics study
[Link] Labaki WW, Gu T, Murray S, Hatt CR, Galbán CJ, ..., Martinez FJ, Han MK
2019 -- Scientific Report
2. Heterogeneous burden of lung disease in smokers with borderline airflow obstruction
[Link] Pirozzi C, Gu T, Quibrera P, Carretta E, Han M, Murray S, ..., Kanner R, Paine R III
2018 -- Respiratory Research
1. COPDGene 2019: Redefining the diagnosis of Chronic Obstructive Pulmonary Disease.
[Link] Lowe KE, Regan EA, Anzueto A, Austin E, Austin JHM, ..., Gu T, et al.
2019 -- Chronic Obstructive Pulmonary Diseases