2026 Development and validation of venous thromboembolism-bidirectional encoder representations from transformers (VTE-BERT) natural language processing model. Omid Jafari, Shengling Ma, Barbara D. Lam, Jun Y. Jiang, Emily Zhou, Mrinal Ranjan, Justine Ryu, Raka Bandyo, Arash Maghsoudi, Bo Peng, Christopher I. Amos, Abiodun Oluyomi, Nathanael R. Fillmore, Jennifer La‡, Ang Li‡‡ Equal senior authorship Journal of Thrombosis and Haemostasis24(7), 2522-2531 Natural Language Processing External Validation Clinical Notes Radiology and Pathology Reports Cancer Patients
2025 Circulating tumor DNA predicts venous thromboembolism in patients with cancers. Shengling Ma†, Jun Yang Jiang†, Rock Bum Kim, Elizabeth Chiang, Tiong Joyce Wan Theng, Justine Ryu, Danielle Guffey, Raka Bandyo, Heidi Dowst, Kaitlin N. Swinnerton, Nathanael R. Fillmore, Jennifer La, Ang Li† Equal first authorship Journal of Thrombosis and Haemostasis23(1), 139-148 Cancer-Associated Thrombosis Circulating Tumor DNA Risk Stratification Fine-Gray Models Liquid Biopsy
2024 Thrombosis risk prediction in lymphoma patients: A multi-institutional, retrospective model development and validation study. Shengling Ma†, Jennifer La†, Kaitlin N. Swinnerton, Danielle Guffey, Raka Bandyo, Las Pozas Giordana De, Katy Hanzelka, Xiangjun Xiao, Cristhiam M. Rojas-Hernandez, Christopher I. Amos, Vipul Chitalia, Katya Ravid, Kelly W. Merriman, Christopher R. Flowers, Nathanael Fillmore‡, Ang Li‡† Equal first authorship · ‡ Equal senior authorship American Journal of Hematology99(7), 1230-1239 U.S. Veterans and VA Data Retrospective Cohort Study Cancer-Associated Thrombosis Lymphoma Predictive Modeling
2023 Derivation and Validation of a Clinical Risk Assessment Model for Cancer-Associated Thrombosis in Two Unique US Health Care Systems. Ang Li†, Jennifer La†, Sarah B. May, Danielle Guffey, Costa Wilson L. da, Christopher I. Amos, Raka Bandyo, Emily M. Milner, Karen M. Kurian, Daniel C. R. Chen, Nhan V. Do, Carolina Granada, Nimrah Riaz, Mary T. Brophy, Vipul Chitalia, J. Michael Gaziano, David A. Garcia, Marc Carrier, Christopher R. Flowers, Neil A. Zakai‡, Nathanael R. Fillmore‡† Equal first authorship · ‡ Equal senior authorship Journal of Clinical Oncology41(16), 2926-2938 Cancer-Associated Thrombosis Predictive Modeling Retrospective Cohort Study External Validation U.S. Veterans and VA Data
