Davis-Porada, J., Tozlu, C., Aiello, C., Apostolidis, S.A., Bar-Or, A., Bove, R., Espinoza, D.A., Ferreira Brito, S., Jacobs, D., Kakara, M., Onomichi, K., Ricci, A., Sabatino, J.J., Walker, E., Wherry, E.J., Zhang, L., Zhu, W., Xia, Z., De Jager, P., Wesley, S.F., Straus Farber, R., & Farber, D.L. (2025). Durable T cell immunity to COVID-19 vaccines in MS patients on B cell depletion therapy. NPJ Vaccines, 10(1), 98.Springer Nature. doi: 10.1038/s41541-025-01151-8.
Fu, H., Huang, K., Zhu, W., Zhang, L., Bandaru, R., Venkatesh, S., Walker, E., Wang, L., Liu, Y., & Xia, Z. (2025). Circulating cell-free DNA methylation profiles as noninvasive multiple sclerosis biomarkers: A proof-of-concept study. medRxiv, 2025.02.14.25322180.Cold Spring Harbor Laboratory. doi: 10.1101/2025.02.14.25322180.
Gan, Z., Zhou, D., Rush, E., Panickan, V.A., Ho, Y.L., Ostrouchovm, G., Xu, Z., Shen, S., Xiong, X., Greco, K.F., Hong, C., Bonzel, C.L., Wen, J., Costa, L., Cai, T., Begoli, E., Xia, Z., Gaziano, J.M., Liao, K.P., Cho, K., Cai, T., & Lu, J. (2025). ARCH: Large-scale knowledge graph via aggregated narrative codified health records analysis. J Biomed Inform, 162, 104761.Elsevier. doi: 10.1016/j.jbi.2024.104761.
Hong, C., Wen, J., Zhang, H.G., Ayakulangara Panickan, V., Yang, D.Y., Chen, A.W., Xiong, X., Wang, X., Morris, M., Morini, S., Sangar, R., Dey, A., Samayamuthu, M.J., Liao, K., Bonzel, C.L., Tanukonda, V., Maripuri, M., Honerlaw, J., Ho, Y.L., Visweswaran, S., Kohane, I.S., Cho, K., Brat, G., Xia, Z., & Cai, T. (2025). Label efficient phenotyping for Long COVID using electronic health records. NPJ Digit Med, 8(1), 405.Springer Nature. doi: 10.1038/s41746-025-01617-y.
Hu, C., Son, J., McAlpine, L., Walker, E.L., Dahl, M., Song, E., Ferreira Brito, S., Kavak, K., Onomichi, K., Bar-Or, A., Perrone, C., Riley, C.S., Weinstock Guttman, B., De Jager, P.L., Longbrake, E.E., & Xia, Z. (2025). Long COVID in people with multiple sclerosis and related disorders: a multicenter cross-sectional study. medRxiv, 2024.12.20.24319365.Cold Spring Harbor Laboratory. doi: 10.1101/2024.12.20.24319365.
Hu, C., Son, J., McAlpine, L., Walker, E.L.S., Dahl, M., Song, E., Ferreira Brito, S., Kavak, K., Onomichi, K., Bar-Or, A., Perrone, C., Riley, C.S., Weinstock-Guttman, B., De Jager, P.L., Longbrake, E.E., & Xia, Z. (2025). Long COVID in People With Multiple Sclerosis and Related Disorders: A Multicenter Cross-Sectional Study. Ann Clin Transl Neurol.Wiley. doi: 10.1002/acn3.70184.
Huang, F., Hou, J., Zhou, N., Greco, K., Lin, C., Sweet, S.M., Wen, J., Shen, L., Gonzalez, N., Zhang, S., Liao, K.P., Cai, T., Xia, Z., Bourgeois, F.T., Cai, T. (2025). Advancing the Use of Longitudinal Electronic Health Records: Tutorial for Uncovering Real-World Evidence in Chronic Disease Outcomes. J Med Internet Res, 27, e71873.JMIR Publications. doi: 10.2196/71873.
Menezes, M.C.S., Hoffmann, A.F., Tan, A.L.M., Nalbandyan, M., Omenn, G.S., Mazzotti, D.R., Hernández-Arango, A., Visweswaran, S., Venkatesh, S., Mandl, K.D., Bourgeois, F.T., Lee, J.W.K., Makmur, A., Hanauer, D.A., Semanik, M.G., Kerivan, L.T., Hill, T., Forero, J., Restrepo, C., Vigna, M., Ceriana, P., Abu-El-Rub, N., Avillach, P., Bellazzi, R., Callaci, T., Gutiérrez-Sacristán, A., Malovini, A., Mathew, J.P., Morris, M., Murthy, V.L., Buonocore, T.M., Parimbelli, E., Patel, L.P., Sáez, C., Samayamuthu, M.J., Thompson, J.A., Tibollo, V., Xia, Z., Kohane, I.S., & Consortium for Clinical Characterization of COVID-19 by Electronic Health Records. (2025). The potential of Generative Pre-trained Transformer 4 (GPT-4) to analyse medical notes in three different languages: a retrospective model-evaluation study. Lancet Digit Health, 7(1), e35-e43.Elsevier. doi: 10.1016/S2589-7500(24)00246-2.
Wang, Y., Hilsman, J., Li, C., Morris, M., Heider, P.M., Fu, S., Kwak, M.J., Wen, A., Applegate, J.R., Wang, L., Bernstam, E., Liu, H., Chang, J., Harris, D.R., Corbeau, A., Henderson, D., Osborne, J., Kennedy, R.E., Garduno-Rapp, N.E., Rousseau, J.F., Yan, C., Chen, Y., Patel, M.B., Murphy, T.J., Malin, B.A., Park, C.M., Fan, J.W., Sohn, S., Pagali, S., Peng, Y., Pathak, A., Wu, Y., Xia, Z., Loguercio, S., Reis, S.E., & Visweswaran, S. (2025). Development and validation of natural language processing algorithms in the national ENACT network. J Clin Transl Sci, 9(1), e199.Cambridge University Press (CUP). doi: 10.1017/cts.2025.10116.
Wang, Y., Hilsman, J., Li, C., Morris, M., Heider, P.M., Fu, S., Kwak, M.J., Wen, A., Applegate, J.R., Wang, L., Bernstam, E., Liu, H., Chang, J., Harris, D.R., Corbeau, A., Henderson, D., Osborne, J.D., Kennedy, R.E., Garduno-Rapp, N.E., Rousseau, J.F., Yan, C., Chen, Y., Patel, M.B., Murphy, T.J., Malin, B.A., Park, C.M., Fan, J.W., Sohn, S., Pagali, S., Peng, Y., Pathak, A., Wu, Y., Xia, Z., Loguercio, S., Reis, S.E., & Visweswaran, S. (2025). Development and Validation of Natural Language Processing Algorithms in the ENACT National Electronic Health Record Research Network. medRxiv, 2025.01.24.25321096.Cold Spring Harbor Laboratory. doi: 10.1101/2025.01.24.25321096.
Xia, Z., Chikersal, P., Venkatesh, S., Walker, E., Dey, A.K., & Goel, M. (2025). Longitudinal Digital Phenotyping of Multiple Sclerosis Severity Using Passively Sensed Behaviors and Ecological Momentary Assessments: Real-World Evaluation. J Med Internet Res, 27, e70871.JMIR Publications. doi: 10.2196/70871.
Zhu, W., Revu, S., Chen, C., Dahl, M., Ramkumar, A., Kelly, C., McGeachy, M.J., & Xia, Z. (2025). Aging-dependent change in Th17 and cytokine response in multiple sclerosis. J Neuroinflammation, 22(1), 150.Springer Nature. doi: 10.1186/s12974-025-03474-8.
Riley, C., Venkatesh, S., Dhand, A., Doshi, N., Kavak, K., Levit, E., Perrone, C., Weinstock-Guttman, B., Longbrake, E., De Jager, P., & Xia, Z. (2024). Impact of the COVID-19 Pandemic on the Personal Networks and Neurological Outcomes of People With Multiple Sclerosis: Cross-Sectional and Longitudinal Case-Control Study. JMIR Public Health Surveill, 10, e45429.JMIR Publications. doi: 10.2196/45429.
Straus Farber, R., Walker, E.L., Diallo, F., Onomichi, K., Riley, C., Zhang, L., Zhu, W., De Jager, P.L., & Xia, Z. (2024). A randomized cross-over trial of prebiotics and probiotics in multiple sclerosis: Trial feasibility, supplement tolerability and symptom abatement. Mult Scler Relat Disord, 89, 105762.Elsevier. doi: 10.1016/j.msard.2024.105762.
Xia, Z., Chikersal, P., Venkatesh, S., Walker, E., Dey, A., & Goel, M. (2024). Longitudinal Digital Phenotyping of Multiple Sclerosis Severity Using Passively Sensed Behaviors and Ecological Momentary Assessments. medRxiv, 2024.11.02.24316647.Cold Spring Harbor Laboratory. doi: 10.1101/2024.11.02.24316647.
Zhu, W., Chen, C., Zhang, L., Hoyt, T., Walker, E., Venkatesh, S., Zhang, F., Qureshi, F., Foley, J.F., & Xia, Z. (2024). Association between serum multi-protein biomarker profile and real-world disability in multiple sclerosis. Brain Commun, 6(1), fcad300.Oxford University Press (OUP). doi: 10.1093/braincomms/fcad300.
Dagliati, A., Strasser, Z.H., Hossein Abad, Z.S., Klann, J.G., Wagholikar, K.B., Mesa, R., Visweswaran, S., Morris, M., Luo, Y., Henderson, D.W., Samayamuthu, M.J., Tan, B.W.Q., Verdy, G., Omenn, G.S., Xia, Z., Bellazzi, R., Consortium for Clinical Characterization of COVID-19 by EHR (4CE),, Murphy, S.N., Holmes, J.H., Estiri, H., & Consortium for Clinical Characterization of COVID-19 by EHR (4CE). (2023). Characterization of long COVID temporal sub-phenotypes by distributed representation learning from electronic health record data: a cohort study. EClinicalMedicine, 64, 102210.Elsevier. doi: 10.1016/j.eclinm.2023.102210.
Moal, B., Orieux, A., Ferté, T., Neuraz, A., Brat, G.A., Avillach, P., Bonzel, C.L., Cai, T., Cho, K., Cossin, S., Griffier, R., Hanauer, D.A., Haverkamp, C., Ho, Y.L., Hong, C., Hutch, M.R., Klann, J.G., Le, T.T., Loh, N.H.W., Luo, Y., Makoudjou, A., Morris, M., Mowery, D.L., Olson, K.L., Patel, L.P., Samayamuthu, M.J., Sanz Vidorreta, F.J., Schriver, E.R., Schubert, P., Verdy, G., Visweswaran, S., Wang, X., Weber, G.M., Xia, Z., Yuan, W., Zhang, H.G., Zöller, D., Kohane, I.S., Consortium for Clinical Characterization of COVID-19 by EHR (4CE), Boyer, A., & Jouhet, V. (2023). Acute respiratory distress syndrome after SARS-CoV-2 infection on young adult population: International observational federated study based on electronic health records through the 4CE consortium. In Chen, R.J. (Ed.). PLoS One, 18(1), e0266985.Public Library of Science (PLoS). doi: 10.1371/journal.pone.0266985.
Revu, S.K., Yang, W., Rajasundaram, D., Brady, A., Majumder, S., Gaffen, S.L., Hawse, W., Xia, Z., & McGeachy, M.J. (2023). Human IL-17A protein production is controlled through a PIP5K1α-dependent translational checkpoint. Sci Signal, 16(808), eabo6555.American Association for the Advancement of Science (AAAS). doi: 10.1126/scisignal.abo6555.
Sperotto, F., Gutiérrez-Sacristán, A., Makwana, S., Li, X., Rofeberg, V.N., Cai, T., Bourgeois, F.T., Omenn, G.S., Hanauer, D.A., Sáez, C., Bonzel, C.L., Bucholz, E., Dionne, A., Elias, M.D., García-Barrio, N., González, T.G., Issitt, R.W., Kernan, K.F., Laird-Gion, J., Maidlow, S.E., Mandl, K.D., Ahooyi, T.M., Moraleda, C., Morris, M., Moshal, K.L., Pedrera-Jiménez, M., Shah, M.A., South, A.M., Spiridou, A., Taylor, D.M., Verdy, G., Visweswaran, S., Wang, X., Xia, Z., Zachariasse, J.M., Consortium for Clinical Characterization of COVID-19 by EHR (4CE), Newburger, J.W., & Avillach, P. (2023). Clinical phenotypes and outcomes in children with multisystem inflammatory syndrome across SARS-CoV-2 variant eras: a multinational study from the 4CE consortium. EClinicalMedicine, 64, 102212.Elsevier. doi: 10.1016/j.eclinm.2023.102212.
Tan, A.L.M., Getzen, E.J., Hutch, M.R., Strasser, Z.H., Gutiérrez-Sacristán, A., Le, T.T., Dagliati, A., Morris, M., Hanauer, D.A., Moal, B., Bonzel, C.L., Yuan, W., Chiudinelli, L., Das, P., Zhang, H.G., Aronow, B.J., Avillach, P., Brat, G.A., Cai, T., Hong, C., La Cava, W.G., Hooi Will Loh, H., Luo, Y., Murphy, S.N., Yuan Hgiam, K., Omenn, G.S., Patel, L.P., Jebathilagam Samayamuthu, M., Shriver, E.R., Shakeri Hossein Abad, Z., Tan, B.W.L., Visweswaran, S., Wang, X., Weber, G.M., Xia, Z., Verdy, B., COVID-19 by EHR (4CE), Long, Q., Mowery, D.L., & Holmes, J.H. (2023). Informative missingness: What can we learn from patterns in missing laboratory data in the electronic health record?. J Biomed Inform, 139, 104306.Elsevier. doi: 10.1016/j.jbi.2023.104306.
Tan, B.W.L., Tan, B.W.Q., Tan, A.L.M., Schriver, E.R., Gutiérrez-Sacristán, A., Das, P., Yuan, W., Hutch, M.R., García Barrio, N., Pedrera Jimenez, M., Abu-El-Rub, N., Morris, M., Moal, B., Verdy, G., Cho, K., Ho, Y.L., Patel, L.P., Dagliati, A., Neuraz, A., Klann, J.G., South, A.M., Visweswaran, S., Hanauer, D.A., Maidlow, S.E., Liu, M., Mowery, D.L., Batugo, A., Makoudjou, A., Tippmann, P., Zöller, D., Brat, G.A., Luo, Y., Avillach, P., Bellazzi, R., Chiovato, L., Malovini, A., Tibollo, V., Samayamuthu, M.J., Serrano Balazote, P., Xia, Z., Loh, N.H.W., Chiudinelli, L., Bonzel, C.L., Hong, C., Zhang, H.G., Weber, G.M., Kohane, I.S., Cai, T., Omenn, G.S., Holmes, J.H., Ngiam, K.Y., & Consortium for Clinical Characterization of COVID-19 by EHR (4CE). (2023). Long-term kidney function recovery and mortality after COVID-19-associated acute kidney injury: An international multi-centre observational cohort study. EClinicalMedicine, 55, 101724.Elsevier. doi: 10.1016/j.eclinm.2022.101724.
Ahuja, Y., Wen, J., Hong, C., Xia, Z., Huang, S., & Cai, T. (2022). A semi-supervised adaptive Markov Gaussian embedding process (SAMGEP) for prediction of phenotype event times using the electronic health record. Sci Rep, 12(1), 17737.Springer Nature. doi: 10.1038/s41598-022-22585-3.
Epstein, S., Xia, Z., Lee, A.J., Dahl, M., Edwards, K., Levit, E., Longbrake, E.E., Perrone, C., Kavak, K., Weinstock-Guttman, B., Diallo, F., Ricci, A., Riley, C.S., De Jager, P.L., Farber, R., Wesley, S.F., & Multiple Sclerosis Resilience to COVID-19 (MSReCOV) Collaborative. (2022). Vaccination Against SARS-CoV-2 in Neuroinflammatory Disease: Early Safety/Tolerability Data. Mult Scler Relat Disord, 57, 103433.Elsevier. doi: 10.1016/j.msard.2021.103433.
Gutiérrez-Sacristán, A., Serret-Larmande, A., Hutch, M.R., Sáez, C., Aronow, B.J., Bhatnagar, S., Bonzel, C.L., Cai, T., Devkota, B., Hanauer, D.A., Loh, N.H.W., Luo, Y., Moal, B., Ahooyi, T.M., Njoroge, W.F.M., Omenn, G.S., Sanchez-Pinto, L.N., South, A.M., Sperotto, F., Tan, A.L.M., Taylor, D.M., Verdy, G., Visweswaran, S., Xia, Z., Zahner, J., Avillach, P., Bourgeois, F.T., & Consortium for Clinical Characterization of COVID-19 by EHR (4CE). (2022). Hospitalizations Associated With Mental Health Conditions Among Adolescents in the US and France During the COVID-19 Pandemic. JAMA Netw Open, 5(12), e2246548.American Medical Association (AMA). doi: 10.1001/jamanetworkopen.2022.46548.
Jakimovski, D., Kavak, K.S., Longbrake, E.E., Levit, E., Perrone, C.M., Bar-Or, A., Benedict, R.H., Riley, C.S., De Jager, P.L., Venkatesh, S., Walker, E.L.S., Xia, Z., Weinstock-Guttman, B., & Multiple Sclerosis Resilience to COVID-19 (MSReCOV) Collaborative. (2022). Impact of resilience, social support, and personality traits in patients with neuroinflammatory diseases during the COVID-19 pandemic. Mult Scler Relat Disord, 68, 104235.Elsevier. doi: 10.1016/j.msard.2022.104235.
Kever, A., Walker, E.L.S., Riley, C.S., Heyman, R.A., Xia, Z., & Leavitt, V.M. (2022). Association of personality traits with physical function, cognition, and mood in multiple sclerosis. Mult Scler Relat Disord, 59, 103648.Elsevier. doi: 10.1016/j.msard.2022.103648.
Levit, E., Cohen, I., Dahl, M., Edwards, K., Weinstock-Guttman, B., Ishikawa, T., Kavak, K., Leavitt, V., Nelson, K., Onomichi, K., Bar-Or, A., Perrone, C., Riley, C., Venkatesh, S., De Jager, P.L., Xia, Z., Longbrake, E.E., & Multiple Sclerosis Resilience to COVID-19 (MSReCOV) Collaborative. (2022). Worsening physical functioning in patients with neuroinflammatory disease during the COVID-19 pandemic. Mult Scler Relat Disord, 58, 103482.Elsevier. doi: 10.1016/j.msard.2021.103482.
Wang, X., Zhang, H.G., Xiong, X., Hong, C., Weber, G.M., Brat, G.A., Bonzel, C.L., Luo, Y., Duan, R., Palmer, N.P., Hutch, M.R., Gutiérrez-Sacristán, A., Bellazzi, R., Chiovato, L., Cho, K., Dagliati, A., Estiri, H., García-Barrio, N., Griffier, R., Hanauer, D.A., Ho, Y.L., Holmes, J.H., Keller, M.S., Klann MEng, J.G., L'Yi, S., Lozano-Zahonero, S., Maidlow, S.E., Makoudjou, A., Malovini, A., Moal, B., Moore, J.H., Morris, M., Mowery, D.L., Murphy, S.N., Neuraz, A., Yuan Ngiam, K., Omenn, G.S., Patel, L.P., Pedrera-Jiménez, M., Prunotto, A., Jebathilagam Samayamuthu, M., Sanz Vidorreta, F.J., Schriver, E.R., Schubert, P., Serrano-Balazote, P., South, A.M., Tan, A.L.M., Tan, B.W.L., Tibollo, V., Tippmann, P., Visweswaran, S., Xia, Z., Yuan, W., Zöller, D., Kohane, I.S., Avillach, P., Guo, Z., Cai, T., & Consortium for Clinical Characterization of COVID-19 by EHR 4CE. (2022). SurvMaximin: Robust federated approach to transporting survival risk prediction models. J Biomed Inform, 134, 104176.Elsevier. doi: 10.1016/j.jbi.2022.104176.
Klann, J.G., Estiri, H., Weber, G.M., Moal, B., Avillach, P., Hong, C., Tan, A.L.M., Beaulieu-Jones, B.K., Castro, V., Maulhardt, T., Geva, A., Malovini, A., South, A.M., Visweswaran, S., Morris, M., Samayamuthu, M.J., Omenn, G.S., Ngiam, K.Y., Mandl, K.D., Boeker, M., Olson, K.L., Mowery, D.L., Follett, R.W., Hanauer, D.A., Bellazzi, R., Moore, J.H., Loh, N.H.W., Bell, D.S., Wagholikar, K.B., Chiovato, L., Tibollo, V., Rieg, S., Li, A.L.L.J., Jouhet, V., Schriver, E., Xia, Z., Hutch, M., Luo, Y., Kohane, I.S., Consortium for Clinical Characterization of COVID-19 by EHR (4CE) (CONSORTIA AUTHOR), Brat, G.A., & Murphy, S.N. (2021). Validation of an internationally derived patient severity phenotype to support COVID-19 analytics from electronic health record data. J Am Med Inform Assoc, 28(7), 1411-1420.Oxford University Press (OUP). doi: 10.1093/jamia/ocab018.
Le, T.T., Gutiérrez-Sacristán, A., Son, J., Hong, C., South, A.M., Beaulieu-Jones, B.K., Loh, N.H.W., Luo, Y., Morris, M., Ngiam, K.Y., Patel, L.P., Samayamuthu, M.J., Schriver, E., Tan, A.L.M., Moore, J., Cai, T., Omenn, G.S., Avillach, P., Kohane, I.S., Consortium for Clinical Characterization of COVID-19 by EHR (4CE), Visweswaran, S., Mowery, D.L., & Xia, Z. (2021). Multinational characterization of neurological phenotypes in patients hospitalized with COVID-19. Sci Rep, 11(1), 20238.Springer Nature. doi: 10.1038/s41598-021-99481-9.
Mani, A., Santini, T., Puppala, R., Dahl, M., Venkatesh, S., Walker, E., DeHaven, M., Isitan, C., Ibrahim, T.S., Wang, L., Zhang, T., Gong, E., Barrios-Martinez, J., Yeh, F.C., Krafty, R., Mettenburg, J.M., & Xia, Z. (2021). Applying Deep Learning to Accelerated Clinical Brain Magnetic Resonance Imaging for Multiple Sclerosis. Front Neurol, 12, 685276.Frontiers. doi: 10.3389/fneur.2021.685276.
Weber, G.M., Zhang, H.G., L'Yi, S., Bonzel, C.L., Hong, C., Avillach, P., Gutiérrez-Sacristán, A., Palmer, N.P., Tan, A.L.M., Wang, X., Yuan, W., Gehlenborg, N., Alloni, A., Amendola, D.F., Bellasi, A., Bellazzi, R., Beraghi, M., Bucalo, M., Chiovato, L., Cho, K., Dagliati, A., Estiri, H., Follett, R.W., García Barrio, N., Hanauer, D.A., Henderson, D.W., Ho, Y.L., Holmes, J.H., Hutch, M.R., Kavuluru, R., Kirchoff, K., Klann, J.G., Krishnamurthy, A.K., Le, T.T., Liu, M., Loh, N.H.W., Lozano-Zahonero, S., Luo, Y., Maidlow, S., Makoudjou, A., Malovini, A., Martins, M.R., Moal, B., Morris, M., Mowery, D.L., Murphy, S.N., Neuraz, A., Ngiam, K.Y., Okoshi, M.P., Omenn, G.S., Patel, L.P., Pedrera Jiménez, M., Prudente, R.A., Samayamuthu, M.J., Sanz Vidorreta, F.J., Schriver, E.R., Schubert, P., Serrano Balazote, P., Tan, B.W., Tanni, S.E., Tibollo, V., Visweswaran, S., Wagholikar, K.B., Xia, Z., Zöller, D., Consortium For Clinical Characterization Of COVID-19 By EHR (4CE), Kohane, I.S., Cai, T., South, A.M., & Brat, G.A. (2021). International Changes in COVID-19 Clinical Trajectories Across 315 Hospitals and 6 Countries: Retrospective Cohort Study. J Med Internet Res, 23(10), e31400.JMIR Publications. doi: 10.2196/31400.
Levin, S.N., Riley, C.S., Dhand, A., White, C.C., Venkatesh, S., Boehm, B., Nassif, C., Socia, L., Onomichi, K., Leavitt, V.M., Levine, L., Heyman, R., Farber, R.S., Vargas, W.S., Xia, Z., & De Jager, P.L. (2020). Association of social network structure and physical function in patients with multiple sclerosis. Neurology, 95(11), e1565-e1574.Wolters Kluwer. doi: 10.1212/WNL.0000000000010460.
Sonabend W, A., Cai, W., Ahuja, Y., Ananthakrishnan, A., Xia, Z., Yu, S., & Hong, C. (2020). Automated ICD coding via unsupervised knowledge integration (UNITE). Int J Med Inform, 139, 104135.Elsevier. doi: 10.1016/j.ijmedinf.2020.104135.
Zhang, Y., Cai, T., Yu, S., Cho, K., Hong, C., Sun, J., Huang, J., Ho, Y.L., Ananthakrishnan, A.N., Xia, Z., Shaw, S.Y., Gainer, V., Castro, V., Link, N., Honerlaw, J., Huang, S., Gagnon, D., Karlson, E.W., Plenge, R.M., Szolovits, P., Savova, G., Churchill, S., O'Donnell, C., Murphy, S.N., Gaziano, J.M., Kohane, I., Cai, T., & Liao, K.P. (2019). High-throughput phenotyping with electronic medical record data using a common semi-supervised approach (PheCAP). Nat Protoc, 14(12), 3426-3444.Springer Nature. doi: 10.1038/s41596-019-0227-6.
Bargiela, D., Bianchi, M.T., Westover, M.B., Chibnik, L.B., Healy, B.C., De Jager, P.L., & Xia, Z. (2017). Selection of first-line therapy in multiple sclerosis using risk-benefit decision analysis. Neurology, 88(7), 677-684.Wolters Kluwer. doi: 10.1212/WNL.0000000000003612.
Manners, J., Jadhav, A.P., & Xia, Z. (2017). Mystery Case: A 61-year-old woman with lower extremity paralysis and sensory loss. Neurology, 89(22), e257-e263.Wolters Kluwer. doi: 10.1212/WNL.0000000000004684.
Xia, Z., & Friedlander, R.M. (2017). Minocycline in Multiple Sclerosis - Compelling Results but Too Early to Tell. N Engl J Med, 376(22), 2191-2193.Massachusetts Medical Society. doi: 10.1056/NEJMe1703230.
Xia, Z., Steele, S.U., Bakshi, A., Clarkson, S.R., White, C.C., Schindler, M.K., Nair, G., Dewey, B.E., Price, L.R., Ohayon, J., Chibnik, L.B., Cortese, I.C.M., De Jager, P.L., & Reich, D.S. (2017). Assessment of Early Evidence of Multiple Sclerosis in a Prospective Study of Asymptomatic High-Risk Family Members. JAMA Neurol, 74(3), 293-300.American Medical Association (AMA). doi: 10.1001/jamaneurol.2016.5056.
David-Porada, J., Xia, Z., Tozlu, C., Aiello, C., Apostolidis, S., Bar-Or, A., Bove, R., Espinoza, D., Brito, S.F., Jacobs, D., Kakara, M., Onomichi, K., Ricci, A., Sabatino, J., Walker, E., Wherry, J., Zhang, L., Zhu, W., De Jager, P., Farber, D.L., Wesley, S.F., & Farber, R. (2023). Long-Term Immune Response to COVID-19 Vaccines in Multiple Sclerosis: A Multi-Center Study. In MULTIPLE SCLEROSIS JOURNAL, 29, (pp. 315-316).
Wesley, S.F., Xia, Z., Davis-Porada, J., Tolzu, C., Aiello, C., Brito, S.F., Onomichi, K., Ricci, A., Walker, E., Zhang, L., Zhu, W., De Jager, P., Farber, D.L., & Farber, R.S. (2023). Durability of Immune Response to COVID-19 Vaccines in Persons with MS on B-cell Depleting Therapy. In MULTIPLE SCLEROSIS JOURNAL, 29, (pp. 333-334).
Zhu, W., Chen, C., Reve, S., McGeachy, M., & Xia, Z. (2023). Age-associated change in Th17 and cytokine response in Multiple Sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 29, (pp. 232-233).
Zhu, W., Chen, C., Zhang, L., Walker, E., Venkatesh, S., Zhang, F., Qureshi, F., Hoyt, T., Foley, J., & Xia, Z. (2023). Association between Serum Biomarker Profile and Real-World Evidence of Disability in Multiple Sclerosis. In NEUROLOGY, 100(17).Ovid Technologies (Wolters Kluwer Health). doi: 10.1212/WNL.0000000000203218.
Levit, E., Weinstock-Guttman, B., Ishikawa, T., Kavak, K., Perrone, C., De Jager, P., Xia, Z., & Longbrake, E. (2022). Worsening physical functioning in patients with neuroinflammatory disease during the COVID-19 pandemic. In MULTIPLE SCLEROSIS JOURNAL, 28(1_SUPPL), (p. 203).
Riley, C.S., Venkatesh, S., Dhand, A., Doshi, N., Kavak, K., Levit, E.E., Perrone, C., Weinstock-Guttman, B., Longbrake, E.E., MSReCOV investigators, De Jager, P.L., & Xia, Z. (2022). Impact of the COVID-19 Pandemic on Personal Networks and Neurological Outcomes of People with Multiple Sclerosis: A Case-Control Cross-sectional and Longitudinal Analysis. In medRxiv, 28(3_SUPPL), (pp. 939-940).Cold Spring Harbor Laboratory.United States. doi: 10.1101/2022.08.17.22278896.
Zhu, W., & Xia, Z. (2022). Patterns of Healthcare Utilization and Expenditure among People with Multiple Sclerosis in the Age of Disease-Modifying Therapy: An Analysis of Claim Data from a Commercially Insured Population in the United States, 2010-2019. In NEUROLOGY, 98(18).
Boorgu, D., Venkatesh, S., Lakani, C.M., Riley, C.S., De Jager, P.L., Patel, C.J., & Xia, Z. (2021). The Impact of Socioeconomic Status on Neurological Outcomes in Multiple Sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 27(1_SUPPL), (p. 117).
Venkatesh, S., Lakhani, C., Riley, C., De Jager, P., Patel, C., & Xia, Z. (2021). Association between exposome and subsequent multiple sclerosis outcomes. In MULTIPLE SCLEROSIS JOURNAL, 27(2_SUPPL), (pp. 370-371).
Xia, Z., White, C., & De Jager, P. (2021). The Gut Microbiome Landscape in People at Risk for Multiple Sclerosis: A Multi-Omic and Network Investigation. In MULTIPLE SCLEROSIS JOURNAL, 27(1_SUPPL), (pp. 76-77).
Zhou, X., Singh, S., Mendoza, M., Baumann, R., Sand, I.K., Xia, Z., Weiner, H., Cox, L.M., Chitnis, T., Chandran, S., Connick, P., Otaegui, D., Castillo-Trivino, T., Moles, L., Caillier, S.J., Santaniello, A., Ackermann, G., Hakim, D.J., Vazquez-Baeza, Y., Humphrey, G., Farez, M., Gerdes, L.A., Yoon, H., Hohlfeld, R., Wekerle, H., Probstel, A.K., Graves, J., Bar-Or, A., Oksenberg, J.R., Correale, J., Cree, B.A., Hauser, S.L., Knight, R., & Baranzini, S.E. (2021). Exploring gut microbiome in 576 pairs of multiple sclerosis patients and household healthy controls (iMSMS). In MULTIPLE SCLEROSIS JOURNAL, 27(2_SUPPL), (pp. 108-110).
Levin, S.N., Dhand, A., Xia, Z., & De Jager, P.L. (2020). Quantitative Measures Of Social Network Structure Are Associated With Physical Function In Multiple Sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 26(1_SUPPL), (p. 34).
Touil, H., Roostaei, T., White, C., Xia, Z., & De Jager, P. (2020). Neuronal integrity is associated to peripheral leukocyte dysfunction in asymptomatic multiple sclerosis (MS) first-degree relatives. In MULTIPLE SCLEROSIS JOURNAL, 26(3_SUPPL), (pp. 101-102).
Xia, Z., White, C., Zong, W., Gaiteri, C., Jia, W., Gu, Y., Kostic, A., Tseng, G., & De Jager, P. (2020). Mapping the Baseline Gut Microbiome Landscape in People at Risk for Multiple Sclerosis. In NEUROLOGY, 94(15).
Xia, Z., White, C., Zong, W., Tseng, G., & De Jager, P. (2020). Mapping The Baseline Gut Microbiome Landscape In People At Risk For Multiple Sclerosis: A Network Approach. In MULTIPLE SCLEROSIS JOURNAL, 26(1_SUPPL), (pp. 101-102).
Zhang, T., Goodman, M., Zhu, F., Healy, B., Carruthers, R., Chitnis, T., Weiner, H., Cai, T., De Jager, P., Tremlett, H., & Xia, Z. (2020). Phenome-wide examination of comorbidity burden and multiple sclerosis disease severity. In Neurol Neuroimmunol Neuroinflamm, 7(6).Wolters Kluwer.United States. doi: 10.1212/NXI.0000000000000864.
Zhou, X., Singh, S., Mendoza, M., Baumann, R., Landefeld, J., Casaccia, P., Sand, I.K., Xia, Z., Weiner, H., Chitnis, T., Chandran, S., Connick, P., Oteagui, D., Castillo-Trivino, T., Caillier, S., Santaniello, A., Ackermann, G., Humphrey, G., Negrotto, L., Farez, M., Hohlfeld, R., Probstel, A.K., Jia, X., Graves, J., Baror, A., Wekerle, H., Oksenberg, J., West, T., Correale, J., Cree, B., Hauser, S., Knight, R., & Baranzini, S. (2020). Exploring the gut microbiome in multiple sclerosis via the international ms microbiome study (IMSMS). In MULTIPLE SCLEROSIS JOURNAL, 26(3_SUPPL), (p. 437).
Zhou, X., Singh, S., Jia, X., Barba, P., Baumann, R., Landefeld, J., Casaccia, P., Sand, I.K., Xia, Z., Weiner, H., Chitnis, T., Chandran, S., Connick, P., Otaegui, D., Castillo-Trivino, T., Caillier, S., Santaniello, A., Negrotto, L., Farez, M., Hohlfeld, R., Graves, J.S., Bar-Or, A., Oksenberg, J.R., West, T., Correale, J., Cree, B.A.C., Hauser, S.L., Knight, R., & Baranzini, S.E. (2019). The iMSMS: a multi-city, household controlled, gut microbiome study in multiple sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 25, (pp. 82-83).
Dhand, A., White, C.C., Johnson, C., Xia, Z., & De Jager, P. (2018). Social Network in People at Risk for Multiple Sclerosis: Network Composition but Not Network Structure Is Associated with Self-Reported Disability. In MULTIPLE SCLEROSIS JOURNAL, 24, (p. 75).
Bargiela, D., Bianchi, M.T., Westover, M.B., Chibnik, L.B., Healy, B.C., De Jager, P.L., & Xia, Z. (2017). Selection of first-line therapy in multiple sclerosis using risk-benefit decision analysis. In MULTIPLE SCLEROSIS JOURNAL, 23, (p. 625).
Dhand, A., Xia, Z., & De Jager, P. (2017). Social networks in persons at risk for developing multiple sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 23, (p. 121).
Martinez-Calvo, L., White, C.C., Johnson, C., Xia, Z., Reich, D.S., Hart, J.E., & De Jager, P. (2017). Geographic location is associated with MS susceptibility in family members enrolled in the GEMS study. In MULTIPLE SCLEROSIS JOURNAL, 23(1), (p. 44).
Xia, Z., Steele, S., Bakshi, A., White, C., Schindler, M., Bhagavatheeshwaran, G., Dewey, B., Price, L., Ohayon, J., Cortese, I., De Jager, P., De Jager, P., & Reich, D. (2017). Investigating early evidence of multiple sclerosis in a prospective study of high risk family members. In MULTIPLE SCLEROSIS JOURNAL, 23(1), (p. 5).
Bargiela, D., Bianchi, M.T., Westover, M.B., Chibnik, L.B., Healy, B.C., de Jager, P.L., & Xia, Z. (2016). Selection of first-line therapy in multiple sclerosis using risk-benefit decision analysis. In MULTIPLE SCLEROSIS JOURNAL, 22, (pp. 350-351).
Bove, R., Xia, Z., Clarkson, S., Cortese, I., Reich, D., Chibnik, L., & De Jager, P.L. (2016). Leveraging patient-reported outcomes to assess new neurological symptoms in a prospective cohort study of individuals at risk for multiple sclerosis. In MULTIPLE SCLEROSIS JOURNAL, 22, (p. 425).