Selected Publications
Biostatistical and Methodological Research
(*) indicates the corresponding author, (†) indicates trainees under my supervision or mentorship.
Alnajjar, A.†, Bian, H.†, Lu, Z.*, 2025. A Fast Integrative Clustering and Feature Selection for Multiview and High Dimensional Data. Statistical Methods in Medical Research, 35(2), pp.313-329.
Ahmadiankalati, M.†, Boury, H.†, Subbarao, P., Lou, W., Lu, Z.*, 2024. Bayesian additive regression trees for predicting childhood asthma in the CHILD cohort study. BMC Medical Research Methodology, 24(1), p.262.
Tan, Z.†, Shen, C.†, Lu, Z.* (2024). BCClong: An R Package for Bayesian Consensus Clustering for Multiple Longitudinal Features. The R Journal, 16(2), 41–60.
Lu, Z.* (2024). Clustering Longitudinal Data: A Review of Methods and Software Packages. International Statistical Review, 93(3), pp.425-458.
Lu, Z.*, Chandra, N. (2024). A Sparse Factor Model for Clustering High-Dimensional Longitudinal Data. Statistics in Medicine, 43(19), 3633–3648.
Lu, Z.*, Subbarao, P., Lou, W. (2023). A Bayesian Latent Class Model for Integrating Multi-source Longitudinal Data: Application to the CHILD Cohort Study. Journal of the Royal Statistical Society: Series C, 73(2), 398–419.
Lu, Z.*, Ahmadiankalati, M.†, Tan, Z.† (2023). Joint Clustering of Multiple Longitudinal Features: A Comparison of Methods and Software Packages with Practical Guidance. Statistics in Medicine, 42(29), 5513–5540.
Lu, Z.*, Lou, W. (2022). Bayesian Consensus Clustering for Multivariate Longitudinal Data. Statistics in Medicine, 41(1), 108–127.
Lu, Z.*, Lou, W. (2021). Bayesian Approaches to Variable Selection in Mixture Models: With Application to Disease Clustering. Journal of Applied Statistics, 50(2), 387–407.
Lu, Z.*, Lou, W. (2021). Bayesian Approaches to Variable Selection: A Comparative Study from Practical Perspectives. International Journal of Biostatistics, 18(1), 83–108.
Lu, Z.*, Lou, W. (2019). Shape Invariant Mixture Model for Clustering Non-linear Longitudinal Data. Statistical Methods in Medical Research, 28(12), 3769–3784.
Software Packages
Alnajjar, A., Lu, Z. (2024). iClusterVB: an R package for fast integrative clustering and feature selection for high-dimensional data. https://cran.r-project.org/web/packages/iClusterVB/index.html
Tan, Z., Lu, Z., Shen, C. (2022). BCClong: an R package for performing the Bayesian Consensus Clustering model for clustering continuous, discrete and categorical longitudinal data. https://cran.r-project.org/web/packages/BCClong/index.html
Public Health and Medical Research
Lu, Z., Petersen, C., Dai, R., Vargas, M., Ahmadiankalati, M., Sifuentes, E., Miliku, K., Moraes, T., Mandhane, P., Becker, A., Azad, M., Simons, E., Lou, W., Ambalavanan, A., Duan, Q., Turvey, S., and Subbarao, P. (2025). Early preschool wheeze trajectories are predominantly non-allergic with distinct biologic and microbiome traits. Journal of Allergy and Clinical Immunology, 156 (6): 1556-1572
Rossi, A., Chen, Z., Ahmadiankalati, M.†, Campisi, S., Myrtha, R., Dempsey, K., Jenkins, D., O'Connor, D., El-Sohemy, A., Mandhane, P., Simons, E., Turvey, S., Moraes, T., Lu, Z., Subbarao, P., Miliku, K. (2025). Determining the Interplay of Prenatal Parental BMI in Shaping Child BMI Trajectories: The CHILD Cohort Study. International Journal of Obesity, 1–8.
Soussi, S., Tarvasmäki, T., Kimmoun, A., Ahmadiankalati, M.†, Azibani, F., Santos, C., Duarte, K., Gayat, E., Jentzer, J., Harjola, V., Hibbert, B., Jung, C., Johan, L., Levy, B., Lu, Z., Lawler, P., Marshall, J., Pöss, J., Sadoune, M., Nguyen, A., Raynor, A., Peoc’h, K., Thiele, H., Mathew, R., Mebazaa, A. (2025). Identifying biomarker-driven subphenotypes of cardiogenic shock: Analysis of prospective cohorts and randomized controlled trials. The Lancet Discovery Science eClinicalMedicine. Available online.
Christopher, L., Anna, H., Rowley, V.†, Madonna, F., Lu, Z., Kimball, Z., Terebessy, E., Andrew, S., Shannon, S., Cathy, F., Tim, C., Teresa, T. (2024). Quantifying sustained health-system benefits of primary care based integrated disease management for COPD: A 6-year, interrupted time series study. Thorax, 79, 725–734.
Taccardi, D.†, Gowdy, H., Singer, L., Daly-Cyr, J., Zacharias, A., Lu, Z., Choinière, M., Pagé, G., Ghasemlou, N. (2024). The CircaHealth CircaPain study protocol: An epidemiological study of the chronobiological control of chronic pain. BMJ Open, 14(6), e086801.
Wai, G.†, Lu, Z., Gill, S., Henderson, I., Auais, M. (2024). Impact of the End PJ Paralysis interventions on patient health outcomes at the participating hospital units in Alberta. Disability and Rehabilitation, 46(26), 6391–6401.
Wang, C.†, Lu, Z., Simpson, C., Tranmer, J. (2024). Predicting long-term survival after de novo cardioverter-defibrillator implantation for primary prevention: a population-based study. Heliyon, 10(1), e23355.
Soussi, S., Ahmadiankalati, M.†, Jentzer, J., Marshall, J., Lawler, P., Herridge, M., Mebazaa, A., Gayat, E., Lu, Z., Santos, C. (2023). Identifying clinical phenotypes in cardiogenic shock survivors with distinct late host response and long-term outcomes. ESC Heart Failure, 11(2), 1242–1248.
Gatt, D., Ahmadiankalati, M.†, Voutsas, G., Katz, S., Lu, Z., Narang, I. (2023). Identification of obstructive sleep apnea in children with obesity: a cluster analysis approach. Pediatric Pulmonology, 1–8.
Safavi, S., Dai, R., Breton, V., Emmerson, M., Kowalik, K., Lu, Z., Lou, W., Dubeau, A., DeLorenzo, S., Azad, M., Becker, A. (2022). Lung Clearance Index predicts persistence of preschool wheeze. Pediatric Allergy and Immunology, 33(1), e13713.
Lu, Z., Dai, R., Kowalik, K., Azad, M., Dubeau, A., Lefebvre, D., Balkovec, S., Becker, A., Mandhane, P., Turvey, S., Lou, W., Ratjen, F., Moraes, T., Sears, R., Guastafsson, M., Subbarao, P. (2020). Newly developed Multiple Breath Washout reference equations from the CHILD Cohort Study: Implications of poorly fitting equations. ERJ Open Research, 7(1).
A full list of my publications can be found on Google Scholar.