User profiles for Martin Jinye Zhang

Martin Jinye Zhang

Assistant Professor, Computational Biology Department, Carnegie Mellon University
Verified email at andrew.cmu.edu
Cited by 2392

Polygenic enrichment distinguishes disease associations of individual cells in single-cell RNA-seq data

MJ Zhang, K Hou, KK Dey, S Sakaue, KA Jagadeesh… - Nature …, 2022 - nature.com
Single-cell RNA sequencing (scRNA-seq) provides unique insights into the pathology and
cellular origin of disease. We introduce single-cell disease relevance score (scDRS), an …

[HTML][HTML] Determining sequencing depth in a single-cell RNA-seq experiment

MJ Zhang, V Ntranos, D Tse - Nature communications, 2020 - nature.com
An underlying question for virtually all single-cell RNA sequencing experiments is how to
allocate the limited sequencing budget: deep sequencing of a few cells or shallow sequencing …

Mouse aging cell atlas analysis reveals global and cell type-specific aging signatures

MJ Zhang, AO Pisco, S Darmanis, J Zou - Elife, 2021 - elifesciences.org
Aging is associated with complex molecular and cellular processes that are poorly understood.
Here we leveraged the Tabula Muris Senis single-cell RNA-seq data set to systematically …

Dynamic regulatory elements in single-cell multimodal data implicate key immune cell states enriched for autoimmune disease heritability

A Gupta, K Weinand, A Nathan, S Sakaue, MJ Zhang… - Nature …, 2023 - nature.com
In autoimmune diseases such as rheumatoid arthritis, the immune system attacks the body’s
own cells. Developing a precise understanding of the cell states where noncoding …

[HTML][HTML] Polymicrobial periodontal disease triggers a wide radius of effect and unique virome

L Gao, M Kang, MJ Zhang, M Reza Sailani… - npj Biofilms and …, 2020 - nature.com
Periodontal disease is a microbially-mediated inflammatory disease of tooth-supporting
tissues that leads to bone and tissue loss around teeth. Although bacterially-mediated …

[HTML][HTML] Nisin probiotic prevents inflammatory bone loss while promoting reparative proliferation and a healthy microbiome

L Gao, R Kuraji, MJ Zhang, A Martinez… - NPJ biofilms and …, 2022 - nature.com
Dysbiosis of the oral microbiome mediates chronic periodontal disease. Realignment of
microbial dysbiosis towards health may prevent disease. Treatment with antibiotics and …

[HTML][HTML] Deep longitudinal multiomics profiling reveals two biological seasonal patterns in California

…, S Ahadi, K Contrepois, T Mishra, MJ Zhang… - Nature …, 2020 - nature.com
The influence of seasons on biological processes is poorly understood. In order to identify
biological seasonal patterns based on diverse molecular data, rather than calendar dates, we …

[HTML][HTML] Age-dependent topic modeling of comorbidities in UK Biobank identifies disease subtypes with differential genetic risk

X Jiang, MJ Zhang, Y Zhang, A Durvasula, M Inouye… - Nature …, 2023 - nature.com
The analysis of longitudinal data from electronic health records (EHRs) has the potential to
improve clinical diagnoses and enable personalized medicine, motivating efforts to identify …

Mldemon: Deployment monitoring for machine learning systems

T Ginart, MJ Zhang, J Zou - International Conference on …, 2022 - proceedings.mlr.press
Post-deployment monitoring of ML systems is critical for ensuring reliability, especially as
new user inputs can differ from the training distribution. Here we propose a novel approach, …

[PDF][PDF] A multi-dimensional integrative scoring framework for predicting functional variants in the human genome

…, G Yung, H Zhou, R Sun, Z Li, K Hou, MJ Zhang… - The American Journal of …, 2022 - cell.com
Attempts to identify and prioritize functional DNA elements in coding and non-coding regions,
particularly through use of in silico functional annotation data, continue to increase in …