Research

There is an abundance of publicly available data about various biological systems, but it can be difficult to draw insight from individual datasets. Our lab develops algorithms that integrate these data to help model and understand complex biological systems. Doing this allows us to investigate many different biological conditions, including those with limited data, such as rare diseases. We recognize that our lab won’t have all the answers, or even all of the questions, so we aim to develop tools and processes that any biologist can reuse. Our approach to research prioritizes transparency, rigor, and reproducibility.

The citations on this page were generated automatically from just identifiers using the Manubot cite utility developed right here in the Greene Lab!

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2025

2024

MousiPLIER: A Mouse Pathway-Level Information Extractor Model
MousiPLIER: A Mouse Pathway-Level Information Extractor Model
Shuo Zhang, Benjamin J. Heil, Weiguang Mao, Maria Chikina, Casey S. Greene, Elizabeth A. Heller
eneuro  ·  24 May 2024  ·  doi:10.1523/ENEURO.0313-23.2024

2023

MousiPLIER: A Mouse Pathway-Level Information Extractor Model
MousiPLIER: A Mouse Pathway-Level Information Extractor Model
Shuo Zhang, Benjamin J. Heil, Weiguang Mao, Maria Chikina, Casey S. Greene, Elizabeth A. Heller
Cold Spring Harbor Laboratory  ·  02 Aug 2023  ·  doi:10.1101/2023.07.31.551386
The effect of non-linear signal in classification problems using gene expression
The effect of non-linear signal in classification problems using gene expression
Benjamin J. Heil, Jake Crawford, Casey S. Greene
PLOS Computational Biology  ·  27 Mar 2023  ·  doi:10.1371/journal.pcbi.1010984
Hetnet connectivity search provides rapid insights into how two biomedical entities are related
Hetnet connectivity search provides rapid insights into how two biomedical entities are related
Daniel S. Himmelstein, Michael Zietz, Vincent Rubinetti, Kyle Kloster, Benjamin J. Heil, …, David N. Nicholson, Yun Hao, Blair D. Sullivan, Michael W. Nagle, Casey S. Greene
Cold Spring Harbor Laboratory  ·  07 Jan 2023  ·  doi:10.1101/2023.01.05.522941
The Field-Dependent Nature of PageRank Values in Citation Networks
The Field-Dependent Nature of PageRank Values in Citation Networks
Benjamin J. Heil, Casey S. Greene
Cold Spring Harbor Laboratory  ·  06 Jan 2023  ·  doi:10.1101/2023.01.05.522943

2022

The Effects of Nonlinear Signal on Expression-Based Prediction Performance
The Effects of Nonlinear Signal on Expression-Based Prediction Performance
Benjamin J. Heil, Jake Crawford, Casey S. Greene
Cold Spring Harbor Laboratory  ·  26 Jun 2022  ·  doi:10.1101/2022.06.22.497194

2021

Reproducibility standards for machine learning in the life sciences
Reproducibility standards for machine learning in the life sciences
Benjamin J. Heil, Michael M. Hoffman, Florian Markowetz, Su-In Lee, Casey S. Greene, Stephanie C. Hicks
Nature Methods  ·  30 Aug 2021  ·  doi:10.1038/s41592-021-01256-7

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