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Updated: Jun 30, 2026

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Systematic morphological profiling of human gene and allele function via Cell Painting
Mohammad Hossein Rohban1, Shantanu Singh1, Xiaoyun Wu1
1Broad Institute of MIT and Harvard, Cambridge, United States.
This study introduces a new method for functional gene annotation using cell morphology profiling. The approach successfully mapped gene functions and revealed novel connections between key signaling pathways involved in cancer.
Area of Science:
- Cell Biology
- Genomics
- Bioinformatics
Background:
- Systematic functional annotation of human genes and disease alleles is crucial for understanding biological processes.
- Morphological profiling using cell-based assays offers a potential avenue for unbiased functional characterization.
Purpose of the Study:
- To develop and validate a microscopy-based Cell Painting assay for systematic functional annotation of genes.
- To create a morphological map of gene function and uncover novel pathway interactions.
Main Methods:
- Utilized a Cell Painting assay to generate morphological profiles for 220 human genes and disease-associated alleles.
- Applied subpopulation-based visualization methods to interpret morphological changes and identify gene clusters.
- Validated discovered functional connections at the transcriptional level.
Main Results:
- Detected significant morphological profiles for 50% of the tested genes, forming biologically meaningful clusters.
- The morphological map revealed a novel negative regulatory interaction between TRAF2/c-REL and YAP1/WWTR1-responsive pathways.
- Confirmed functional connectivity between the NF-κB and Hippo signaling pathways.
Conclusions:
- Morphological profiling is an effective strategy for systematic gene functional annotation.
- The study expands knowledge of the NF-κB and Hippo pathways, critical regulators of tumor initiation and progression.
- Publicly released images and data provide a foundational resource for future research on biological pathways.
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