# Biphasic control of the B cell transcriptome by mTORC1 and GSK3

**Authors:** Jens Kalchschmidt, Tomoya Kanno, Solji Park, Wendy D. Dubois, Yongbing Zhao, Pawel Trzaskoma, Craig J. Thomas, Louis M. Staudt, John J. O’Shea, Seolkyoung Jung, Rafael Casellas

PMC · DOI: 10.1016/j.celrep.2025.116361 · 2025-11-07

## TL;DR

This study maps gene regulation in B cell lymphoma and finds that mTORC1 and GSK3 control gene activity in opposite ways, offering new treatment targets for lymphoma and autoimmune diseases.

## Contribution

The study introduces B-LEARN, a data visualization portal, and reveals a biphasic regulatory system involving mTORC1 and GSK3 in B cell transcription.

## Key findings

- mTORC1 and GSK3 exert opposing control over the B cell transcriptome.
- mTOR inhibition activates key B cell genes, an effect counteracted by GSK3.
- Shared regulators act as context-dependent activators or repressors across multiple screens.

## Abstract

A central question in immune regulation is how cells coordinate transcriptional responses to environmental cues. It remains unclear whether transcriptional regulation is controlled by isolated mechanism or integrated regulatory programs. Here, we develop a high-sensitivity, genome-wide CRISPR-Cas9 screening platform with 47 transcriptional reporters in human B cell lymphoma, identifying 4,440 regulators and 17,638 regulatory interactions. To enable the exploration of these networks, we establish B-LEARN, an interactive portal for data visualization and discovery. Our results reveal a large number of shared regulators across our 47 screens that act as context-dependent activators or repressors. Globally, we uncover a biphasic regulatory architecture in which mTORC1 and GSK3 exert opposing control over the B cell transcriptome. Notably, mTOR inhibition broadly activates key B cell genes, an effect antagonized by GSK3. Thus, B cell transcription is governed by an integrated, pathway-driven circuit, offering new targets to modulate gene expression in lymphoma and autoimmune disease.

Kalchschmidt et al. combine 47 reporter cell lines and CRISPR screens to map gene regulation in human B cell lymphoma. They establish the interactive B-LEARN portal and discover that mTORC1 and GSK3 oppositely regulate cell cycle and immune response genes, offering insights and treatment targets for lymphoma and autoimmune diseases.

## Linked entities

- **Genes:** Crtc (CREB-regulated transcription coactivator) [NCBI Gene 39970], gsk-3 (Glycogen synthase kinase-3) [NCBI Gene 173149]
- **Diseases:** lymphoma (MONDO:0003659), autoimmune disease (MONDO:0007179)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}
- **Diseases:** autoimmune disease (MESH:D001327), lymphoma (MESH:D008223), B cell lymphoma (MESH:D016393)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12594101/full.md

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Source: https://tomesphere.com/paper/PMC12594101