Evidence map›Paper›PMID 40832322›Full record

ArticlebioRxiv : the preprint server for biology2025

Multimodal learning decodes the global binding landscape of chromatin-associated proteins.

Jimin Tan, Xi Fu, Xinyu Ling, Shentong Mo, Jiangshan Bai, Raúl Rabadán, David Fenyö, Jef D Boeke, Aristotelis Tsirigos, Bo Xia

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Jimin TanGene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0001-5912-3062
Xi FuProgram of Mathematical Genomics, Department of System Biology, Columbia University, New York, NY, USA.ORCID 0000-0001-9835-5018
Xinyu LingGene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0001-9776-6421
Shentong MoSchool of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
Jiangshan BaiGene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
Raúl RabadánProgram of Mathematical Genomics, Department of System Biology, Columbia University, New York, NY, USA.ORCID 0000-0001-7946-9255
David FenyöInstitute for Systems Genetics, NYU Grossman School of Medicine, New York, NY, USA.
Jef D BoekeInstitute for Systems Genetics, NYU Grossman School of Medicine, New York, NY, USA.ORCID 0000-0001-5322-4946
Aristotelis TsirigosDivision of Precision Medicine, NYU Grossman School of Medicine, New York, NY, USA.ORCID 0000-0002-7512-8477
Bo XiaGene Regulation Observatory, Broad Institute of MIT and Harvard, Cambridge, MA, USA.ORCID 0000-0003-0929-7253

Funding

Tumor Biology and Microenvironment ProgramP30CA013696 · NCI · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI Anil K Rustgi · 1985 to 2026
$115.3M
Somatic Activation of Retrotransposition: A New Molecular Mechanism of Aging?P01AG051449 · NIA · BROWN UNIVERSITY · PI STEPHEN L HELFAND · 2016 to 2026
$30.4M
The impact of changes in chromatin architecture on cancer phenotypes and tumor progressionP01CA229086 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI ADRIANA HEGUY · 2019 to 2026
$17.0M
Towards a quantitative understanding of tumor evolutionR35CA253126 · NCI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Raul Rabadan · 2021 to 2026
$5.6M
Targeting Epigenetic Heterogeneity in Pediatric T cell leukemia: Epi-Clones as Drivers of ChemoresistanceR01CA252239 · NCI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI Aristotelis Tsirigos · 2021 to 2026
$3.7M
Transposable Element Interaction and Its Impact on Human Development and HealthDP5OD033430 · OD · BROAD INSTITUTE, INC. · PI XIA, BO · 2022 to 2025
$1.9M
High-throughput Discovery of Novel Genome Organization RegulatorsR03OD036495 · OD · BROAD INSTITUTE, INC. · PI XIA, BO · 2023 to 2023
$293k
NCI NIH HHS P01 CA229086NCI NIH HHS P30 CA013696NCI NIH HHS R01 CA252239NCI NIH HHS R35 CA253126NIA NIH HHS P01 AG051449NIH HHS DP5 OD033430NIH HHS R03 OD036495
6 · The paper itself

Abstract

Chromatin-associated proteins (CAPs), including over 1,600 transcription factors, bind directly or indirectly to the genomic DNA to regulate gene expression and determine a myriad of cell types. Mapping their genome-wide binding and co-binding landscape is essential towards a mechanistic understanding of their functions in gene regulation and resulting cellular phenotypes. However, due to the lack of techniques that effectively scale across proteins and biological samples, their genome-wide binding profiles remain challenging to obtain, particularly in primary cells. Here we present Chromnitron, a multimodal foundation model that accurately predicts CAP binding landscapes across hundreds of proteins in unseen cell types. Via

Identifiers

PMID40832322
PMCPMC12363962

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.