Evidence map›Paper›PMID 38405902›Full record

ArticlebioRxiv : the preprint server for biology2025

Integrated transcriptomic analysis of human induced pluripotent stem cell-derived osteogenic differentiation reveals a regulatory role of KLF16.

Ying Ru, Meng Ma, Xianxiao Zhou, Divya Kriti, Ninette Cohen, Sunita D'Souza, Christoph Schaniel, Susan M Motch Perrine, Sharon Kuo, Oksana Pichurin and 8 more

Open access · greenAbstract 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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed, 0 citations in OpenAlex.

  1. Review
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

18 authors at 9 institutions in 3 countries.

Ying RuDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Meng MaMount Sinai Genomics, Sema4, Stamford, CT, 06902, USA.
Xianxiao ZhouDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Divya KritiDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Ninette CohenDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Sunita D'SouzaDepartment of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Christoph SchanielDepartment of Cell, Developmental and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Susan M Motch PerrineDepartment of Anthropology, Pennsylvania State University, University Park, PA, 16802, USA.ORCID 0000-0003-3412-221X
Sharon KuoDepartment of Biomedical Sciences, University of Minnesota, Duluth, MN, 55812, USA.
Oksana PichurinDepartment of Clinical Genomics, Mayo Clinic, Rochester, MN, 55905, USA.
Dalila PintoDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Genevieve HousmanSection of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, 60637, USA.
Greg HolmesDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0003-0717-6722
Eric SchadtDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Harm van BakelDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0002-1376-6916
Bin ZhangDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Ethylin Wang JabsDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.
Meng WuDepartment of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA.ORCID 0000-0001-5512-9651
Icahn School of Medicine at Mount Sinai · USMayo Clinic · USPennsylvania State University · USUniversity of Chicago · USMayo Clinic in Florida · USNorthwell Health · USSema4 (United States) · USSt. Jude Children's Research Hospital · USUniversity of British Columbia · CA

Funding

Project III: Systems Biology of Bone in Coronal Nonsyndromic CraniosynostosisP01HD078233 · NICHD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI JABS, ETHYLIN WANG · 2014 to 2019
$7.0M
Mapping the role of long noncoding RNAs in gene regulatory networks in schizophreniaR01MH109715 · NIMH · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI PINTO, DALILA · 2018 to 2022
$4.0M
Genetic, Tissue, and Anatomical Interactions in Mandibulofacial DysmorphogenesisR01DE029832 · NIDCR · MAYO CLINIC ROCHESTER · PI JABS, ETHYLIN WANG, KAWASAKI, KAZUHIKO · 2021 to 2024
$2.9M
COVID and Translational Science supercomputer (CATS)S10OD030463 · OD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KOVATCH, PATRICIA · 2021 to 2021
$2.0M
Big Omics Data Engine 2 SupercomputerS10OD026880 · OD · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI KOVATCH, PATRICIA · 2019 to 2019
$2.0M
Mapping human brain cell type-specific isoform usage in ASDR21MH129817 · NIMH · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI PINTO, DALILA · 2022 to 2023
$465k
eQTL mapping in response to osteoarthritis induction in differentiated skeletal cell typesF32AR075397 · NIAMS · UNIVERSITY OF CHICAGO · PI HOUSMAN, GENEVIEVE · 2020 to 2022
$189k
NIAMS NIH HHS F32 AR075397NICHD NIH HHS P01 HD078233NIDCR NIH HHS R01 DE029832NIH HHS S10 OD026880NIH HHS S10 OD030463NIMH NIH HHS R01 MH109715NIMH NIH HHS R21 MH129817
6 · The paper itself

Abstract

Osteogenic differentiation is essential for bone development, metabolism, and repair; however, the underlying regulatory relationships among genes remain poorly understood. To elucidate the transcriptomic changes and identify novel regulatory genes involved in osteogenic differentiation, we differentiated mesenchymal stem cells (MSCs) derived from 20 human iPSC lines into preosteoblasts (preOBs) and osteoblasts (OBs). We then performed transcriptome profiling of MSCs, preOBs and OBs. The iPSC-derived MSCs and OBs showed similar transcriptome profiles to those of primary human MSCs and OBs, respectively. Differential gene expression analysis revealed global changes in the transcriptomes from MSCs to preOBs, and then to OBs, including the differential expression of 840 genes encoding transcription factors (TFs). TF regulatory network analysis uncovered a network comprising 451 TFs, organized into five interactive modules. Multiscale embedded gene co-expression network analysis (MEGENA) identified gene co-expression modules and key network regulators (KNRs). From these analyses,

Indexed as

bonedifferential gene expressioninduced pluripotent stem cellmesenchymal stem cellnetwork analysisosteoblastRNA sequencingsingle-cell RNA-seqsystems biologytranscription factor

Identifiers

PMID38405902
PMCPMC10888757
OpenAlexW4391755322

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.