Transcriptional network analysis in muscle reveals AP-1 as a partner of PGC-1α in the regulation of the hypoxic gene program
Open accessAbstract
Skeletal muscle tissue shows an extraordinary cellular plasticity, but the underlying molecular mechanisms are still poorly understood. Here, we use a combination of experimental and computational approaches to unravel the complex transcriptional network of muscle cell plasticity centered on the peroxisome proliferator-activated receptor γ coactivator 1α (PGC-1α), a regulatory nexus in endurance training adaptation. By integrating data on genome-wide binding of PGC-1α and gene expression upon PGC-1α overexpression with comprehensive computational prediction of transcription factor binding sites (TFBSs), we uncover a hitherto-underestimated number of transcription factor partners involved in mediating PGC-1α action. In particular, principal component analysis of TFBSs at PGC-1α binding regions predicts that, besides the well-known role of the estrogen-related receptor α (ERRα), the activator protein 1 complex (AP-1) plays a major role in regulating the PGC-1α-controlled gene program of the hypoxia response. Our findings thus reveal the complex transcriptional network of muscle cell plasticity controlled by PGC-1α.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Elevated intracellular Ca2+ levels cause activation of AP-1 in hypoxia in a HIF-independent manner.
“Interestingly, elevated intracellular Ca2+ levels caused activation of AP-1 in hypoxia in a HIF-independent manner.”
From HIF-1-Independent Mechanisms Regulating Metabolic Adaptation in Hypoxic Cancer Cells (2021) · cites this paper as [212]
The section on functional interaction between PGC-1α and AP-1 reports that their joint targets are enriched for a response to hypoxia. It does not say that elevated intracellular Ca2+ activates AP-1. The Discussion describes HIF-1α-independent angiogenesis mediated by PGC-1α, but does not establish that AP-1 activation in hypoxia is HIF-independent. Page numbers were unavailable in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measuredAP-1 acts together with the Estrogen Related Receptor to activate transcription of PGC-1α.
“it was reported to act together with the Estrogen Related Receptor to activate transcription of the peroxisome proliferator-activated receptor γ coactivator 1α (PGC-1α) [44].”
From 20-Hydroxyecdysone Boosts Energy Production and Biosynthetic Processes in Non-Transformed Mouse Cells (2024) · cites this paper as [44]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Ultrafast and memory-efficient alignment of short DNA sequences to the human genome.
Langmead, B., Trapnell, C., Pop, M., & Salzberg, S. L. (2009) · Genome Biology · doi:10.1186/gb-2009-10-3-r25 · Cited by 21,849 · see citing works
Bioconductor: open software development for computational biology and bioinformatics
Gentleman, R., Carey, V., Bates, D., Bolstad, B., Dettling, M., Dudoit, S., Ellis, B., Gautier, L., Ge, Y., Gentry, J., et al. (2004) · Genome Biology · doi:10.1186/gb-2004-5-10-r80 · Cited by 13,133 · see citing works
Massagué, J. (1998) · Annual Review of Biochemistry · doi:10.1146/annurev.biochem.67.1.753 · Cited by 7,571 · see citing works
T-Coffee: A novel method for fast and accurate multiple sequence alignment.
Notredame, C., Higgins, D., & Heringa, J. (2000) · Journal of Molecular Biology · doi:10.1006/jmbi.2000.4042 · Cited by 7,321 · see citing works
Evolutionarily conserved elements in vertebrate, insect, worm, and yeast genomes
Siepel, A., Bejerano, G., Pedersen, J. S., Hinrichs, A. S., Hou, M., Rosenbloom, K., Clawson, H., Spieth, J., Hillier, L. W., Richards, S., et al. (2005) · Genome Research · doi:10.1101/gr.3715005 · Cited by 4,408 · see citing works
The RXR heterodimers and orphan receptors
Mangelsdorf, D. J., & Evans, R. M. (1995) · Cell · doi:10.1016/0092-8674(95)90200-7 · Cited by 3,133 · see citing works
AP-1 as a regulator of cell life and death
Shaulian, E., & Karin, M. (2002) · Nature Cell Biology · doi:10.1038/ncb0502-e131 · Cited by 2,961 · cited 2× · see citing works
“The FOS-JUN-like motif, in particular, embodies the main binding elements of the AP-1 complex, which consist of different configurations of FOS, JUN, ATF, and MAF proteins (35, 41).”
BackgroundMuscles, exercise and obesity: skeletal muscle as a secretory organ
Pedersen, B. K., & Febbraio, M. A. (2012) · Nature Reviews Endocrinology · doi:10.1038/nrendo.2012.49 · Cited by 2,909 · see citing works
Transcriptional co-activator PGC-1α drives the formation of slow-twitch muscle fibres
Lin, J., Wu, H., Tarr, P. T., Zhang, C.-Y., Wu, Z., Boss, O., Michael, L. F., Puigserver, P., Isotani, E., Olson, E. N., et al. (2002) · Nature · doi:10.1038/nature00904 · Cited by 2,546 · see citing works
Hypoxia-inducible factors and the response to hypoxic stress
Majmundar, A. J., Wong, W. J., & Simon, M. C. (2010) · Molecular Cell · doi:10.1016/j.molcel.2010.09.022 · Cited by 2,380 · see citing works
Metabolic control through the PGC-1 family of transcription coactivators
Lin, J., Handschin, C., & Spiegelman, B. M. (2005) · Cell Metabolism · doi:10.1016/j.cmet.2005.05.004 · Cited by 2,130 · cited 1× · see citing works
“ing partners has not been compiled yet (15).”
BackgroundSelf-citationFos and jun: The AP-1 connection
Curran, T., & Franza, B. R. (1988) · Cell · doi:10.1016/0092-8674(88)90024-4 · Cited by 1,595 · see citing works
PGC-1 coactivators: inducible regulators of energy metabolism in health and disease
Finck, B. N. (2006) · Journal of Clinical Investigation · doi:10.1172/jci27794 · Cited by 1,427 · see citing works
Hai, T., & Curran, T. (1991) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.88.9.3720 · Cited by 1,321 · see citing works
FatiGO: a web tool for finding significant associations of Gene Ontology terms with groups of genes
Al‐Shahrour, F., Díaz‐Uriarte, R., & Dopazo, J. (2004) · Bioinformatics · doi:10.1093/bioinformatics/btg455 · Cited by 1,118 · see citing works
Handschin, C., & Spiegelman, B. M. (2006) · Endocrine Reviews · doi:10.1210/er.2006-0037 · Cited by 1,090 · see citing works
Self-citationThe role of exercise and PGC1α in inflammation and chronic disease
Handschin, C., & Spiegelman, B. M. (2008) · Nature · doi:10.1038/nature07206 · Cited by 1,083 · see citing works
Self-citationHIF-independent regulation of VEGF and angiogenesis by the transcriptional coactivator PGC-1α
Arany, Z., Foo, S.-Y., Ma, Y., Ruas, J. L., Bommi-Reddy, A., Girnun, G., Cooper, M., Laznik, D., Chinsomboon, J., Rangwala, S. M., et al. (2008) · Nature · doi:10.1038/nature06613 · Cited by 1,054 · see citing works
Sandri, M., Lin, J., Handschin, C., Yang, W., Arany, Z. P., Lecker, S. H., Goldberg, A. L., & Spiegelman, B. M. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0607795103 · Cited by 974 · see citing works
Self-citationMootha, V. K., Handschin, C., Arlow, D., Xie, X., St. Pierre, J., Sihag, S., Yang, W., Altshuler, D., Puigserver, P., Patterson, N., et al. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0401401101 · Cited by 688 · see citing works
Self-citationSchreiber, S., Emter, R., Hock, M. B., Knutti, D., Cardenas, J., Podvinec, M., Oakeley, E. J., & Kralli, A. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0308686101 · Cited by 657 · see citing works
Handschin, C., Chin, S., Li, P., Liu, F., Maratos-Flier, E., LeBrasseur, N. K., Yan, Z., & Spiegelman, B. M. (2007) · Journal of Biological Chemistry · doi:10.1074/jbc.m704817200 · Cited by 611 · see citing works
Self-citationActivation of PPARγ Coactivator-1 Through Transcription Factor Docking
Puigserver, P., Adelmant, G., Wu, Z., Fan, M., Xu, J., O’Malley, B. W., & Spiegelman, B. M. (1999) · Science · doi:10.1126/science.286.5443.1368 · Cited by 596 · see citing works
Nuclear Receptor Coregulators: Judges, Juries, and Executioners of Cellular Regulation
Lonard, D. M., & O’Malley, B. W. (2007) · Molecular Cell · doi:10.1016/j.molcel.2007.08.012 · Cited by 489 · see citing works
Huss, J. M., Pineda‐Torra, I., Staels, B., Giguère, V., & Kelly, D. P. (2004) · Molecular and Cellular Biology · doi:10.1128/mcb.24.20.9079-9091.2004 · Cited by 485 · see citing works
STAMP: a web tool for exploring DNA-binding motif similarities
Mahony, S., & Benos, P. V. (2007) · Nucleic Acids Research · doi:10.1093/nar/gkm272 · Cited by 469 · see citing works
The FANTOM Consortium, & Riken Omics Science Center (2009) · Nature Genetics · doi:10.1038/ng.375 · Cited by 427 · see citing works
Biological control through regulated transcriptional coactivators
Spiegelman, B. M., & Heinrich, R. (2004) · Cell · doi:10.1016/j.cell.2004.09.037 · Cited by 377 · see citing works
Handschin, C., Choi, C. S., Chin, S., Kim, S., Kawamori, D., Kurpad, A. J., Neubauer, N., Hu, J., Mootha, V. K., Kim, Y.-B., et al. (2007) · Journal of Clinical Investigation · doi:10.1172/jci31785 · Cited by 335 · see citing works
Self-citationThe Expanding Cosmos of Nuclear Receptor Coactivators
Lonard, D. M., & O’Malley, B. W. (2006) · Cell · doi:10.1016/j.cell.2006.04.021 · Cited by 317 · see citing works
PhyloGibbs: A Gibbs Sampling Motif Finder That Incorporates Phylogeny
Siddharthan, R., Siggia, E. D., & van Nimwegen, E. (2005) · PLoS Computational Biology · doi:10.1371/journal.pcbi.0010067 · Cited by 277 · see citing works
mTORC1 Signaling under Hypoxic Conditions Is Controlled by ATM-Dependent Phosphorylation of HIF-1α
Cam, H., Easton, J. B., High, A., & Houghton, P. J. (2010) · Molecular Cell · doi:10.1016/j.molcel.2010.10.030 · Cited by 266 · see citing works
Wallberg, A. E., Yamamura, S., Malik, S., Spiegelman, B. M., & Roeder, R. G. (2003) · Molecular Cell · doi:10.1016/s1097-2765(03)00391-5 · Cited by 247 · see citing works
Sequence-specific regulator Prdm14 safeguards mouse ESCs from entering extraembryonic endoderm fates
Ma, Z., Swigut, T., Valouev, A., Rada-Iglesias, Á., & Wysocka, J. (2010) · Nature Structural & Molecular Biology · doi:10.1038/nsmb.2000 · Cited by 199 · see citing works
Eisele, P. S., Salatino, S., Sobek, J., Hottiger, M. O., & Handschin, C. (2013) · Journal of Biological Chemistry · doi:10.1074/jbc.m112.375253 · Cited by 187 · see citing works
Self-citationLi, S., Liu, C., Li, N., Hao, T., Han, T., HILL, D. E., Vidal, M., & Lin, J. D. (2008) · Cell Metabolism · doi:10.1016/j.cmet.2008.06.013 · Cited by 167 · see citing works
Summermatter, S., Santos, G., Pérez‐Schindler, J., & Handschin, C. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1212976110 · Cited by 137 · see citing works
Self-citationThe biology of PGC-1α and its therapeutic potential
Handschin, C. (2009) · Trends in Pharmacological Sciences · doi:10.1016/j.tips.2009.03.006 · Cited by 108 · see citing works
Self-citationPGC-1α Improves Glucose Homeostasis in Skeletal Muscle in an Activity-Dependent Manner
Summermatter, S., Shui, G., Maag, D., Santos, G., Wenk, M. R., & Handschin, C. (2012) · Diabetes · doi:10.2337/db12-0291 · Cited by 96 · see citing works
Self-citationArnold, P., Erb, I., Pachkov, M. V., Molina, N., & van Nimwegen, E. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr695 · Cited by 85 · see citing works
Wagner, P. D. (2001) · Advances in experimental medicine and biology · doi:10.1007/978-1-4757-3401-0_4 · Cited by 73 · see citing works
A highly integrated and complex PPARGC1A transcription factor binding network in HepG2 cellsPreprint
Charos, A. E., Reed, B. D., Raha, D., Szekely, A. M., Weissman, S. M., & Snyder, M. P. (2012) · Genome Research · doi:10.1101/gr.127761.111 · Cited by 71 · see citing works
Handschin, C. (2010) · Journal of Receptors and Signal Transduction · doi:10.3109/10799891003641074 · Cited by 56 · see citing works
Self-citationPérez‐Schindler, J., Summermatter, S., Santos, G., Zorzato, F., & Handschin, C. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1312039110 · Cited by 46 · see citing works
Self-citationPino, E. C., Wang, H., McDonald, M. E., Qiang, L., & Farmer, S. R. (2012) · Journal of Biological Chemistry · doi:10.1074/jbc.m112.350918 · Cited by 27 · see citing works
Glucocorticoid receptor mediated repression of human insulin gene expression is regulated by PGC-1α
Jang, W. G., Kim, E., Park, K., Park, Y. B., Choi, H.-S., Kim, H.-J., Kim, Y. D., Kim, K., Lee, K.-U., & Lee, I. (2006) · Biochemical and Biophysical Research Communications · doi:10.1016/j.bbrc.2006.11.074 · Cited by 22 · see citing works
Zhao, J., Li, L., Pei, Z., Li, Z., Wei, H. J., Zhang, B., Peng, Y., Wang, Y., Tao, Y., & Huang, R. (2012) · Brain Research · doi:10.1016/j.brainres.2012.01.059 · Cited by 16 · see citing works
PGC-1α Regulates Hepatic Hepcidin Expression and Iron Homeostasis in Response to inflammation
Qian, J., Chen, S., Huang, Y., Shi, X., & Liu, C. (2013) · Molecular Endocrinology · doi:10.1210/me.2012-1345 · Cited by 9 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
HIF-1-Independent Mechanisms Regulating Metabolic Adaptation in Hypoxic Cancer Cells
Lee, S.-H., Golinska, M., & Griffiths, J. R. (2021) · Cells · doi:10.3390/cells10092371 · Cited by 169 · see citing works
The Role of the Skeletal Muscle Secretome in Mediating Endurance and Resistance Training Adaptations
Leuchtmann, A. B., Adak, V., Dilbaz, S., & Handschin, C. (2021) · Frontiers in Physiology · doi:10.3389/fphys.2021.709807 · Cited by 84 · see citing works
Self-citationChandra, R., Engeln, M., Francis, T. C., Konkalmatt, P., Patel, D., & Lobo, M. K. (2017) · Biological Psychiatry · doi:10.1016/j.biopsych.2016.10.024 · Cited by 35 · see citing works
New targets to alleviate skeletal muscle inflammation: Role of microRNAs regulated by adiponectin
Boursereau, R., Abou-Samra, M., Lecompte, S., Noel, L., & Brichard, S. M. (2017) · Scientific Reports · doi:10.1038/srep43437 · Cited by 18 · see citing works
Shuvalov, O., Kirdeeva, Y., Fefilova, E., Daks, A., Fedorova, O., Parfenyev, S., Nazarov, A., Vlasova, Y., Krasnov, G. S., & Barlev, N. A. (2024) · Antioxidants · doi:10.3390/antiox13111349 · Cited by 9 · see citing works
- Authors
- Baresic, M., Salatino, S., Kupr, B., van Nimwegen, E., & Handschin, C.
- Affiliations
- Focal Area Growth and Development, Biozentrum, University of Basel
- SIB Swiss Institute of Bioinformatics (CH)
- University of Basel (CH)
- Focal Area Computational and Systems Biology, Biozentrum, University of Basel
- Venue
- Molecular and Cellular Biology
- Publisher
- Informa UK Limited
- Published
- 2014-08-01
- Volume
- 34
- Issue
- 16
- Pages
- 2996-3012
- ISSN
- 0270-7306 (ISSN-L)
- 1098-5549
- PMC
- PMC4135604
- OpenAlex
- W2104219345
- Cited by
- 40
- References
- 49
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 5 · 2023: 1 · 2022: 1 · 2021: 4 · 2019: 4 · 2018: 5 · 2017: 4 · 2016: 9 · 2015: 3
- FWCI
- 3.56
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Molecular and Cellular Biology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- edoc (University of Basel) (acceptedVersion)
- Zurich Open Repository and Archive (University of Zurich) (acceptedVersion, other-oa)
- Zurich Open Repository and Archive (University of Zurich) (submittedVersion, other-oa)
- Zurich Open Repository and Archive (University of Zurich)
- edoc (University of Basel)
- Funders
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (135397)
- Topics
- Health Sciences › Medicine › Physiology › Adipose Tissue and Metabolism
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetics and Physical Performance
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Peroxisome Proliferator-Activated Receptors
- Keywords
- PGC-1α, AP-1, transcriptional regulatory networks, skeletal muscle plasticity, endurance training adaptation, hypoxia response, transcription factor binding sites, estrogen-related receptor alpha, transcriptional coactivator, gene expression regulation
- MeSH terms
- Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha, ERRalpha Estrogen-Related Receptor, Animals, Binding Sites, Cell Line, DNA-Binding Proteins, Gene Expression Regulation, Receptors, Estrogen, Transcription Factors, Cell Hypoxia, Muscle Fibers, Skeletal, Transcription Factor AP-1, Principal Component Analysis, RNA Interference, PPAR gamma, Mice, Gene Regulatory Networks
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review