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Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation

BACKGROUND: Human-induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CM) are a promising disease model, even though hiPSC-CMs cultured for extended periods display an undifferentiated transcriptional landscape. MiRNA–target gene interactions contribute to fine-tuning the genetic program gov...

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Autores principales: Muñoz, Juan J. A. M., Dariolli, Rafael, da Silva, Caio Mateus, Neri, Elida A., Valadão, Iuri C., Turaça, Lauro Thiago, Lima, Vanessa M., de Carvalho, Mariana Lombardi Peres, Velho, Mariliza R., Sobie, Eric A., Krieger, Jose E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9438174/
https://www.ncbi.nlm.nih.gov/pubmed/36056380
http://dx.doi.org/10.1186/s13287-022-03138-x
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author Muñoz, Juan J. A. M.
Dariolli, Rafael
da Silva, Caio Mateus
Neri, Elida A.
Valadão, Iuri C.
Turaça, Lauro Thiago
Lima, Vanessa M.
de Carvalho, Mariana Lombardi Peres
Velho, Mariliza R.
Sobie, Eric A.
Krieger, Jose E.
author_facet Muñoz, Juan J. A. M.
Dariolli, Rafael
da Silva, Caio Mateus
Neri, Elida A.
Valadão, Iuri C.
Turaça, Lauro Thiago
Lima, Vanessa M.
de Carvalho, Mariana Lombardi Peres
Velho, Mariliza R.
Sobie, Eric A.
Krieger, Jose E.
author_sort Muñoz, Juan J. A. M.
collection PubMed
description BACKGROUND: Human-induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CM) are a promising disease model, even though hiPSC-CMs cultured for extended periods display an undifferentiated transcriptional landscape. MiRNA–target gene interactions contribute to fine-tuning the genetic program governing cardiac maturation and may uncover critical pathways to be targeted. METHODS: We analyzed a hiPSC-CM public dataset to identify time-regulated miRNA–target gene interactions based on three logical steps of filtering. We validated this process in silico using 14 human and mouse public datasets, and further confirmed the findings by sampling seven time points over a 30-day protocol with a hiPSC-CM clone developed in our laboratory. We then added miRNA mimics from the top eight miRNAs candidates in three cell clones in two different moments of cardiac specification and maturation to assess their impact on differentiation characteristics including proliferation, sarcomere structure, contractility, and calcium handling. RESULTS: We uncovered 324 interactions among 29 differentially expressed genes and 51 miRNAs from 20,543 transcripts through 120 days of hiPSC-CM differentiation and selected 16 genes and 25 miRNAs based on the inverse pattern of expression (Pearson R-values < − 0.5) and consistency in different datasets. We validated 16 inverse interactions among eight genes and 12 miRNAs (Person R-values < − 0.5) during hiPSC-CMs differentiation and used miRNAs mimics to verify proliferation, structural and functional features related to maturation. We also demonstrated that miR-124 affects Ca(2+) handling altering features associated with hiPSC-CMs maturation. CONCLUSION: We uncovered time-regulated transcripts influencing pathways affecting cardiac differentiation/maturation axis and showed that the top-scoring miRNAs indeed affect primarily structural features highlighting their role in the hiPSC-CM maturation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13287-022-03138-x.
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spelling pubmed-94381742022-09-03 Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation Muñoz, Juan J. A. M. Dariolli, Rafael da Silva, Caio Mateus Neri, Elida A. Valadão, Iuri C. Turaça, Lauro Thiago Lima, Vanessa M. de Carvalho, Mariana Lombardi Peres Velho, Mariliza R. Sobie, Eric A. Krieger, Jose E. Stem Cell Res Ther Research BACKGROUND: Human-induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CM) are a promising disease model, even though hiPSC-CMs cultured for extended periods display an undifferentiated transcriptional landscape. MiRNA–target gene interactions contribute to fine-tuning the genetic program governing cardiac maturation and may uncover critical pathways to be targeted. METHODS: We analyzed a hiPSC-CM public dataset to identify time-regulated miRNA–target gene interactions based on three logical steps of filtering. We validated this process in silico using 14 human and mouse public datasets, and further confirmed the findings by sampling seven time points over a 30-day protocol with a hiPSC-CM clone developed in our laboratory. We then added miRNA mimics from the top eight miRNAs candidates in three cell clones in two different moments of cardiac specification and maturation to assess their impact on differentiation characteristics including proliferation, sarcomere structure, contractility, and calcium handling. RESULTS: We uncovered 324 interactions among 29 differentially expressed genes and 51 miRNAs from 20,543 transcripts through 120 days of hiPSC-CM differentiation and selected 16 genes and 25 miRNAs based on the inverse pattern of expression (Pearson R-values < − 0.5) and consistency in different datasets. We validated 16 inverse interactions among eight genes and 12 miRNAs (Person R-values < − 0.5) during hiPSC-CMs differentiation and used miRNAs mimics to verify proliferation, structural and functional features related to maturation. We also demonstrated that miR-124 affects Ca(2+) handling altering features associated with hiPSC-CMs maturation. CONCLUSION: We uncovered time-regulated transcripts influencing pathways affecting cardiac differentiation/maturation axis and showed that the top-scoring miRNAs indeed affect primarily structural features highlighting their role in the hiPSC-CM maturation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13287-022-03138-x. BioMed Central 2022-09-02 /pmc/articles/PMC9438174/ /pubmed/36056380 http://dx.doi.org/10.1186/s13287-022-03138-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Muñoz, Juan J. A. M.
Dariolli, Rafael
da Silva, Caio Mateus
Neri, Elida A.
Valadão, Iuri C.
Turaça, Lauro Thiago
Lima, Vanessa M.
de Carvalho, Mariana Lombardi Peres
Velho, Mariliza R.
Sobie, Eric A.
Krieger, Jose E.
Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title_full Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title_fullStr Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title_full_unstemmed Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title_short Time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
title_sort time-regulated transcripts with the potential to modulate human pluripotent stem cell-derived cardiomyocyte differentiation
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9438174/
https://www.ncbi.nlm.nih.gov/pubmed/36056380
http://dx.doi.org/10.1186/s13287-022-03138-x
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