TY - JOUR
T1 - Development and characterization of a mass cytometry panel for detecting the effect of acute doxorubicin exposure on murine cardiac nonmyocytes
AU - Iskra, Brian S.
AU - Davis, Logan
AU - Miller, Henry E.
AU - Chiu, Yu Chiao
AU - Bishop, Alexander J.R.
AU - Chen, Yidong
AU - Aune, Gregory J.
N1 - Funding Information:
This work was funded by St. Baldrick’s Foundation Scholar (Career Development Award) and Turn it Gold Foundation, Direct Laboratory Support (to G. J. Aune) and National Institutes of Health Grants T32GM113896/STXMSTP and F30 AG057213 (to B. S. Iskra).
Funding Information:
We thank the University of Texas San Antonio Genomics Core for assistance with the 10* Genomics platform, as well as the Greehey Genome Sequencing Facility, and the University of Texas Health San Antonio Bioanalytics and Single Cell Core for assistance with CyTOF data acquisition. This work was funded by St. Baldrick’s Foundation Scholar (Career Development Award) and Turn it Gold Foundation, Direct Laboratory Support (to G. J. Aune) and National Institutes of Health Grants T32GM113896/STXMSTP and F30 AG057213 (to B. S. Iskra).
Publisher Copyright:
Copyright © 2022 the American Physiological Society.
PY - 2022/7
Y1 - 2022/7
N2 - Childhood cancer survivors (CCSs) face lifelong side effects related to their treatment with chemotherapy. Anthracycline agents, such as doxorubicin (DOX), are important in the treatment of childhood cancers but are associated with cardiotoxicity. Cardiac toxicities represent a significant source of chronic disability that cancer survivors face; despite this, the chronic cardiotoxicity phenotype and how it relates to acute toxicity remains poorly defined. To address this critical knowledge gap, we studied the acute effect of DOX on murine cardiac nonmyocytes in vivo. Determination of the acute cellular effects of DOX on nonmyocytes, a cell pool with finite replicative capacity, provides a basis for understanding the pathogenesis of the chronic heart disease that CCSs face. To investigate the acute cellular effects of DOX, we present single-cell RNA sequencing (scRNAseq) data from homeostatic cardiac nonmyocytes and compare it with preexisting datasets, as well as a novel CyTOF datasets. SCANPY, a python-based single-cell analysis, was used to assess the heterogeneity of cells detected in scRNAseq and CyTOF. To further assist in CyTOF data annotation, joint analyses of scRNAseq and CyTOF data using an artificial neural network known as sparse autoencoder for clustering, imputation, and embedding (SAUCIE) are performed. Lastly, the panel is tested on a mouse model of acute DOX exposure at two time points (24 and 72 h) after the last dose of doxorubicin and examined with joint clustering. In sum, we report the first ever CyTOF study of cardiac nonmyocytes and characterize the effect of acute DOX exposure with scRNAseq and CyTOF.
AB - Childhood cancer survivors (CCSs) face lifelong side effects related to their treatment with chemotherapy. Anthracycline agents, such as doxorubicin (DOX), are important in the treatment of childhood cancers but are associated with cardiotoxicity. Cardiac toxicities represent a significant source of chronic disability that cancer survivors face; despite this, the chronic cardiotoxicity phenotype and how it relates to acute toxicity remains poorly defined. To address this critical knowledge gap, we studied the acute effect of DOX on murine cardiac nonmyocytes in vivo. Determination of the acute cellular effects of DOX on nonmyocytes, a cell pool with finite replicative capacity, provides a basis for understanding the pathogenesis of the chronic heart disease that CCSs face. To investigate the acute cellular effects of DOX, we present single-cell RNA sequencing (scRNAseq) data from homeostatic cardiac nonmyocytes and compare it with preexisting datasets, as well as a novel CyTOF datasets. SCANPY, a python-based single-cell analysis, was used to assess the heterogeneity of cells detected in scRNAseq and CyTOF. To further assist in CyTOF data annotation, joint analyses of scRNAseq and CyTOF data using an artificial neural network known as sparse autoencoder for clustering, imputation, and embedding (SAUCIE) are performed. Lastly, the panel is tested on a mouse model of acute DOX exposure at two time points (24 and 72 h) after the last dose of doxorubicin and examined with joint clustering. In sum, we report the first ever CyTOF study of cardiac nonmyocytes and characterize the effect of acute DOX exposure with scRNAseq and CyTOF.
KW - anthracyclines
KW - cardiotoxicity
KW - nonmyocytes
KW - single cell
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U2 - 10.1152/AJPHEART.00514.2021
DO - 10.1152/AJPHEART.00514.2021
M3 - Article
C2 - 35657614
AN - SCOPUS:85133102564
SN - 0363-6135
VL - 323
SP - H130-H145
JO - American Journal of Physiology
JF - American Journal of Physiology
IS - 1
ER -