Key Cell Types and Biomarkers in Heart Failure Identified through Analysis of Single-Cell and Bulk RNA Sequencing Data.

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"Conflicts of Interest The authors declare that there are no conflicts of interest regarding the publication of this paper."

"We would like to thank the GEO database for the data support, as well as the research groups who generously upload the data. Besides, we are grateful to Dongshan Sun, Biomechanics Center, South China University of Technology, for their technical guidance. This work was funded by the National Natural Science Foundation of China (grant numbers 31870928 and 32271360), the Natural Science Foundation of Guangdong Province, China (grant numbers 2021A1515010040 and 2023A1515010829), and the Overseas Master Project of Science and Technology Department of Guangdong Province (grant number x2swB2210620)."