Deciphering cellular complexity: advances and future directions in single-cell protein analysis

Single-cell protein analysis has emerged as a powerful tool for understanding cellular heterogeneity and deciphering the complex mechanisms governing cellular function and fate. This review provides a comprehensive examination of the latest methodologies, including sophisticated cell isolation techn...

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Main Authors: Qirui Zhao, Shan Li, Leonard Krall, Qianyu Li, Rongyuan Sun, Yuqi Yin, Jingyi Fu, Xu Zhang, Yonghua Wang, Mei Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Bioengineering and Biotechnology
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Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2024.1507460/full
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author Qirui Zhao
Qirui Zhao
Qirui Zhao
Shan Li
Shan Li
Shan Li
Leonard Krall
Leonard Krall
Leonard Krall
Qianyu Li
Rongyuan Sun
Yuqi Yin
Jingyi Fu
Xu Zhang
Xu Zhang
Xu Zhang
Yonghua Wang
Yonghua Wang
Yonghua Wang
Mei Yang
Mei Yang
Mei Yang
author_facet Qirui Zhao
Qirui Zhao
Qirui Zhao
Shan Li
Shan Li
Shan Li
Leonard Krall
Leonard Krall
Leonard Krall
Qianyu Li
Rongyuan Sun
Yuqi Yin
Jingyi Fu
Xu Zhang
Xu Zhang
Xu Zhang
Yonghua Wang
Yonghua Wang
Yonghua Wang
Mei Yang
Mei Yang
Mei Yang
author_sort Qirui Zhao
collection DOAJ
description Single-cell protein analysis has emerged as a powerful tool for understanding cellular heterogeneity and deciphering the complex mechanisms governing cellular function and fate. This review provides a comprehensive examination of the latest methodologies, including sophisticated cell isolation techniques (Fluorescence-Activated Cell Sorting (FACS), Magnetic-Activated Cell Sorting (MACS), Laser Capture Microdissection (LCM), manual cell picking, and microfluidics) and advanced approaches for protein profiling and protein-protein interaction analysis. The unique strengths, limitations, and opportunities of each method are discussed, along with their contributions to unraveling gene regulatory networks, cellular states, and disease mechanisms. The importance of data analysis and computational methods in extracting meaningful biological insights from the complex data generated by these technologies is also highlighted. By discussing recent progress, technological innovations, and potential future directions, this review emphasizes the critical role of single-cell protein analysis in advancing life science research and its promising applications in precision medicine, biomarker discovery, and targeted therapeutics. Deciphering cellular complexity at the single-cell level holds immense potential for transforming our understanding of biological processes and ultimately improving human health.
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publishDate 2025-01-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Bioengineering and Biotechnology
spelling doaj-art-f1e8726b4f13402ba7e8fdcb9f24d4b72025-01-14T06:10:28ZengFrontiers Media S.A.Frontiers in Bioengineering and Biotechnology2296-41852025-01-011210.3389/fbioe.2024.15074601507460Deciphering cellular complexity: advances and future directions in single-cell protein analysisQirui Zhao0Qirui Zhao1Qirui Zhao2Shan Li3Shan Li4Shan Li5Leonard Krall6Leonard Krall7Leonard Krall8Qianyu Li9Rongyuan Sun10Yuqi Yin11Jingyi Fu12Xu Zhang13Xu Zhang14Xu Zhang15Yonghua Wang16Yonghua Wang17Yonghua Wang18Mei Yang19Mei Yang20Mei Yang21Yunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaYunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaYunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaYunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaYunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaYunnan Key Laboratory of Cell Metabolism and Diseases, Yunnan University, Kunming, ChinaState Key Laboratory of Conservation and Utilization of Bio-Resources in Yunnan, Yunnan University, Kunming, ChinaCenter for Life Sciences, School of Life Sciences, Yunnan University, Kunming, ChinaSingle-cell protein analysis has emerged as a powerful tool for understanding cellular heterogeneity and deciphering the complex mechanisms governing cellular function and fate. This review provides a comprehensive examination of the latest methodologies, including sophisticated cell isolation techniques (Fluorescence-Activated Cell Sorting (FACS), Magnetic-Activated Cell Sorting (MACS), Laser Capture Microdissection (LCM), manual cell picking, and microfluidics) and advanced approaches for protein profiling and protein-protein interaction analysis. The unique strengths, limitations, and opportunities of each method are discussed, along with their contributions to unraveling gene regulatory networks, cellular states, and disease mechanisms. The importance of data analysis and computational methods in extracting meaningful biological insights from the complex data generated by these technologies is also highlighted. By discussing recent progress, technological innovations, and potential future directions, this review emphasizes the critical role of single-cell protein analysis in advancing life science research and its promising applications in precision medicine, biomarker discovery, and targeted therapeutics. Deciphering cellular complexity at the single-cell level holds immense potential for transforming our understanding of biological processes and ultimately improving human health.https://www.frontiersin.org/articles/10.3389/fbioe.2024.1507460/fullprotein-protein interactionproteomicssingle-cell analysissingle-cell isolationconventional approaches
spellingShingle Qirui Zhao
Qirui Zhao
Qirui Zhao
Shan Li
Shan Li
Shan Li
Leonard Krall
Leonard Krall
Leonard Krall
Qianyu Li
Rongyuan Sun
Yuqi Yin
Jingyi Fu
Xu Zhang
Xu Zhang
Xu Zhang
Yonghua Wang
Yonghua Wang
Yonghua Wang
Mei Yang
Mei Yang
Mei Yang
Deciphering cellular complexity: advances and future directions in single-cell protein analysis
Frontiers in Bioengineering and Biotechnology
protein-protein interaction
proteomics
single-cell analysis
single-cell isolation
conventional approaches
title Deciphering cellular complexity: advances and future directions in single-cell protein analysis
title_full Deciphering cellular complexity: advances and future directions in single-cell protein analysis
title_fullStr Deciphering cellular complexity: advances and future directions in single-cell protein analysis
title_full_unstemmed Deciphering cellular complexity: advances and future directions in single-cell protein analysis
title_short Deciphering cellular complexity: advances and future directions in single-cell protein analysis
title_sort deciphering cellular complexity advances and future directions in single cell protein analysis
topic protein-protein interaction
proteomics
single-cell analysis
single-cell isolation
conventional approaches
url https://www.frontiersin.org/articles/10.3389/fbioe.2024.1507460/full
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