Single-cell thiol profiling enabled by live-cell labeling reveals metabolic heterogeneity in ferroptosis

Thiols serve indispensable biochemical functions across catalysis, redox homeostasis and energy metabolism. However, profiling multiple thiols at the single-cell level remains challenging due to their trace amount and susceptibility to oxidation. Herein, we report an integrated strategy for thiol profiling at the single-cell level which combines live-cell labeling with organic mass cytometry. The live-cell labeling strategy facilitates the comprehensive measurement of intrinsic thiols with expanded coverage and improved sensitivity, while organic mass cytometry enables simultaneous quantification of 27 labeled thiols and 355 other metabolites from single cells. Assessment of metabolic fluctuation upon stimulation demonstrates practicability and accuracy of this integrated methodology which is capable of pathway activity monitoring, metabolic network mapping and untargeted metabolome profiling. Further application of this method in investigating RSL3-triggered ferroptosis reveals that RSL3 inhibits glutathione synthesis via nuclear factor E2-related factor 2- glutathione axis and results in heterogenous glutathione metabolism between subtypes.

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Publication Details

Journal
Nature Communications
Published
2026-03-03
DOI
https://doi.org/10.1038/s41467-026-70336-z
Primary Topic
Ferroptosis and cancer prognosis
Type
article
Field-Weighted Citation Impact
0.00

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article

Single-cell thiol profiling enabled by live-cell labeling reveals metabolic heterogeneity in ferroptosis

Shaojie Qin, Daiyu Miao, Q. Y. Li, Xiaoyun Liu et al.
Nature Communications
Ferroptosis and cancer prognosis
article

Single-cell thiol profiling enabled by live-cell labeling reveals metabolic heterogeneity in ferroptosis

Shaojie Qin, Daiyu Miao, Q. Y. Li, Xiaoyun Liu, Ying Wang, Yi Zhang, Yu Bai
article en

Abstract

Thiols serve indispensable biochemical functions across catalysis, redox homeostasis and energy metabolism. However, profiling multiple thiols at the single-cell level remains challenging due to their trace amount and susceptibility to oxidation. Herein, we report an integrated strategy for thiol profiling at the single-cell level which combines live-cell labeling with organic mass cytometry. The live-cell labeling strategy facilitates the comprehensive measurement of intrinsic thiols with expanded coverage and improved sensitivity, while organic mass cytometry enables simultaneous quantification of 27 labeled thiols and 355 other metabolites from single cells. Assessment of metabolic fluctuation upon stimulation demonstrates practicability and accuracy of this integrated methodology which is capable of pathway activity monitoring, metabolic network mapping and untargeted metabolome profiling. Further application of this method in investigating RSL3-triggered ferroptosis reveals that RSL3 inhibits glutathione synthesis via nuclear factor E2-related factor 2- glutathione axis and results in heterogenous glutathione metabolism between subtypes.

Nature Communications
Peking University (CN), Beijing National Laboratory for Molecular Sciences (CN)
National Natural Science Foundation of China
Affordable and clean energy
Openalex Percentile: Top 34%
Ferroptosis and cancer prognosis
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Single-cell thiol profiling enabled by live-cell labeling reveals metabolic heterogeneity in ferroptosis — Shaojie Qin, Daiyu Miao, et al. · Nature Communications (2026) | TGRS Research Map | TGRS