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Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma

Tiancai Zhang et al · Nature Portfolio · 2026

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Abstract Intrahepatic cholangiocarcinoma (iCCA) is an aggressive malignancy characterized by profound molecular heterogeneity and poor prognosis. Programmed cell death (PCD) regulates tumor progression and shapes the tumor immune microenvironment (TME), yet the roles of distinct PCD subtypes in iCCA remain elusive. Here, we integrated bulk and single-cell transcriptomic datasets derived exclusively from intrahepatic cholangiocarcinoma (iCCA) in TCGA, GEO, and the fan_match cohort, and curated genes representing 21 PCD subtypes. Among 117 machine-learning algorithm combinations, a backward stepwise Cox regression (StepCox) combined with random survival forests (RSF) constructed a robust nine-gene prognostic signature (ATF6, ACVR1, ACAP2, C6orf136, CD4, ABCB9, ABCC1, CSNK2A2, ABCG1) that consistently stratified patients into high- and low-risk groups with distinct outcomes across independent cohorts. High-risk patients exhibited inferior survival, greater immunosuppressive features, elevated TME scores, and enrichment of inflammatory pathways. The PCD score demonstrated predictive value for immunotherapy response across multiple independent cohorts. Single-cell analyses further revealed increased regulatory T-cell infiltration and more complex intercellular communication in high-risk tumors, whereas low-risk tumors displayed stronger collagen signaling and a less immunosuppressive tumor immune microenvironment. Collectively, these findings underscore the importance of PCD-related genes for prognosis and for predicting immunotherapy response in iCCA, and provide a practical framework for risk stratification and therapeutic decision-making.

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APA 7

al, T. Z. E. (2026). Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma. https://doi.org/10.1038/s41598-026-44332-8

MLA

al, Tiancai Zhang et. "Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma." 2026. https://doi.org/10.1038/s41598-026-44332-8.

Chicago

al, Tiancai Zhang et. 2026. "Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma.". https://doi.org/10.1038/s41598-026-44332-8.

Harvard

al, T. Z. E. 2026, Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma, Nature Portfolio, available at: https://doi.org/10.1038/s41598-026-44332-8 [Accessed 29 Jun. 2026].

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Título
Single-cell and bulk transcriptomic analyses uncover immune subtypes associated with programmed cell death features in intrahepatic cholangiocarcinoma
Autor / colaboradores
Tiancai Zhang et al
Editorial
Nature Portfolio
Año de publicación
2026
ISSN
2045-2322
ISSN
2045-2322
Idioma
eng

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