NECSO-based classification predicts immunotherapy efficacy and identifies FLAD1 as therapeutic target in kidney renal

Yitong Pan1,2, Rui Wu3, Xueyi Zhu4

  • 1Hunan Cancer Hospital and The Affiliated Cancer Hospital of Xiangya School of Medicine, Central South University, Changsha, Hunan, China.

Frontiers in Immunology
|August 12, 2026
PubMed
Abstract

Insights

Necrosis by Sodium Overload (NECSO) plays a role in kidney cancer immunity and growth. This study developed a NECSO score for prognosis and immunotherapy response prediction in kidney renal clear cell carcinoma (KIRC).

Area of Science:

  • Oncology
  • Immunology
  • Cell Death Research

Background:

  • Necrosis by Sodium Overload (NECSO) is a newly identified regulated cell death pathway.
  • Emerging evidence suggests NECSO's involvement in anti-tumor immunity and cancer cell proliferation.
  • The precise mechanisms and clinical significance of NECSO, particularly its prognostic value in kidney renal clear cell carcinoma (KIRC), remain under-investigated.

Purpose of the Study:

  • To investigate the role and prognostic significance of NECSO in KIRC.
  • To develop a predictive model for patient prognosis and immunotherapy response based on NECSO.
  • To identify novel biomarkers associated with NECSO and its impact on the tumor microenvironment.

Main Methods:

  • Non-negative Matrix Factorization (NMF) was used to classify KIRC patients into distinct NECSO subgroups.
  • A machine learning-based NECSO score (NECSOS) was developed and validated across multiple independent KIRC and pan-cancer cohorts, including single-cell and ICI-treated datasets.
  • Functional assays, including gain/loss-of-function studies and cytokine profiling, were performed to characterize the role of FLAD1.

Main Results:

  • Three distinct NECSO-associated subgroups were identified, revealing heterogeneity in the tumor microenvironment and immunotherapy response.
  • The developed NECSO model demonstrated high accuracy in predicting prognosis and response to immunotherapy in KIRC and pan-cancer settings.
  • FLAD1 was identified as a novel prognostic biomarker, promoting KIRC cell proliferation, migration, and invasion, and modulating the immune microenvironment by influencing T cell-recruiting chemokines and cytokines.

Conclusions:

  • A robust NECSO-based classification and prognostic model for KIRC has been established.
  • FLAD1 is validated as a prognostic biomarker and a functional driver of the necrosis-immunity axis in KIRC.
  • These findings offer clinically actionable tools for predicting KIRC patient outcomes and optimizing immunotherapy strategies.

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