Single-cell spatial analysis identifies ID1-high endothelial cells in tertiary lymphoid structures as predictors of durable response to immunotherapy in non-small cell lung cancer
Tertiary lymphoid structures (TLSs) maturity and cellular composition shape resistance or sensitivity to immune-checkpoint blockade (ICB) across cancers. Single-cell spatial resolution data for the endothelial compartment of TLSs are lacking; therefore, we investigated the cellular composition, endothelial dynamics, and cell-cell interactions within TLS regions. We applied high-resolution Xenium In Situ spatial transcriptomics to eight samples collected from non-small-cell lung cancers (NSCLC) (four after chemoimmunotherapy, four untreated), extracted 90 TLS regions, generated approximately 320,000 single-cell profiles from those regions, and analyzed the endothelial compartment within each TLS. We independently assessed the exploratory findings using multiplex immunofluorescence and survival analysis in a separate cohort of 45 patients receiving immunotherapy. Spatial mapping revealed a reproducible, B-cell-dominant TLS architecture across all samples. Mature TLSs contained CXCL13-rich follicular cores and were associated with a favorable prognosis. Within the endothelial compartment, high endothelial cells (HECs) forming high-endothelial venules (HEVs) segregated from other endothelial cells; in mature TLSs these HECs exhibited high inhibitor of DNA binding 1 (ID1) expression and an adhesion molecular signature, promoting lymphocyte recruitment. Patients with tumors harboring ID1-high HEVs showed higher response rates and pronounced survival advantage; multivariable analysis confirmed ID1-high status as an independent prognostic factor. Conversely, ICB exposure eventually reduced ID1 expression and adhesion molecule levels in HECs, impaired lymphocyte trafficking, and promoted a shift toward a remodeled endothelial state. ID1expression, linked to HEC differentiation during TLS maturation or ICB exposure, marks a functionally mature, lymphocyte-recruiting HEV that predict durable response to immunotherapy. These findings provide a novel mechanistic framework and practical biomarkers for HEV-centered immuno-oncology strategies in NSCLC.
Authors
- Kinnosuke Matsumoto (ORCID: https://orcid.org/0000-0002-4930-6997)
- Kiyonobu Ueno
- Shigeki Shimizu (ORCID: https://orcid.org/0000-0001-9675-2589)
- Yasushi Shintani
- A. Kumanogoh
- Fumitaka Muramatsu (ORCID: https://orcid.org/0000-0001-5899-3111)
- Osamu Morimura
- T Shiroyama
- Satoshi Tetsumoto
- Kensuke Hachiya
- Satoshi Nojima (ORCID: https://orcid.org/0000-0002-5124-0026)
- M. Tamiya
- Toshie Niki
- Nobuyuki Takakura (ORCID: https://orcid.org/0000-0003-0397-8605)
- Yuhei Kinehara
- Weizhen Jia
- Masahide Mori (ORCID: https://orcid.org/0009-0007-9223-3854)
- A. Osa
- A. Tamiya
- Naoki Okamoto
- Hidekazu Suzuki
- Yoshito Takeda
- Yoshimi Noda
- Toshiyuki Minami
Institutions
- Osaka University of Economics (JP)
- Japan Agency for Medical Research and Development (JP)
- Osaka Prefectural Medical Center (JP)
- Osaka City University (JP)
- Toyonaka Municipal Hospital (JP)
- Nishinomiya Municipal Central Hospital (JP)
- Osaka City General Hospital (JP)
- Toneyama National Hospital (JP)
- Suita Municipal Hospital (JP)
- Kinki Central Hospital (JP)
- Osaka International Cancer Institute (JP)
- Nippon Medical School Hospital (JP)
- NHO Kinki Chuo Chest Medical Center (JP)
- Osaka International University (JP)
- Hyogo University (JP)
- The University of Osaka (JP)
Publication Details
- Journal
- Cancer Cell International
- Published
- 2026-01-06
- DOI
- https://doi.org/10.1186/s12935-025-04161-7
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.00