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Updated: Jul 12, 2026

Multiplex Immunofluorescence Combined with Spatial Image Analysis for the Clinical and Biological Assessment of the Tumor Microenvironment
Published on: June 2, 2023
Cross-layer multiomic and digital pathology analysis identifies a malignant keratinization state linked to immune
Xiao Chen1, Dongmei Zhou2, Yiting Lin1
1Department of Gynecology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, 350000, China.
Background:
Immune exclusion contributes to heterogeneous benefit from immunotherapy in cervical squamous carcinoma, but the malignant epithelial state most closely associated with this phenotype and its tissue- and morphology-level correlates remain unclear. We investigated whether a lesion-grade-associated malignant epithelial state was linked to immune-excluded tissue architecture and could be translated across transcriptomic and pathology modalities.
Methods:
We integrated single-cell RNA-seq discovery (GSE208653), spatial transcriptomic evaluation (GSE208654), bulk RNA-seq translation in primary squamous TCGA-CESC tumors, external whole-tumor evaluation in CGCI-HTMCP-CC, and whole-slide H&E analysis of 259 slides from 250 TCGA patients. External immune-focused datasets, a local neoadjuvant immunotherapy-treated cervical squamous carcinoma cohort, and a representative pilot whole-section multiplex immunofluorescence were used as supportive layers.
Results:
A basal-squamous stress keratinization (BSK) program was the malignant epithelial state most consistently associated with the cross-sectional normal-HSIL-squamous carcinoma spectrum. Across four spatial sections, BSK showed a section-consistent core-boundary-shell organization comprising a BSK-rich tumor core, a stromal-myeloid boundary, and a more peripheral lymphoid shell. In primary squamous TCGA-CESC tumors, this biology was translated most clearly into an epithelial-exclusion bulk state associated with fibro-myeloid niche enrichment and weaker engagement of inflamed/dysfunctional CD8 T-cell programs. Patient-level out-of-fold morphology scores from matched TCGA H&E slides correlated positively with epithelial exclusion, supporting a detectable histologic correlate within the matched pathology arm. In a local 18-patient neoadjuvant immunotherapy-treated cohort, H&E-derived morphology scores were associated with postoperative pathological response grade, providing exploratory clinical-pathology support rather than predictive validation. The exclusion-centered ordering was directionally preserved in CGCI-HTMCP-CC and aligned with stromal/EMT/TGFβ, angiogenesis, and more moderate gMDSC-related programs.
Conclusions:
BSK marks an exclusion-associated cervical squamous carcinoma state that is spatially organized, measurable in bulk transcriptomes, and partially reflected in routine histology. These findings provide a human-data-derived translational framework for future immune-access stratification and prospective biomarker testing but do not establish BSK as a causal driver or validated predictor of immunotherapy response.

