# Multi-omics profiling of sodium-overload (NECSO) programs identifies NEK8 as a central driver of colorectal cancer progression through single-cell and spatial transcriptomics

**Authors:** Yanchao Ji, Bo Yu, Xuedong Yin, Tianqi Yu, Xu Wu, Zongrui Zhao, Zheng Wang, Xiangjie Gao, Jiajun Zhao, Zhihao Fang, Yaxuan Wang, Yingnan Yu

PMC · DOI: 10.3389/fimmu.2026.1765055 · Frontiers in Immunology · 2026-02-10

## TL;DR

This study identifies NEK8 as a key driver of colorectal cancer progression using multi-omics and spatial data, offering a new way to predict patient outcomes and guide treatment.

## Contribution

The study introduces a novel NECSO-based five-gene signature and identifies NEK8 as a central driver of CRC progression and immune suppression.

## Key findings

- The NECSO-derived five-gene signature stratifies CRC patients into high- and low-risk groups with distinct survival outcomes.
- NEK8 is significantly overexpressed in CRC and correlates with immune suppression and poor prognosis.
- NEK8 knockdown inhibits CRC cell proliferation, migration, and invasion, suggesting its therapeutic potential.

## Abstract

Colorectal cancer (CRC) is a leading cause of cancer-related death, often marked by intratumoral heterogeneity, immune evasion, and therapeutic resistance. Recent advancements in single-cell and spatial transcriptomics have enabled a deeper understanding of the tumor microenvironment (TME), revealing key insights into metabolic reprogramming and immune suppression. This study focuses on the role of sodium-overload cell death (NECSO) and its interaction with immune modulation in CRC pathogenesis.

We employed an integrated multi-omic approach combining single-cell RNA-sequencing (scRNA-seq) and spatial transcriptomics (ST) to identify key NECSO-related genes in CRC. Through differential expression analysis and LASSO-Cox regression modeling, we developed a NECSO-based prognostic model. We validated our findings using TCGA and GEO datasets, assessing immune infiltration and spatial gene localization to determine the relationship between NEK8 and immune modulation.

Our NECSO-derived five-gene signature (NEK8, DRD4, EPHB2, CYTH2, ACOT11) effectively stratified CRC patients into high- and low-risk groups. High-risk patients exhibited reduced immune cell infiltration, particularly CD8+ T cells, and showed poorer survival outcomes. Single-cell and spatial data confirmed the upregulation of NECSO activity in malignant epithelial cells and its association with immune suppression. NEK8, a central driver in the NECSO program, was significantly overexpressed in CRC and correlated with poor prognosis. Functional assays revealed that NEK8 knockdown inhibited CRC cell proliferation, migration, and invasion, reinforcing its potential as a therapeutic target.

The NECSO-derived signature provides a novel prognostic tool that integrates immune evasion and metabolic reprogramming in CRC. NEK8 plays a pivotal role in shaping the immune landscape and could serve as a biomarker for immunotherapy response, offering a pathway for personalized treatment strategies in precision oncology.

## Linked entities

- **Genes:** NEK8 (NIMA related kinase 8) [NCBI Gene 284086], DRD4 (dopamine receptor D4) [NCBI Gene 1815], EPHB2 (EPH receptor B2) [NCBI Gene 2048], CYTH2 (cytohesin 2) [NCBI Gene 9266], ACOT11 (acyl-CoA thioesterase 11) [NCBI Gene 26027]
- **Diseases:** colorectal cancer (MONDO:0005575), CRC (MONDO:0005575)

## Full-text entities

- **Genes:** MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, CD44 (CD44 molecule (IN blood group)) [NCBI Gene 960] {aka CDW44, CSPG8, ECM-III, ECMR-III, H-CAM, HCELL}, PPIA (peptidylprolyl isomerase A) [NCBI Gene 5478] {aka CYPA, CYPH, HEL-S-69p}, SPATA2 (spermatogenesis associated 2) [NCBI Gene 9825] {aka PD1, PPP1R145, tamo}, GATA2 (GATA binding protein 2) [NCBI Gene 2624] {aka DCML, IMD21, MONOMAC, NFE1B}, S100A8 (S100 calcium binding protein A8) [NCBI Gene 6279] {aka 60B8AG, CAGA, CFAG, CGLA, CP-10, L1Ag}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, CD79A (CD79a molecule) [NCBI Gene 973] {aka IGA, IGAlpha, MB-1, MB1}, EPHB2 (EPH receptor B2) [NCBI Gene 2048] {aka BDPLT22, CAPB, DRT, EK5, EPHT3, ERK}, CYTH2 (cytohesin 2) [NCBI Gene 9266] {aka ARNO, CTS18, CTS18.1, PSCD2, PSCD2L, SEC7L}, ITLN1 (intelectin 1) [NCBI Gene 55600] {aka HL-1, HL1, INTL, ITLN, LFR, hIntL}, POTEF (POTE ankyrin domain family member F) [NCBI Gene 728378] {aka A26C1B, POTE2alpha, POTEACTIN}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, CD68 (CD68 molecule) [NCBI Gene 968] {aka GP110, LAMP4, SCARD1}, CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, ITGA6 (integrin subunit alpha 6) [NCBI Gene 3655] {aka CD49f, ITGA6A, ITGA6B, JEB6, VLA-6}, AP1G2 (adaptor related protein complex 1 subunit gamma 2) [NCBI Gene 8906] {aka G2AD}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, DRD4 (dopamine receptor D4) [NCBI Gene 1815] {aka D4DR}, GGH (gamma-glutamyl hydrolase) [NCBI Gene 8836] {aka GATD10, GH}, VEGFA (vascular endothelial growth factor A) [NCBI Gene 7422] {aka L-VEGF, MVCD1, VEGF, VPF}, CCL5 (C-C motif chemokine ligand 5) [NCBI Gene 6352] {aka D17S136E, RANTES, SCYA5, SIS-delta, SISd, TCP228}, PCK1 (phosphoenolpyruvate carboxykinase 1) [NCBI Gene 5105] {aka PCKDC, PEPCK-C, PEPCK1, PEPCKC}, CXCL10 (C-X-C motif chemokine ligand 10) [NCBI Gene 3627] {aka C7, IFI10, INP10, IP-10, SCYB10, crg-2}, TRPM4 (transient receptor potential cation channel subfamily M member 4) [NCBI Gene 54795] {aka EKVP6, LTrpC4, PFHB1B, TRPM4B, hTRPM4}, MDK (midkine) [NCBI Gene 4192] {aka ARAP, MK, NEGF2}, CTLA4 (cytotoxic T-lymphocyte associated protein 4) [NCBI Gene 1493] {aka ALPS5, CD, CD152, CELIAC3, CTLA-4, GRD4}, ACOT11 (acyl-CoA thioesterase 11) [NCBI Gene 26027] {aka BFIT, STARD14, THEA, THEM1}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, CD28 (CD28 molecule) [NCBI Gene 940] {aka IMD123, Tp44}, ITGB1 (integrin subunit beta 1) [NCBI Gene 3688] {aka CD29, FNRB, GPIIA, MDF2, MSK12, VLA-BETA}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, CD19 (CD19 molecule) [NCBI Gene 930] {aka B4, CVID3}, SHROOM4 (shroom family member 4) [NCBI Gene 57477] {aka MRXSSDS, SHAP, shrm4}, DOCK2 (dedicator of cytokinesis 2) [NCBI Gene 1794] {aka IMD40}, CD74 (CD74 molecule) [NCBI Gene 972] {aka CLIP, DHLAG, HLADG, II, Ia-GAMMA, p33}, HSP90AA1 (heat shock protein 90 alpha family class A member 1) [NCBI Gene 3320] {aka EL52, HEL-S-65p, HSP86, HSP89A, HSP90A, HSP90N}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, EPCAM (epithelial cell adhesion molecule) [NCBI Gene 4072] {aka Ber-Ep4, BerEp4, DIAR5, EGP-2, EGP314, EGP40}, NEK8 (NIMA related kinase 8) [NCBI Gene 284086] {aka JCK, NEK12A, NPHP9, PKD8, RHPD2}, CD3D (CD3 delta subunit of T-cell receptor complex) [NCBI Gene 915] {aka CD3-DELTA, CD3DELTA, IMD19, T3D}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}
- **Diseases:** cutaneous T-cell lymphoma (MESH:D016410), LIHC), and pancreatic (PAAD) cancers (MESH:D010190), Pan-cancer (MESH:D009369), lung adenocarcinoma and squamous carcinoma (MESH:D000077192), gastric cancer (MESH:D013274), COAD (MESH:D029424), HNSC (MESH:D000077195), hypoxia (MESH:D000860), esophageal (MESH:D004941), breast (MESH:D061325), CRC (MESH:D015179), infection (MESH:D007239), sodium (MESH:C562576), TIDE (MESH:D007154), gastric (MESH:D013272), dysfunction (MESH:D006331), liver ( (MESH:D017093), BRCA (MESH:D001941)
- **Chemicals:** methanol (MESH:D000432), streptomycin (MESH:D013307), water (MESH:D014867), CCK-8 (MESH:D012844), TRIzol (MESH:C411644), SDS (MESH:D012967), ethanol (MESH:D000431), pentose (MESH:D010429), BCA (-), PI (MESH:D011419), bile acid (MESH:D001647), crystal violet (MESH:D005840), glucuronate (MESH:D020723), Na+ (MESH:D012964), penicillin (MESH:D010406), puromycin (MESH:D011691), SAHA (MESH:D000077337), fatty-acid (MESH:D005227), SYBR Green (MESH:C098022), CO2 (MESH:D002245), lipid (MESH:D008055), PBS (MESH:D007854), hydrogen (MESH:D006859), PVDF (MESH:C024865)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** HCT-116 — Homo sapiens (Human), Colon carcinoma, Cancer cell line (CVCL_0291), SW480 — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_0546), NCM460 — Homo sapiens (Human), Spontaneously immortalized cell line (CVCL_0460)

## Full text

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## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929418/full.md

## References

66 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929418/full.md

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Source: https://tomesphere.com/paper/PMC12929418