# Mutational insights and in silico characterization of NEK family kinases in OSCC patients from the Pakistani population

**Authors:** Fouzia Nawab, Wafa Naeem, Sadia Fatima, Muhammad Uzair Khan, Aamir Mehmood, Sadia Nawab, Ishaq Khan, Haseena Nawaz, Hilal Ahmad, Ali Talha Khalil, Ishtiaq Ahmad Khan, Muhammad Irfan, Mohammed Alorini, Syed Ali Khurram, Asif Ali

PMC · DOI: 10.3389/fbinf.2025.1750649 · Frontiers in Bioinformatics · 2026-02-04

## TL;DR

This study identifies mutations in NEK family kinases in Pakistani oral cancer patients, suggesting their role in cancer progression and potential as biomarkers.

## Contribution

The study reports novel NEK gene mutations in OSCC from a Pakistani cohort and links them to clinical outcomes.

## Key findings

- 46 mutations in NEK genes were identified, including 10.9% novel variants.
- NEK1 had the highest mutation frequency, with several mutations predicted to be destabilizing.
- NEK10 mutations were associated with improved survival, while NEK9 mutations linked to tobacco exposure.

## Abstract

Oral squamous cell carcinoma (OSCC) is a prevalent malignancy characterized by aggressive behavior, poor prognosis, and limited therapeutic options. Mutations in the NIMA-related kinase (NEK) family are increasingly implicated in tumorigenesis across various cancers. However, their contributions to OSCC pathogenesis remain largely unexplored.

Here, we employed whole-exome sequencing (WES) of formalin-fixed paraffin-embedded (FFPE) tissue blocks from 31 OSCC tumors and 9 adjacent paired normal samples derived from patients of Khyber Pakhtunkhwa (KP), Pakistan, to systematically profile NEK gene alterations. Subsequent in-silico analyses were performed to evaluate the structural and functional consequences of the identified mutations.

We identified 46 mutations overall (78.3% (36/46) somatic, 21.7% (10/46) germline), consisting of 82.6% (38/46) non-synonymous single-nucleotide variants (SNVs), 10.9% (5/46) frameshift deletions, 2.2% (1/26) non-frameshift deletions, and 4.3% (2/46) stop-gain mutations; notably, 10.9% (5/46) represented novel variants (not reported previously). NEK1 displayed the highest mutation frequency, followed by NEK10, NEK5, NEK11, NEK2, and NEK3. ISPRED-SEQ classified 37.0% (17/46) of mutations as residing at protein-protein interaction interfaces, indicating potential functional relevance, with several mutations including NEK1p.D409Y, NEK1p.N643K, NEK9 p.H174Y, NEK10 p.R275C, and NEK10 p.E596K predicted to be deleterious and destabilizing by multiple tools, occurring at conserved residues and altering structural stability via molecular dynamics simulations. Clinically, NEK4 mutations were significantly associated with tumor site (P=0.02), NEK9 with tobacco exposure (P=0.01), and NEK10 with improved overall survival (P=0.01). Mutations including NEK11p.E347V (31/31), NEK9p.R429H (23/31), NEK10p.L513S (15/31), NEK4p.P136A (7/31), NEK5p.K255Q (6/31) and NEK1 p.E650G (5/31) were found to be recurring mutations and can be validated further in large-scale studies for biomarker applicability.

Collectively, these findings suggest NEK mutations as candidate drivers of OSCC pathogenesis, underscoring their potential as prognostic biomarkers and therapeutic targets, particularly in tobacco-associated disease.

Flowchart illustrating a process from patient enrollment to survival analysis. Key stages include biopsy collection, FFPE block formation, DNA isolation, whole-exome sequencing, bioinformatics analysis, prediction of pathogenic variants, structural modeling, and association studies. Each stage is represented with corresponding icons and arrows indicating process flow.

## Linked entities

- **Genes:** NEK1 (NIMA related kinase 1) [NCBI Gene 4750], NEK10 (NIMA related kinase 10) [NCBI Gene 152110], NEK5 (NIMA related kinase 5) [NCBI Gene 341676], NEK11 (NIMA related kinase 11) [NCBI Gene 79858], NEK2 (NIMA related kinase 2) [NCBI Gene 4751], NEK3 (NIMA related kinase 3) [NCBI Gene 4752], NEK4 (NIMA related kinase 4) [NCBI Gene 6787], NEK9 (NIMA related kinase 9) [NCBI Gene 91754]
- **Diseases:** oral squamous cell carcinoma (MONDO:0004958)

## Full-text entities

- **Genes:** NEK5 (NIMA related kinase 5) [NCBI Gene 341676], NEK7 (NIMA related kinase 7) [NCBI Gene 140609], NEK2 (NIMA related kinase 2) [NCBI Gene 4751] {aka HsPK21, NEK2A, NLK1, PPP1R111, RP67}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, NEK1 (NIMA related kinase 1) [NCBI Gene 4750] {aka ALS24, NY-REN-55, OFD2, SRPS2, SRPS2A, SRTD6}, NEK8 (NIMA related kinase 8) [NCBI Gene 284086] {aka JCK, NEK12A, NPHP9, PKD8, RHPD2}, NEK10 (NIMA related kinase 10) [NCBI Gene 152110] {aka CILD44}, NEK9 (NIMA related kinase 9) [NCBI Gene 91754] {aka APUG, LCCS10, NC, NERCC, NERCC1}, NEK11 (NIMA related kinase 11) [NCBI Gene 79858], PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, NEK3 (NIMA related kinase 3) [NCBI Gene 4752] {aka HSPK36}, NEK6 (NIMA related kinase 6) [NCBI Gene 10783] {aka SID6-1512}, NEK4 (NIMA related kinase 4) [NCBI Gene 6787] {aka NRK2, STK2, pp12301}
- **Diseases:** swelling (MESH:D004487), toxicity (MESH:D064420), head and neck cancers (MESH:D006258), cancers (MESH:D009369), infection (MESH:D007239), gastric and pancreatic tumors (MESH:D010190), colorectal cancers (MESH:D015179), deaths (MESH:D003643), carcinogenic (MESH:D011230), tumorigenic (MESH:D002471), melanoma (MESH:D008545), HNSCC (MESH:D000077195), dental problems (MESH:D019973), oral cancer (MESH:D009062), oncogenes (MESH:D000074723), oral carcinogenesis (MESH:D063646), ovarian, colorectal, lung, and skin tumors (MESH:D010051), gastrointestinal cancers (MESH:D005770), lung adenocarcinoma (MESH:D000077192), gastric, colorectal, and breast cancers (MESH:D013274)
- **Chemicals:** hematoxylin (MESH:D006416), T-1101 tosylate (MESH:C000592509), H&amp;E (MESH:D006371), paraffin (MESH:D010232), HT1 (-), formalin (MESH:D005557), alcohol (MESH:D000438), eosin (MESH:D004801), agarose (MESH:D012685), water (MESH:D014867)
- **Species:** Homo sapiens (human, species) [taxon 9606], Nicotiana tabacum (American tobacco, species) [taxon 4097], Human immunodeficiency virus 1 (no rank) [taxon 11676], Areca catechu (areca-nut, species) [taxon 184783]
- **Mutations:** p.P136A, p.L513S, p.K255Q, p.H174Y, p.D409Y, p.N953Kfs*48, p.E650G, p.N643K, p.E347V, p.R429H, p.N643K, p.E596K, p.D742del, serine/threonine, p.K255Q, p.E624Rfs*19, p.R429H, p.H174Y, p.E650G, p.R275C, p.L270Vfs*2

## Full text

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## Figures

13 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12913394/full.md

## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC12913394/full.md

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Source: https://tomesphere.com/paper/PMC12913394