# Genetically Shared Signatures Between COVID-19 and Cancer Identified Through In Silico Case–Control Analysis

**Authors:** Ammar Yasir Ahmed Ahmed, Sevinç Akçay

PMC · DOI: 10.3390/genes17020150 · Genes · 2026-01-28

## TL;DR

This study finds shared genetic patterns between severe COVID-19 and certain cancers, suggesting common immune and inflammatory mechanisms.

## Contribution

The study identifies shared molecular and regulatory features between severe COVID-19 and aggressive cancers using in silico analysis.

## Key findings

- Shared hub genes like IGF1, MMP9, and NOTCH1 were found in TNBC, breast cancer, and ccRCC linked to immune and tumor progression.
- Enrichment analyses revealed common pathways such as MAPK signaling and cytokine interactions in both severe COVID-19 and cancer.
- Regulatory molecules like miR-145-5p and transcription factors NFKB1 and TP53 modulate both viral and oncogenic processes.

## Abstract

Background/Objectives: Cancer patients are highly susceptible to infectious diseases due to malignancy- and treatment-induced immunosuppression. The coronavirus disease 2019 (COVID-19) pandemic highlighted this vulnerability, particularly in aggressive tumors such as triple-negative breast cancer (TNBC) and clear cell renal cell carcinoma (ccRCC). However, the molecular mechanisms linking cancer progression with COVID-19 severity remain poorly defined. This study aimed to identify shared molecular signatures between COVID-19 and TNBC, breast cancer, and ccRCC using integrative bioinformatics approaches. Methods: A comprehensive in silico case–control analysis was conducted using publicly available GEO transcriptomic datasets (GSE164805, GSE139038, GSE45498, and GSE105261). Differentially expressed genes (DEGs) were identified by comparing mild and severe COVID-19 cases with each cancer type. Protein–protein interaction (PPI) networks were constructed to identify hub genes, followed by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses. Regulatory networks involving microRNAs (miRNAs) and transcription factors (TFs) were also examined. Results: Shared hub genes were identified across COVID-19 and cancer datasets, including IGF1, MMP9, and NOTCH1 in TNBC; TOP2A, PXN, and CCNB1 in breast cancer; and ASPM and TTK in ccRCC. These genes are linked to immune regulation, inflammation, cell cycle control, and tumor progression. Enrichment analyses revealed convergent pathways such as MAPK signaling, cytokine–cytokine receptor interaction, Ras signaling, and proteoglycans in cancer. Key regulatory molecules, including miR-145-5p, miR-192-5p, miR-335-5p, and transcription factors NFKB1, BRCA1, and TP53, modulated both viral and oncogenic processes. Severe COVID-19 was associated with enhanced inflammatory and proliferation-related signaling across all cancer types. Conclusions: This integrative, severity-stratified analysis identifies shared molecular and regulatory features linking severe COVID-19 with aggressive cancers, highlighting persistent immune activation and altered immune communication as common underlying themes without implying causality or clinical outcome effects. These findings provide a systems-level, hypothesis-generating framework for understanding virus–cancer interactions and may inform future biomarker discovery and immune-focused therapeutic strategies in vulnerable cancer populations.

## Linked entities

- **Genes:** IGF1 (insulin like growth factor 1) [NCBI Gene 3479], MMP9 (matrix metallopeptidase 9) [NCBI Gene 4318], NOTCH1 (notch receptor 1) [NCBI Gene 4851], TOP2A (DNA topoisomerase II alpha) [NCBI Gene 7153], PXN (paxillin) [NCBI Gene 5829], CCNB1 (cyclin B1) [NCBI Gene 891], ASPM (assembly factor for spindle microtubules) [NCBI Gene 259266], TTK (TTK protein kinase) [NCBI Gene 7272], NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790], BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672], TP53 (tumor protein p53) [NCBI Gene 7157]
- **Diseases:** cancer (MONDO:0004992), coronavirus disease 2019 (MONDO:0100096), triple-negative breast cancer (MONDO:0005494), clear cell renal cell carcinoma (MONDO:0005005)

## Full-text entities

- **Genes:** MIR215 (microRNA 215) [NCBI Gene 406997] {aka MIRN215, miRNA215, mir-215}, KLF5 (KLF transcription factor 5) [NCBI Gene 688] {aka BTEB2, CKLF, IKLF}, MIR1295A (microRNA 1295a) [NCBI Gene 100302178] {aka MIR1295, MIRN1295, hsa-mir-1295, hsa-mir-1295a, mir-1295a}, RELA (RELA proto-oncogene, NF-kB subunit) [NCBI Gene 5970] {aka AIF3BL3, CMCU, NFKB3, p65}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, MIR2115 (microRNA 2115) [NCBI Gene 100313840], BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, MAPK3 (mitogen-activated protein kinase 3) [NCBI Gene 5595] {aka ERK-1, ERK1, ERT2, HS44KDAP, HUMKER1A, P44ERK1}, ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, IL32 (interleukin 32) [NCBI Gene 9235] {aka IL-32alpha, IL-32beta, IL-32delta, IL-32gamma, NK4, TAIF}, SP1 (Sp1 transcription factor) [NCBI Gene 6667], MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, PXN (paxillin) [NCBI Gene 5829], TTK (TTK protein kinase) [NCBI Gene 7272] {aka CT96, ESK, MPH1, MPS1, MPS1L1, PYT}, F3 (coagulation factor III, tissue factor) [NCBI Gene 2152] {aka CD142, TF, TFA}, TOP2A (DNA topoisomerase II alpha) [NCBI Gene 7153] {aka TOP2, TOP2alpha, TOPIIA, TP2A}, USF1 (upstream transcription factor 1) [NCBI Gene 7391] {aka FCHL, FCHL1, HYPLIP1, MLTF, MLTFI, UEF}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, MIR335 (microRNA 335) [NCBI Gene 442904] {aka MIRN335, hsa-mir-335, miRNA335, mir-335}, MMP9 (matrix metallopeptidase 9) [NCBI Gene 4318] {aka CLG4B, GELB, MANDP2, MMP-9}, E2F1 (E2F transcription factor 1) [NCBI Gene 1869] {aka E2F-1, RBAP1, RBBP3, RBP3}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, ASPM (assembly factor for spindle microtubules) [NCBI Gene 259266] {aka ASP, Calmbp1, MCPH5}, YBX1 (Y-box binding protein 1) [NCBI Gene 4904] {aka BP-8, CBF-A, CSDA2, CSDB, DBPB, EFI-A}, NFKB1 (nuclear factor kappa B subunit 1) [NCBI Gene 4790] {aka CVID12, EBP-1, KBF1, NF-kB, NF-kB1, NF-kappa-B1}, PTTG1 (PTTG1 regulator of sister chromatid separation, securin) [NCBI Gene 9232] {aka EAP1, ECRAR, HPTTG, PTTG, TUTR1}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, IRF1 (interferon regulatory factor 1) [NCBI Gene 3659] {aka IMD117, IRF-1, MAR}, RPS16 (ribosomal protein S16) [NCBI Gene 6217] {aka S16, uS9}, SIRT1 (sirtuin 1) [NCBI Gene 23411] {aka SIR2, SIR2L1, SIR2alpha}, FOXJ1 (forkhead box J1) [NCBI Gene 2302] {aka CILD43, FKHL13, HFH-4, HFH4}, RAP1A (RAP1A, member of RAS oncogene family) [NCBI Gene 5906] {aka C21KG, G-22K, KREV-1, KREV1, RAP1, SMGP21}, NOTCH1 (notch receptor 1) [NCBI Gene 4851] {aka AOS5, AOVD1, TAN1, hN1}, ACKR3 (atypical chemokine receptor 3) [NCBI Gene 57007] {aka CMKOR1, CXC-R7, CXCR-7, CXCR7, GPR159, RDC-1}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, TFAP2A (transcription factor AP-2 alpha) [NCBI Gene 7020] {aka AP-2, AP-2alpha, AP2TF, BOFS, TFAP2}, HDAC1 (histone deacetylase 1) [NCBI Gene 3065] {aka GON-10, HD1, KDAC1, RPD3, RPD3L1}, TYMS (thymidylate synthetase) [NCBI Gene 7298] {aka DKCD, HST422, TMS, TS}, MIR95 (microRNA 95) [NCBI Gene 407052] {aka MIRN95, hsa-mir-95, miR-95}, CEBPA (CCAAT enhancer binding protein alpha) [NCBI Gene 1050] {aka C/EBP-alpha, CEBP}, JUN (Jun proto-oncogene, AP-1 transcription factor subunit) [NCBI Gene 3725] {aka AP-1, AP1, c-Jun, cJUN, p39}, EREG (epiregulin) [NCBI Gene 2069] {aka EPR, ER, Ep}, NCAPG (non-SMC condensin I complex subunit G) [NCBI Gene 64151] {aka CAPG, CHCG, NY-MEL-3, YCG1}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, IL1A (interleukin 1 alpha) [NCBI Gene 3552] {aka IL-1 alpha, IL-1A, IL1, IL1-ALPHA, IL1F1}, RAD51AP1 (RAD51 associated protein 1) [NCBI Gene 10635] {aka PIR51}, RAC1 (Rac family small GTPase 1) [NCBI Gene 5879] {aka MIG5, MRD48, Rac-1, TC-25, p21-Rac1}, IGF1 (insulin like growth factor 1) [NCBI Gene 3479] {aka IGF, IGF-I, IGFI, MGF}, PGR (progesterone receptor) [NCBI Gene 5241] {aka NR3C3, PR}, E2F4 (E2F transcription factor 4) [NCBI Gene 1874] {aka E2F-4}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, SPP1 (secreted phosphoprotein 1) [NCBI Gene 6696] {aka BNSP, BSPI, ETA-1, OPN}, CCNB1 (cyclin B1) [NCBI Gene 891] {aka CCNB}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, EP300 (EP300 lysine acetyltransferase) [NCBI Gene 2033] {aka KAT3B, MKHK2, RSTS2, p300}
- **Diseases:** aggressive (MESH:D010554), Breast Cancer (MESH:D001943), TNBC (MESH:D064726), lymph-node metastases (MESH:D008207), Clear cell renal cell carcinoma (MESH:D002292), infectious disease (MESH:D003141), Long COVID (MESH:D000094024), immune dysregulation (OMIM:614878), oncologic disease (MESH:D000072716), Coronavirus disease (MESH:D018352), viral infection (MESH:D014777), metastases (MESH:D009362), infected (MESH:D007239), endocrine (MESH:D004700), COVID-19 (MESH:D000086382), immune (MESH:D007154), tumorigenesis (MESH:D063646), kidney cancer (MESH:D007680), chronic inflammation (MESH:D007249), injury to (MESH:D014947), T cell dysfunction (MESH:C536780), Cancer (MESH:D009369)
- **Chemicals:** metal (MESH:D008670)
- **Species:** Homo sapiens (human, species) [taxon 9606], Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049]

## Full text

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## Figures

7 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12940708/full.md

## References

45 references — full list in the complete paper: https://tomesphere.com/paper/PMC12940708/full.md

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Source: https://tomesphere.com/paper/PMC12940708