# Paired-Box (PAX) Gene Signatures as a Biomarker of Breast Cancer Progression

**Authors:** Manuel Scimeca, Maria Paola Scioli, Valeria Palumbo, Lukas Funke, Jonathan Woodsmith, Francesca Servadei, Erica Giacobbi, Christian Seghetti, Oreste Claudio Buonomo, Eleonora Candi, Michele Treglia, Luigi Tonino Marsella, Gerry Melino, Alessandro Mauriello, Rita Bonfiglio

PMC · DOI: 10.3390/ijms27041988 · International Journal of Molecular Sciences · 2026-02-19

## TL;DR

This paper explores how specific PAX genes are linked to breast cancer progression and could serve as biomarkers for predicting metastasis and treatment response.

## Contribution

The study identifies novel PAX gene signatures associated with breast cancer hallmarks and metastasis prediction.

## Key findings

- PAX1 and PAX9 correlate with both cell death and proliferation markers.
- PAX3, PAX5, and PAX8 are linked to immune checkpoint expression like PD-L1 and TIGIT.
- PAX2–PAX7 signatures accurately predict lymph node metastasis at the transcriptomic level.

## Abstract

Breast cancer is the leading cause of cancer-related death in women, and despite advances in preventive screening as well as in molecular classification, many patients still do not benefit from existing therapies, highlighting the importance of identifying new molecular determinants of treatment resistance. The Paired-box (PAX) family of developmental transcription factors are central regulators of tissue morphogenesis and lineage specification, yet their reactivation in tumors and contribution to breast cancer progression remain only partially defined. Here, a multi-level analysis integrating RNA sequencing and protein profiling in twenty-one primary breast carcinomas shows that distinct PAX members are directly correlated to distinct fundamental cancer hallmarks, including proliferation, cell death, epithelial–mesenchymal transition, immune evasion, and genomic instability. Specifically, PAX1 and PAX9 correlates with both cell death and proliferative markers, indicating dual roles in the regulation of cell fate. PAX1 and PAX9 correlate with both proliferative and apoptotic markers, indicating dual roles in cell fate regulation. PAX3, PAX5, and PAX8 are mainly associated with immune checkpoint expression, including PD-L1 and TIGIT, while PAX6 is linked to microsatellite instability and tumor mutational burden, implicating it in genomic dysregulation. Therefore, PAX-based molecular signatures identify that accurately predict lymph node metastasis at transcriptomic (PAX2–PAX7) levels. These findings establish PAX transcription factors as key modulators of breast cancer biology and support their potential as clinically relevant biomarkers for prognostic refinement and therapeutic stratification.

## Linked entities

- **Genes:** PAX1 (paired box 1) [NCBI Gene 5075], PAX9 (paired box 9) [NCBI Gene 5083], PAX3 (paired box 3) [NCBI Gene 5077], PAX5 (paired box 5) [NCBI Gene 5079], PAX8 (paired box 8) [NCBI Gene 7849], PAX6 (paired box 6) [NCBI Gene 5080], PAX2 (paired box 2) [NCBI Gene 5076], PAX7 (paired box 7) [NCBI Gene 5081]
- **Proteins:** CD274 (CD274 molecule), TIGIT (T cell immunoreceptor with Ig and ITIM domains)
- **Diseases:** breast cancer (MONDO:0004989)

## Full-text entities

- **Genes:** CKS2 (CDC28 protein kinase regulatory subunit 2) [NCBI Gene 1164] {aka CKSHS2}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, NASP (nuclear autoantigenic sperm protein) [NCBI Gene 4678] {aka FLB7527, HMDRA1, PRO1999}, CDC45 (cell division cycle 45) [NCBI Gene 8318] {aka CDC45L, CDC45L2, MGORS7, PORC-PI-1}, CDC25A (cell division cycle 25A) [NCBI Gene 993] {aka CDC25A2}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, BARD1 (BRCA1 associated RING domain 1) [NCBI Gene 580], ESR1 (estrogen receptor 1) [NCBI Gene 2099] {aka ER, ESR, ESRA, ESTRR, Era, NR3A1}, CENPA (centromere protein A) [NCBI Gene 1058] {aka CENP-A, CenH3}, DHFR (dihydrofolate reductase) [NCBI Gene 1719] {aka DHFR1, DYR}, PAX2 (paired box 2) [NCBI Gene 5076] {aka FSGS7, PAPRS, PAX-2}, E2F5 (E2F transcription factor 5) [NCBI Gene 1875] {aka E2F-5}, RRM2 (ribonucleotide reductase regulatory subunit M2) [NCBI Gene 6241] {aka C2orf48, R2, RR2, RR2M}, MSH2 (mutS homolog 2) [NCBI Gene 4436] {aka COCA1, FCC1, HNPCC, HNPCC1, LCFS2, LYNCH1}, AURKA (aurora kinase A) [NCBI Gene 6790] {aka AIK, ARK1, AURA, BTAK, PPP1R47, STK15}, CDK1 (cyclin dependent kinase 1) [NCBI Gene 983] {aka CDC2, CDC28A, P34CDC2}, PAX4 (paired box 4) [NCBI Gene 5078] {aka KPD, MODY9}, CCNB2 (cyclin B2) [NCBI Gene 9133] {aka HsT17299}, BIRC5 (baculoviral IAP repeat containing 5) [NCBI Gene 332] {aka API4, EPR-1}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, CDH1 (cadherin 1) [NCBI Gene 999] {aka Arc-1, BCDS1, CD324, CDHE, ECAD, LCAM}, ERBB2 (erb-b2 receptor tyrosine kinase 2) [NCBI Gene 2064] {aka CD340, HER-2, HER-2/neu, HER2, MLN 19, MLN-19}, PCNA (proliferating cell nuclear antigen) [NCBI Gene 5111] {aka ATLD2}, CDC20 (cell division cycle 20) [NCBI Gene 991] {aka CDC20A, OOMD14, OZEMA14, bA276H19.3, p55CDC}, MED28 (mediator complex subunit 28) [NCBI Gene 80306] {aka 1500003D12Rik, EG1, magicin}, CENPF (centromere protein F) [NCBI Gene 1063] {aka CENF, CILD31, PRO1779, STROMS, hcp-1}, NPAT (nuclear protein, coactivator of histone transcription) [NCBI Gene 4863] {aka E14, E14/NPAT, p220}, PAX6 (paired box 6) [NCBI Gene 5080] {aka AN, AN1, AN2, ASGD5, D11S812E, FVH1}, CKS1BP7 (CDC28 protein kinase regulatory subunit 1B pseudogene 7) [NCBI Gene 137529] {aka CKS1, CKS1A}, CDC25C (cell division cycle 25C) [NCBI Gene 995] {aka CDC25, PPP1R60}, CD274 (CD274 molecule) [NCBI Gene 29126] {aka ADMIO5, B7-H, B7H1, PD-L1, PDCD1L1, PDCD1LG1}, CDKN2C (cyclin dependent kinase inhibitor 2C) [NCBI Gene 1031] {aka INK4C, p18, p18-INK4C}, MMP2 (matrix metallopeptidase 2) [NCBI Gene 4313] {aka CLG4, CLG4A, MMP-2, MMP-II, MONA, TBE-1}, PAX9 (paired box 9) [NCBI Gene 5083] {aka STHAG3}, PRDM9 (PR/SET domain 9) [NCBI Gene 56979] {aka KMT8B, MEISETZ, MSBP3, PFM6, ZNF899}, SLBP (stem-loop histone mRNA binding protein) [NCBI Gene 7884] {aka HBP}, BUB1 (BUB1 mitotic checkpoint serine/threonine kinase) [NCBI Gene 699] {aka BUB1A, BUB1L, MCPH30, hBUB1}, CCNA2 (cyclin A2) [NCBI Gene 890] {aka CCN1, CCNA}, PAX3 (paired box 3) [NCBI Gene 5077] {aka CDHS, HUP2, PAX-3, WS1, WS3}, CCNE1 (cyclin E1) [NCBI Gene 898] {aka CCNE, pCCNE1}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, CDKN2D (cyclin dependent kinase inhibitor 2D) [NCBI Gene 1032] {aka INK4D, p19, p19-INK4D}, PDCD1 (programmed cell death 1) [NCBI Gene 5133] {aka ADMIO4, AIMTBS, CD279, PD-1, PD1, SLEB2}, MCM6 (minichromosome maintenance complex component 6) [NCBI Gene 4175] {aka MCG40308, Mis5, P105MCM}, HDAC9 (histone deacetylase 9) [NCBI Gene 9734] {aka HD7, HD7b, HD9, HDAC, HDAC7B, HDAC9B}, FOXO1 (forkhead box O1) [NCBI Gene 2308] {aka FKH1, FKHR, FOXO1A}, TIGIT (T cell immunoreceptor with Ig and ITIM domains) [NCBI Gene 201633] {aka VSIG9, VSTM3, WUCAM}, PAX7 (paired box 7) [NCBI Gene 5081] {aka CMYO19, CMYP19, HUP1, MYOSCO, PAX7B, RMS2}, CCNB1 (cyclin B1) [NCBI Gene 891] {aka CCNB}, RUNX3 (RUNX family transcription factor 3) [NCBI Gene 864] {aka AML2, CBFA3, PEBP2aC}, E2F1 (E2F transcription factor 1) [NCBI Gene 1869] {aka E2F-1, RBAP1, RBBP3, RBP3}, CTNNB1 (catenin beta 1) [NCBI Gene 1499] {aka CTNNB, EVR7, MRD19, NEDSDV, armadillo}, RRM1 (ribonucleotide reductase catalytic subunit M1) [NCBI Gene 6240] {aka PEOB6, R1, RIR1, RR1}, CCNF (cyclin F) [NCBI Gene 899] {aka FBX1, FBXO1, FTDALS5}, BAX (BCL2 associated X, apoptosis regulator) [NCBI Gene 581] {aka BCL2L4}, CDC25B (cell division cycle 25B) [NCBI Gene 994] {aka MPIP2}, CCNE2 (cyclin E2) [NCBI Gene 9134] {aka CYCE2}, TOP2A (DNA topoisomerase II alpha) [NCBI Gene 7153] {aka TOP2, TOP2alpha, TOPIIA, TP2A}, FN1 (fibronectin 1) [NCBI Gene 2335] {aka CIG, ED-B, FINC, FN, FNZ, GFND}, PAX8 (paired box 8) [NCBI Gene 7849] {aka PAX-8}
- **Diseases:** invasive carcinoma (MESH:D009361), hypoxia (MESH:D000860), renal carcinoma (MESH:D002292), TMA (MESH:D017695), BRCA (MESH:D001943), gastric and breast cancers (MESH:D013274), lymph node metastasis (MESH:D008207), rhabdomyosarcoma (MESH:D012208), invasive ductal carcinoma (MESH:D044584), oncogenesis (MESH:D063646), cancer (MESH:D009369), metastases (MESH:D009362), injury to (MESH:D014947), death (MESH:D003643)
- **Chemicals:** Tween20 (MESH:D011136), PBS (MESH:D007854), morpholino (MESH:D060172), Entinostat (MESH:C118739), H&amp;E (MESH:D006371), BG-1 (-), hematoxylin (MESH:D006416), SAHA (MESH:D000077337)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12941308/full.md

## References

63 references — full list in the complete paper: https://tomesphere.com/paper/PMC12941308/full.md

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Source: https://tomesphere.com/paper/PMC12941308