# Pan-Cancer Analysis of PAPPA Gene Reveals Tumor-Specific Prognostic Effects

**Authors:** Samah Mutasim Alfadul, Khalid Omama, Alisa Y. Potapova, Pavel A. Ivanov-Rostovtsev, Maryam Fanian, Reem Mubarak, Hind Ahmed Gasimelseed, Minas M. Balla, Amani M. A. Bakhiet, Khalid Berma, Mohamed Alfaki, Maria V. Babak

PMC · DOI: 10.3390/biology15060460 · Biology · 2026-03-12

## TL;DR

This study shows that the PAPPA gene's expression in stromal cells is linked to cancer prognosis, with mixed effects depending on cancer type.

## Contribution

The study reveals PAPPA's tumor-specific prognostic effects and its association with cancer-associated fibroblasts in the tumor microenvironment.

## Key findings

- High PAPPA expression correlates with poor survival in pancreatic and lung cancers but improved survival in some brain tumors.
- PAPPA is primarily expressed in stromal cells rather than cancer cells in most tumors.
- PAPPA remains an independent prognostic factor even when cancer-associated fibroblast infiltration is considered.

## Abstract

Pregnancy-associated plasma protein A (PAPPA) is important for normal fetal development, but its exact role in cancer has been unclear. In this study, we analyzed PAPPA across many cancer types to understand how it relates to tumor progression and patient survival. We found that in many tumors, PAPPA is produced not by the cancer cells themselves but by surrounding connective or stromal cells, which can help shape a tumor-supportive environment. PAPPA is linked to worse outcomes in most cancers, while in others it is associated with better survival. Higher PAPPA levels in cancers such as pancreatic and lung cancer were generally associated with poorer prognosis, whereas in certain brain tumors they were linked to improved survival. These findings suggest that PAPPA may serve as a useful biomarker for assessing tumor aggressiveness and highlight the importance of the tumor microenvironment. Understanding how cancers interact with nearby healthy cells may help clinicians better predict patient risk and inform strategies that target this supportive environment.

Pregnancy-associated plasma protein A (PAPPA) is a metalloproteinase that regulates insulin-like growth factor availability via cleavage of IGF-binding proteins, yet its role in cancer remains incompletely understood. Using integrated public datasets, we systematically examined PAPPA expression, prognostic relevance, cellular localization, and stromal associations across multiple tumor types. PAPPA was reduced in several cancers and primarily localized to stromal cells, whereas in cholangiocarcinoma and thyroid carcinoma it was elevated and also detected in malignant cells. High PAPPA expression was associated with poorer overall survival in bladder, cervical, lung squamous, mesothelioma, pancreatic, and gastric cancers, but exhibited a protective effect in lower-grade glioma. In tumors with adverse prognosis, PAPPA strongly correlated with cancer-associated fibroblast (CAF) infiltration and CAF marker genes; however, multivariable Cox analyses indicated that PAPPA generally retained an independent prognostic factor, whereas CAF infiltration was mostly not independently associated with overall survival. Interestingly, in LGG, despite negative PAPPA–CAF correlations, multivariable analysis showed that PAPPA remained protective while CAF infiltration was associated with worse survival. Pathway analyses linked PAPPA-associated genes to proteoglycans in cancer and PI3K–AKT and RAS signaling. Collectively, these findings establish PAPPA as an independent prognostic factor across most cancers, while its expression frequently coincides with high CAF infiltration in select tumor types, highlighting the need for further investigation.

## Linked entities

- **Genes:** PAPPA (pappalysin 1) [NCBI Gene 5069]
- **Diseases:** pancreatic cancer (MONDO:0005192), lung cancer (MONDO:0005138), bladder cancer (MONDO:0004986), cervical cancer (MONDO:0002974), mesothelioma (MONDO:0005065), gastric cancer (MONDO:0001056), cholangiocarcinoma (MONDO:0019087), thyroid carcinoma (MONDO:0015075)

## Full-text entities

- **Genes:** IGFBP4 (insulin like growth factor binding protein 4) [NCBI Gene 3487] {aka BP-4, HT29-IGFBP, IBP4, IGFBP-4}, BRCA1 (BRCA1 DNA repair associated) [NCBI Gene 672] {aka BRCAI, BRCC1, BROVCA1, FANCS, IRIS, PNCA4}, IGF1 (insulin like growth factor 1) [NCBI Gene 3479] {aka IGF, IGF-I, IGFI, MGF}, PAPPA (pappalysin 1) [NCBI Gene 5069] {aka ASBABP2, DIPLA1, IGFBP-4ase, PAPA, PAPP-A, PAPPA1}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, IGFBP5 (insulin like growth factor binding protein 5) [NCBI Gene 3488] {aka IBP5}, COL11A1 (collagen type XI alpha 1 chain) [NCBI Gene 1301] {aka CO11A1, COLL6, DFNA37, STL2}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, POSTN (periostin) [NCBI Gene 10631] {aka OSF-2, OSF2, PDLPOSTN, PN}, FAP (fibroblast activation protein alpha) [NCBI Gene 2191] {aka DPPIV, FAPA, FAPalpha, SIMP}, S100A4 (S100 calcium binding protein A4) [NCBI Gene 6275] {aka 18A2, 42A, CAPL, FSP1, MTS1, P9KA}, GH1 (growth hormone 1) [NCBI Gene 2688] {aka GH, GH-N, GHB5, GHN, IGHD1A, IGHD1B}, ACTA2 (actin alpha 2, smooth muscle) [NCBI Gene 59] {aka ACTSA, SMDYS}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, COL1A1 (collagen type I alpha 1 chain) [NCBI Gene 1277] {aka CAFYD, EDSARTH1, EDSC, OI1, OI2, OI3}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}
- **Diseases:** BLCA (MESH:D001749), hepatocellular carcinoma (MESH:D006528), STAD (MESH:D013274), KIRC (MESH:D002292), UCS (MESH:D002296), non-small cell lung cancer (MESH:D002289), epithelial and renal cancers (MESH:D007680), colon adenocarcinoma (MESH:D003110), brain tumors (MESH:D001932), breast cancers (MESH:D001943), inflammation (MESH:D007249), invasive (MESH:D009361), IV (MESH:D006011), breast, ovarian, and lung cancers (MESH:D061325), bladder, cervical, lung squamous, mesothelioma, pancreatic, and gastric cancers (MESH:D010190), uveal melanoma (MESH:C536494), ovarian cancer (MESH:D010051), cervical squamous cell carcinoma (MESH:D002294), HNSC (MESH:D000077195), MESO (MESH:D008654), UCEC (MESH:D016889), melanoma (MESH:D008545), injury to (MESH:D014947), GBM (MESH:D005910), Ewing sarcoma (MESH:D012512), THCA (MESH:D013964), PRAD (MESH:D000230), CHOL (MESH:D018281), Cancer (MESH:D009369), death (MESH:D003643), pancreatic and lung cancer (MESH:D008175), TISCH2 (MESH:D005935), tumorigenesis (MESH:D063646), KICH (MESH:D007674)
- **Chemicals:** platinum (MESH:D010984), cisplatin (MESH:D002945), zinc (MESH:D015032), glycogen (MESH:D006003)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Cell lines:** THCA — Homo sapiens (Human), Thyroid gland papillary carcinoma, Cancer cell line (CVCL_6308), CHOL — Homo sapiens (Human), Cholangiocarcinoma, Cancer cell line (CVCL_4Z42)

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13024262/full.md

## References

42 references — full list in the complete paper: https://tomesphere.com/paper/PMC13024262/full.md

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Source: https://tomesphere.com/paper/PMC13024262