# Whole-Blood Expression of Candidate Genes Linked with Pheochromocytoma in Post-Surgery Patients: A Pilot Study

**Authors:** Timur Nurkhabinov, Kristina Maslova, Zarema Kokaeva, Anna Lugovskaya, Irena Ilovayskaya, Victor Popov, Lidia Nefedova

PMC · DOI: 10.3390/biomedicines14020395 · Biomedicines · 2026-02-09

## TL;DR

This pilot study explores gene expression in blood samples of post-surgery pheochromocytoma patients to identify potential diagnostic markers for tumor recurrence.

## Contribution

The study identifies a minimal set of 16 genes with stable transcription levels that can differentiate PCC patients from controls.

## Key findings

- Transcriptional profiles of 11 Krebs cycle and 21 signaling pathway genes were obtained from post-surgery PCC patients.
- A minimal set of 16 genes showed stable transcription levels for differentiating PCC patients from controls.
- Germline mutations in VHL, SDHB, RET, and NF1 genes were detected in three patients and correlated with altered transcriptional profiles.

## Abstract

Background: Pheochromocytomas (PCCs) and paragangliomas (PGLs), collectively known as PPGLs, are rare neuroendocrine tumors that produce catecholamines. The majority of PPGL cases are caused by germline and/or somatic mutations in over 20 different genes. A study of post-surgical PCC patients revealed a high risk of new tumor recurrence in both hereditary and apparently sporadic cases, suggesting that some germline mutations remain undetected. Since transcript levels can indicate gene dysfunction, our study focuses on the transcriptional profiling of PCC-associated genes in post-surgical patients. Methods: RT-PCR was performed on blood samples from patients and a control group. The t-SNE algorithm was applied to the transcriptional data. Sanger sequencing was used to identify mutations in the coding sequences of the VHL, SDHB, RET, and NF1 genes. Results: We obtained transcriptional profiles for 11 genes involved in the Krebs cycle and for 21 genes involved in the hypoxia, PI3K/AKT/mTOR, and RAS/RAF/ERK signaling pathways. We identified a minimal set of 16 genes with stable transcription levels that can be used to differentiate PCC patients from controls. Germline mutations in the VHL, SDHB, RET and NF1 genes, which correlated with an altered transcriptional profile, were detected in three patients. Conclusions: Our pilot data suggest that transcript levels of the genes involved in Krebs cycle, hypoxia, PI3K/AKT/mTOR, and RAS/RAF/ERK signaling pathways indicate their potential suitability as a candidate diagnostic marker. The results from this pilot study form the basis for a larger project to investigate gene transcription in an expanded cohort of patients who have undergone surgery for PCC.

## Linked entities

- **Genes:** VHL (von Hippel-Lindau tumor suppressor) [NCBI Gene 7428], SDHB (succinate dehydrogenase complex iron sulfur subunit B) [NCBI Gene 6390], RET (ret proto-oncogene) [NCBI Gene 5979], NF1 (neurofibromin 1) [NCBI Gene 4763]
- **Diseases:** pheochromocytoma (MONDO:0004974), paraganglioma (MONDO:0000448)

## Full-text entities

- **Genes:** RPL13A (ribosomal protein L13a) [NCBI Gene 23521] {aka L13A, TSTA1, uL13}, HRAS (HRas proto-oncogene, GTPase) [NCBI Gene 3265] {aka C-BAS/HAS, C-H-RAS, C-HA-RAS1, CTLO, H-RASIDX, HAMSV}, BRAF (B-Raf proto-oncogene, serine/threonine kinase) [NCBI Gene 673] {aka B-RAF1, B-raf, BRAF-1, BRAF1, NS7, RAFB1}, DNMT3A (DNA methyltransferase 3 alpha) [NCBI Gene 1788] {aka DNMT3A2, HESJAS, M.HsaIIIA, TBRS}, DLST (dihydrolipoamide S-succinyltransferase) [NCBI Gene 1743] {aka DLTS, KGD2, PGL7, PPGL7}, SDHC (succinate dehydrogenase complex subunit C) [NCBI Gene 6391] {aka CYB560, CYBL, PGL3, PPGL3, QPS1, SDH3}, RET (ret proto-oncogene) [NCBI Gene 5979] {aka CDHF12, CDHR16, HSCR1, MEN2A, MEN2B, MTC1}, ZHX2 (zinc fingers and homeoboxes 2) [NCBI Gene 22882] {aka AFR1, RAF}, CXCL8 (C-X-C motif chemokine ligand 8) [NCBI Gene 3576] {aka GCP-1, GCP1, IL8, LECT, LUCT, LYNAP}, TXK (TXK tyrosine kinase) [NCBI Gene 7294] {aka BTKL, PSCTK5, PTK4, RLK, TKL}, MIR210 (microRNA 210) [NCBI Gene 406992] {aka MIRN210, mir-210}, SDHB (succinate dehydrogenase complex iron sulfur subunit B) [NCBI Gene 6390] {aka CWS2, IP, MC2DN4, PGL4, PPGL4, SDH}, SDHA (succinate dehydrogenase complex flavoprotein subunit A) [NCBI Gene 6389] {aka CMD1GG, FP, MC2DN1, NDAXOA, PGL5, PPGL5}, SLC25A11 (solute carrier family 25 member 11) [NCBI Gene 8402] {aka OGC, PGL6, PPGL6, SLC20A4}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, MDH2 (malate dehydrogenase 2) [NCBI Gene 4191] {aka DEE51, EIEE51, M-MDH, MDH, MGC:3559, MOR1}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, SDHD (succinate dehydrogenase complex subunit D) [NCBI Gene 6392] {aka CBT1, CII-4, CWS3, MC2DN3, PGL, PGL1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, GOT2 (glutamic-oxaloacetic transaminase 2) [NCBI Gene 2806] {aka DEE82, KAT4, KATIV, KYAT4, mitAAT}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, ACO2 (aconitase 2) [NCBI Gene 50] {aka ACONM, HEL-S-284, ICRD, OCA8, OPA9}, EPAS1 (endothelial PAS domain protein 1) [NCBI Gene 2034] {aka ECYT4, HIF2A, HLF, MOP2, PASD2, bHLHe73}, NGFR (nerve growth factor receptor) [NCBI Gene 4804] {aka CD271, Gp80-LNGFR, TNFRSF16, p75(NTR), p75NTR}, EGLN1 (egl-9 family hypoxia inducible factor 1) [NCBI Gene 54583] {aka C1orf12, ECYT3, HALAH, HIF-PH2, HIFPH2, HPH-2}, SLTM (SAFB like transcription modulator) [NCBI Gene 79811] {aka Met}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, IDH1 (isocitrate dehydrogenase (NADP(+)) 1) [NCBI Gene 3417] {aka HEL-216, HEL-S-26, IDCD, IDH, IDP, IDPC}, RAF1 (Raf-1 proto-oncogene, serine/threonine kinase) [NCBI Gene 5894] {aka CMD1NN, CRAF, NS5, Raf-1, c-Raf}, TMEM127 (transmembrane protein 127) [NCBI Gene 55654], ACTB (actin beta) [NCBI Gene 60] {aka BKRNS, BNS, BRWS1, CSMH, DDS1, PS1TP5BP1}, RPS6KB1 (ribosomal protein S6 kinase B1) [NCBI Gene 6198] {aka PS6K, S6K, S6K-beta-1, S6K1, STK14A, p70 S6KA}, KRAS (KRAS proto-oncogene, GTPase) [NCBI Gene 3845] {aka 'C-K-RAS, C-K-RAS, CFC2, K-RAS2A, K-RAS2B, K-RAS4A}, YWHAZ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein zeta) [NCBI Gene 7534] {aka 14-3-3-zeta, HEL-S-3, HEL-S-93, HEL4, KCIP-1, POPCHAS}, ACO1 (aconitase 1) [NCBI Gene 48] {aka ACONS, HEL60, IREB1, IREBP, IREBP1, IRP1}, FGFR1 (fibroblast growth factor receptor 1) [NCBI Gene 2260] {aka BFGFR, CD331, CEK, ECCL, FGFBR, FGFR-1}, MERTK (MER proto-oncogene, tyrosine kinase) [NCBI Gene 10461] {aka MER, RP38, Tyro12, c-Eyk, c-mer}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, VHL (von Hippel-Lindau tumor suppressor) [NCBI Gene 7428] {aka HRCA1, RCA1, VHL1, pVHL}, NF1 (neurofibromin 1) [NCBI Gene 4763] {aka NFNS, VRNF, WSS}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, EGLN2 (egl-9 family hypoxia inducible factor 2) [NCBI Gene 112398] {aka EIT-6, EIT6, HIF-PH1, HIFPH1, HPH-1, HPH-3}
- **Diseases:** catecholamine-secreting neuroendocrine tumors (MESH:D018358), neurofibromatosis type 1 (MESH:D009456), hypoxia (MESH:D000860), hereditary tumors (MESH:D013132), stomach cancer (MESH:D013274), PGLs (MESH:D010235), carcinogenesis (MESH:D063646), extra-adrenal paragangliomas (MESH:D010236), PPGL tumor (MESH:D009369), lung cancer (MESH:D008175), adrenal tumor (MESH:D000310), injury to (MESH:D014947), inflammation (MESH:D007249), pancreatic tumor (MESH:D010190), hereditary cancer (MESH:D009386), PCCs (MESH:D010673), renal cell carcinoma (MESH:D002292), breast cancer (MESH:D001943), VHL syndrome (MESH:D006623), oncological/endocrine diseases (MESH:D004700), MEN-2 (MESH:D018813), colorectal cancer (MESH:D015179), hypertension (MESH:D006973), tumorigenic (MESH:D002471), PCC (OMIM:115700), medullar thyroid cancer (MESH:D013964)
- **Chemicals:** metanephrines (MESH:D008676), tricarboxylic acid (MESH:D014233), paraffin (MESH:D010232), reactive oxygen species (MESH:D017382), normetanephrines (MESH:D009647), glucose (MESH:D005947), MN (MESH:D008345), formalin (MESH:D005557), glutamine (MESH:D005973), oxaloacetate (MESH:D062907), catecholamines (MESH:D002395), alpha-ketoglutarate (MESH:D007656)
- **Species:** Homo sapiens (human, species) [taxon 9606]
- **Mutations:** D631Y, c.565T>A, c.692T>A, p.Ser80Gly, p.Cys189Ser, c.1895_1918delinsTGCGGC, c.37_304del, C634Y, Cys634, C634R, c.998-999 ins A

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12938427/full.md

## Figures

4 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12938427/full.md

## References

37 references — full list in the complete paper: https://tomesphere.com/paper/PMC12938427/full.md

---
Source: https://tomesphere.com/paper/PMC12938427