# Integrating Transcriptomics and 3D Spheroid Models Reveals Microenvironment-Dependent Purinergic Modulation in Hepatocellular Carcinoma

**Authors:** Arieli Cruz de Sousa, Augusto Ferreira Weber, Vinícius Klain, Juliete Nathali Scholl, Jéssica Marques Obelar Ramos, Natália Baltazar do Nascimento, Maria Luiza Giehl, Renata Kruger Martins, João Vitor Heres, Camila Kehl Dias, Renata Marschner, Fabrício Figueiró, Fátima Costa Rodrigues Guma

PMC · DOI: 10.3390/metabo16030152 · 2026-02-25

## TL;DR

This study combines gene data and 3D tumor models to show how the tumor environment affects drug responses in liver cancer.

## Contribution

The study introduces a purinergic prognostic signature and demonstrates a combination therapy's effectiveness in 3D spheroid models of HCC.

## Key findings

- High expression of ADA, NT5E, and ADORA1 correlates with poor survival in HCC patients.
- Combination therapy with sorafenib and doxazosin reduces key purinergic gene expression and increases apoptosis in 3D spheroids.
- CD73 protein remains stable despite transcriptional inhibition, emphasizing the role of the tumor microenvironment in drug resistance.

## Abstract

Background/Objectives: Dysregulation of purinergic signaling, particularly CD73 overexpression, influences tumor progression, immune evasion, and chemoresistance in hepatocellular carcinoma (HCC). We aimed to characterize the transcriptional landscape of this system, identify prognostic markers, and investigate how the tumor microenvironment modulates pharmacological response to combined sorafenib and doxazosin in 3D spheroid models. Methods: We integrated RNA-seq data from The Cancer Genome Atlas—Liver Hepatocellular Carcinoma (TCGA-LIHC) to identify differentially expressed genes, pathway enrichment, gene co-expression networks, prognostic associations, and machine learning-based biomarker selection. Modulation of key targets was assessed in HepG2 and HepG2/LX-2 spheroids treated with sorafenib and doxazosin using qPCR and flow cytometry. Results: Transcriptomics revealed dysregulation and network fragmentation. Specifically, analysis of the TCGA cohort indicated that high expression of ADA, NT5E, and ADORA1 correlated with poor overall survival. Given the critical role of CD73 in therapy resistance, we evaluated these findings in 3D models. Co-treatment significantly downregulated NT5E and ADORA1 mRNA expression, while ADORA2A was specifically reduced in the co-culture setting. For the ADA, effect-size analysis revealed a large magnitude of inhibition in HepG2 spheroids. Although flow cytometry showed that high CD73 protein expression remained stable across treatments in co-culture, the combination therapy overcame stromal protection, significantly increasing apoptosis (active caspase-3) in both mono- and co-culture spheroids compared with vehicle and monotherapy. Conclusions: We identified a purinergic prognostic signature in HCC and demonstrated that the combination therapy of sorafenib and doxazosin targets the adenosine pathway and specific receptors. We show that the stromal microenvironment sustains CD73 protein expression even under transcriptional inhibition, highlighting the critical role of 3D co-culture models in deciphering therapeutic resistance mechanisms.

## Linked entities

- **Genes:** NT5E (5'-nucleotidase ecto) [NCBI Gene 4907], ADA (adenosine deaminase) [NCBI Gene 100], NT5E (5'-nucleotidase ecto) [NCBI Gene 4907], ADORA1 (adenosine A1 receptor) [NCBI Gene 134], ADORA2A (adenosine A2a receptor) [NCBI Gene 135]
- **Proteins:** NT5E (5'-nucleotidase ecto)
- **Chemicals:** sorafenib (PubChem CID 216239), doxazosin (PubChem CID 3157)
- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256)

## Full-text entities

- **Genes:** KRT16 (keratin 16) [NCBI Gene 3868] {aka CK16, FNEPPK, K16, K1CP, KRT16A, NEPPK}, ALPL (alkaline phosphatase, biomineralization associated) [NCBI Gene 249] {aka AP-TNAP, APTNAP, HOPS, HPPA, HPPC, HPPI}, AKT1 (AKT serine/threonine kinase 1) [NCBI Gene 207] {aka AKT, PKB, PKB-ALPHA, PRKBA, RAC, RAC-ALPHA}, ENTPD1 (ectonucleoside triphosphate diphosphohydrolase 1) [NCBI Gene 953] {aka ATP-DPH, ATPDase, CD39, NTPDase-1, SPG64}, P2RY6 (pyrimidinergic receptor P2Y6) [NCBI Gene 5031] {aka P2Y6}, RACK1 (receptor for activated C kinase 1) [NCBI Gene 10399] {aka GNB2L1, Gnb2-rs1, H12.3, HLC-7, PIG21}, ADORA2B (adenosine A2b receptor) [NCBI Gene 136] {aka ADORA2}, P2RY13 (purinergic receptor P2Y13) [NCBI Gene 53829] {aka FKSG77, GPCR1, GPR86, GPR94, P2Y13, SP174}, P2RX7 (purinergic receptor P2X 7) [NCBI Gene 5027] {aka P2X7}, CASP3 (caspase 3) [NCBI Gene 836] {aka CPP32, CPP32B, SCA-1}, ADORA2A (adenosine A2a receptor) [NCBI Gene 135] {aka A2aR, ADORA2, RDC8}, ZHX2 (zinc fingers and homeoboxes 2) [NCBI Gene 22882] {aka AFR1, RAF}, MAPK1 (mitogen-activated protein kinase 1) [NCBI Gene 5594] {aka ERK, ERK-2, ERK2, ERT1, MAPK2, NS13}, P2RY11 (purinergic receptor P2Y11) [NCBI Gene 5032] {aka P2Y11}, ADORA1 (adenosine A1 receptor) [NCBI Gene 134] {aka RDC7}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, ADA (adenosine deaminase) [NCBI Gene 100] {aka ADA1}, P2RY4 (pyrimidinergic receptor P2Y4) [NCBI Gene 5030] {aka NRU, P2P, P2Y4, UNR}, PRKAA2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 5563] {aka AMPK, AMPK2, AMPKa2, PRKAA}, P2RX2 (purinergic receptor P2X 2) [NCBI Gene 22953] {aka DFNA41, P2X2}, P2RY1 (purinergic receptor P2Y1) [NCBI Gene 5028] {aka P2Y1, SARCC}, PDGFRB (platelet derived growth factor receptor beta) [NCBI Gene 5159] {aka CD140B, IBGC4, IMF1, JTK12, KOGS, OPDKD}, P2RX6 (purinergic receptor P2X 6) [NCBI Gene 9127] {aka P2RXL1, P2X6, P2XM}, HGF (hepatocyte growth factor) [NCBI Gene 3082] {aka DFNB39, F-TCF, HGFB, HPTA, SF}, RORC (RAR related orphan receptor C) [NCBI Gene 6097] {aka IMD42, NR1F3, RORG, RZR-GAMMA, RZRG, TOR}, P2RY12 (purinergic receptor P2Y12) [NCBI Gene 64805] {aka ADPG-R, BDPLT8, HORK3, P2T(AC), P2Y(12)R, P2Y(AC)}, DPP4 (dipeptidyl peptidase 4) [NCBI Gene 1803] {aka ADABP, ADCP2, CD26, DPPIV, TP103}, KDR (kinase insert domain receptor) [NCBI Gene 3791] {aka CD309, FLK1, VEGFR, VEGFR2}, MTOR (mechanistic target of rapamycin kinase) [NCBI Gene 2475] {aka FRAP, FRAP1, FRAP2, RAFT1, RAPT1, SKS}, P2RX4 (purinergic receptor P2X 4) [NCBI Gene 5025] {aka P2X4, P2X4R}, MAP2K7 (mitogen-activated protein kinase kinase 7) [NCBI Gene 5609] {aka JNKK2, MAPKK7, MEK, MEK 7, MKK7, PRKMK7}, NT5E (5'-nucleotidase ecto) [NCBI Gene 4907] {aka CALJA, CD73, E5NT, NT, NT5, NTE}, PIK3CB (phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit beta) [NCBI Gene 5291] {aka P110BETA, PI3K, PI3KBETA, PIK3C1}, CD38 (CD38 molecule) [NCBI Gene 952] {aka ADPRC 1, ADPRC1, cADPR1}
- **Diseases:** death (MESH:D003643), tumorigenesis (MESH:D063646), liver tumor (MESH:D008113), injury to (MESH:D014947), HCC (MESH:D006528), gastric cancer (MESH:D013274), benign prostatic hyperplasia (MESH:D011470), alcohol abuse (MESH:D000437), Cytotoxicity (MESH:D064420), Cancer (MESH:D009369), cirrhosis (MESH:D005355), hypoxia (MESH:D000860), glioblastoma (MESH:D005909), Chronic necroinflammation (MESH:D002908), metabolic disorders (MESH:D008659), chronic Hepatitis B and C infections (MESH:D019694), chronic inflammation (MESH:D007249), liver cirrhosis (MESH:D008103), liver hepatocellular (MESH:D017093), MASLD (MESH:D008107), breast and colorectal cancers (MESH:D001943)
- **Chemicals:** vitamin A (MESH:D014801), oxygen (MESH:D010100), CellTiter-Glo  3D (-), agarose (MESH:D012685), Purine (MESH:C030985), streptomycin (MESH:D013307), Calcium (MESH:D002118), cisplatin (MESH:D002945), TRIzol (MESH:C411644), ADP (MESH:D000244), Adenosine (MESH:D000241), quinazoline (MESH:D011799), Cy (MESH:D003545), purines (MESH:D011687), DMSO (MESH:D004121), penicillin (MESH:D010406), Sorafenib (MESH:D000077157), Nucleotide (MESH:D009711), CO2 (MESH:D002245), ATP (MESH:D000255), Doxazosin (MESH:D017292)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Homo sapiens (human, species) [taxon 9606]
- **Mutations:** (AUC) of 0, A2A
- **Cell lines:** HepG2 — Homo sapiens (Human), Hepatoblastoma, Cancer cell line (CVCL_0027), HepG2 hepatocellular carcinoma — Homo sapiens (Human), Hepatocellular carcinoma, Cancer cell line (CVCL_A1AS), HepG2/LX-2 — Homo sapiens (Human), Transformed cell line (CVCL_5792)

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13027536/full.md

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Source: https://tomesphere.com/paper/PMC13027536