# Experimental validation of cuproptosis-associated molecular signatures and their immunological implications in pulmonary tuberculosis

**Authors:** Xiaofang Liu, Qianqian Ma, Zhiming Li, Yong Xue, Jie Mi, Yuxi Li, Chunfeng Bai, Donglin Guo, Yinping Liu, Yan Liang, Jianqin Liang, Xueqiong Wu

PMC · DOI: 10.3389/fimmu.2025.1570992 · 2025-07-30

## TL;DR

This study identifies cuproptosis-related genes linked to pulmonary tuberculosis, suggesting they could help diagnose and treat the disease.

## Contribution

The study experimentally validates cuproptosis-associated genes as potential biomarkers and therapeutic targets in pulmonary tuberculosis.

## Key findings

- Three hub genes (ASPHD2, GK, GCH1) were identified as upregulated in pulmonary tuberculosis.
- These genes correlate with immune cell infiltration and immune function changes in tuberculosis patients.
- Expression of hub genes decreased after treatment, indicating their dynamic role in disease progression.

## Abstract

The pathogenic mechanism underlying Mycobacterium tuberculosis (MTB) remains elusive, posing challenges to its diagnosis and treatment. Cuproptosis is a newly identified mechanism of cell death. This study explores the role of cuproptosis-related genes (CRGs) in pulmonary tuberculosis (PTB) to uncover potential diagnostic biomarkers and therapeutic targets.

Differentially expressed gene (DEG) analysis and weighted gene co-expression network analysis (WGCNA) were carried out using the GSE83456 dataset. PTB-associated DEGs were intersected with CRGs to identify PTB-related CRGs. Subsequent analyses included functional enrichment, gene interaction, and protein-protein interaction (PPI) network construction. Hub CRGs were screened out via least absolute shrinkage and selection operator (LASSO) regression and random forest (RF) algorithms. Diagnostic models were subsequently constructed and validated. The associations of immune cell infiltration and pathway with the identified hub genes were evaluated through single-sample gene set enrichment analysis (ssGSEA) and CIBERSORT. Hub gene expressions were validated in the GSE42834 and GSE89403 datasets, as well as by RT-qPCR and Western blot (WB) in PTB and extrapulmonary tuberculosis (EPTB) patients. The GSE89403 dataset and gene expression profiling were leveraged to analyze the differential expression of hub genes and their dynamic changes during treatment.

Seven PTB-related CRGs were significantly upregulated, were significantly upregulated, among which ASPHD2, GK, and GCH1 were identified as hub genes. These genes exhibited high expression levels in patients with PTB and EPTB, with marked reductions observed following treatment. Notable alterations in immune cell infiltration and immune function in PTB patients were closely related to these hub genes, suggesting activation of innate immune responses and suppression of adaptive immune function.

The cuproptosis hub genes ASPHD2, GK, and GCH1 influence the pathogenesis of PTB, and possibly serve as novel diagnostic biomarkers and therapeutic targets.

## Linked entities

- **Genes:** ASPHD2 (aspartate beta-hydroxylase domain containing 2) [NCBI Gene 57168], GK (glycerol kinase) [NCBI Gene 2710], GCH1 (GTP cyclohydrolase 1) [NCBI Gene 2643]
- **Diseases:** pulmonary tuberculosis (MONDO:0006052), extrapulmonary tuberculosis (MONDO:0000368)
- **Species:** Mycobacterium tuberculosis (taxon 1773)

## Full-text entities

- **Genes:** FDX1 (ferredoxin 1) [NCBI Gene 2230] {aka ADX, FDX, LOH11CR1D}, APC (APC regulator of Wnt signaling pathway) [NCBI Gene 324] {aka BTPS2, DESMD, DP2, DP2.5, DP3, GS}, OASL (2'-5'-oligoadenylate synthetase like) [NCBI Gene 8638] {aka OASL1, OASLd, TRIP-14, TRIP14, p59 OASL, p59-OASL}, TCN2 (transcobalamin 2) [NCBI Gene 6948] {aka D22S676, D22S750, II, TC, TC II, TC-2}, OAS2 (2'-5'-oligoadenylate synthetase 2) [NCBI Gene 4939] {aka AIAISD2}, CD4 (CD4 molecule) [NCBI Gene 920] {aka CD4mut, IMD79, Leu-3, OKT4D, T4}, OAS3 (2'-5'-oligoadenylate synthetase 3) [NCBI Gene 4940] {aka p100, p100OAS}, Actb (actin, beta) [NCBI Gene 11461] {aka Actx, E430023M04Rik, beta-actin}, IFNA1 (interferon alpha 1) [NCBI Gene 3439] {aka IFL, IFN, IFN-ALPHA, IFN-alphaD, IFNA13, IFNA@}, LIAS (lipoic acid synthetase) [NCBI Gene 11019] {aka HGCLAS, HUSSY-01, LAS, LIP1, LS, PDHLD}, ATP7B (ATPase copper transporting beta) [NCBI Gene 540] {aka PWD, WC1, WD, WND}, DLST (dihydrolipoamide S-succinyltransferase) [NCBI Gene 1743] {aka DLTS, KGD2, PGL7, PPGL7}, LIPT1 (lipoyltransferase 1) [NCBI Gene 51601] {aka LIPT1D}, Gch1 (GTP cyclohydrolase 1) [NCBI Gene 14528] {aka GTP-CH, GTP-CH-I, GTPCH, Gch}, GK (glycerol kinase) [NCBI Gene 2710] {aka GK1, GKD}, GCH1 (GTP cyclohydrolase 1) [NCBI Gene 2643] {aka DYT14, DYT5, DYT5a, GCH, GTP-CH-1, GTPCH1}, ASPH (aspartate beta-hydroxylase) [NCBI Gene 444] {aka AAH, BAH, CASQ2BP1, FDLAB, HAAH, JCTN}, NR4A1 (nuclear receptor subfamily 4 group A member 1) [NCBI Gene 3164] {aka GFRP1, HMR, N10, NAK-1, NGFIB, NP10}, PTBP1 (polypyrimidine tract binding protein 1) [NCBI Gene 5725] {aka HNRNP-I, HNRNPI, HNRPI, PTB, PTB-1, PTB-T}, SIRT4 (sirtuin 4) [NCBI Gene 23409] {aka SIR2L4}, Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 14433] {aka Gapd}, NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548] {aka AGTAVPRL, AII, AVP, C1orf7, CIAS1, CLR1.1}, NOS2 (nitric oxide synthase 2) [NCBI Gene 4843] {aka HEP-NOS, INOS, NOS, NOS2A}, DLD (dihydrolipoamide dehydrogenase) [NCBI Gene 1738] {aka DLDD, DLDH, E3, GCSL, LAD, OGDC-E3}, MAN1C1 (mannosidase alpha class 1C member 1) [NCBI Gene 57134] {aka HMIC, MAN1A3, MAN1C, pp6318}, ASPHD2 (aspartate beta-hydroxylase domain containing 2) [NCBI Gene 57168], IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, SLC31A1 (solute carrier family 31 member 1) [NCBI Gene 1317] {aka COPT1, CTR1, NSCT}, DBT (dihydrolipoamide branched chain transacylase E2) [NCBI Gene 1629] {aka BCATE2, BCKAD-E2, BCKADE2, BCKDH-E2, BCOADC-E2, E2}, MTF1 (metal regulatory transcription factor 1) [NCBI Gene 4520] {aka MTF-1, ZRF}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, SMOC1 (SPARC related modular calcium binding 1) [NCBI Gene 64093] {aka OAS}, CHD7 (chromodomain helicase DNA binding protein 7) [NCBI Gene 55636] {aka CRG, HH5, IS3, KAL5}, BPGM (bisphosphoglycerate mutase) [NCBI Gene 669] {aka DPGM, ECYT8}, HLA-A (major histocompatibility complex, class I, A) [NCBI Gene 3105] {aka HLAA}, PDHB (pyruvate dehydrogenase E1 subunit beta) [NCBI Gene 5162] {aka E1beta, PDHBD, PDHE1-B, PDHE1B, PHE1B}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}, Asphd2 (aspartate beta-hydroxylase domain containing 2) [NCBI Gene 72898] {aka 2900006N09Rik, 9230106G13Rik}, DLAT (dihydrolipoamide S-acetyltransferase) [NCBI Gene 1737] {aka DLTA, E2, PBC, PDC-E2, PDCE2}, APBA2 (amyloid beta precursor protein binding family A member 2) [NCBI Gene 321] {aka D15S1518E, HsT16821, LIN-10, MGC:14091, MINT2, X11-BETA}
- **Diseases:** glucose lipotoxicity (MESH:D018149), Staphylococcus aureus infection (MESH:D013203), weight gain (MESH:D015430), CRGs (MESH:C535507), chronic inflammation (MESH:D007249), hepatitis C (MESH:D019698), lymph node TB (MESH:D014388), death (MESH:D003643), Infectious Disease (MESH:D003141), Complement (MESH:D007153), gastrointestinal TB (MESH:D014385), NC (MESH:D007174), abdominal TB (MESH:D000007), necrosis (MESH:D009336), MDR/RR-TB (MESH:D018088), synucleinopathies (MESH:D000080874), HIV infection (MESH:D015658), influenza A (MESH:D007251), HC (MESH:D000067329), LTBI (MESH:D055985), monkeypox virus infection (MESH:D045908), immune deficiency (MESH:D007154), Mycobacterium tuberculosis (MESH:D014376), COVID-19 (MESH:D000086382), Epstein-Barr virus infection (MESH:D020031), pneumonia (MESH:D011014), PTB (MESH:D014397), immune dysregulation (OMIM:614878), mycobacterial infection (MESH:D009165), autoimmune diseases (MESH:D001327), septicaemic melioidosis (MESH:D008554), inflammatory damage (MESH:D018746), Pertussis (MESH:D014917), cancer (MESH:D009369), tuberculous meningitis (MESH:D014390), Systemic lupus erythematosus (MESH:D008180), infection (MESH:D007239), Parkinson's disease (MESH:D010300), osteoarticular TB (MESH:D014394), Leishmaniasis (MESH:D007896), EPTB (MESH:D000092225), liver or kidney disease (MESH:D008107), measles (MESH:D008457), XL (MESH:D000080345), encephalitis (MESH:D004660)
- **Chemicals:** glycerol (MESH:D005990), ATP (MESH:D000255), Tween-20 (MESH:D011136), ethambutol (MESH:D004977), fatty acid (MESH:D005227), glycogen (MESH:D006003), amino acid (MESH:D000596), SDS (MESH:D012967), ROS (MESH:D017382), metal (MESH:D008670), Copper (MESH:D003300), BH4 (MESH:C003402), Aspartate (MESH:D001224), glucose (MESH:D005947), TCA (MESH:D014233), G3P (MESH:C029620), isoniazid (MESH:D007538), rifampicin (MESH:D012293), GTP (MESH:D006160), vitamin B12 (MESH:D014805), carbon (MESH:D002244), pyrazinamide (MESH:D011718), lipid (MESH:D008055), TRIzol (MESH:C411644), NO (MESH:D009569), 7,8-dihydrobiopterin triphosphate (-), BCA (MESH:C047117), triglyceride (MESH:D014280)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mycobacterium tuberculosis (species) [taxon 1773], Mycobacterium tuberculosis variant bovis BCG (no rank) [taxon 33892], Mus musculus (house mouse, species) [taxon 10090], Bacillus sp. CG (species) [taxon 1196795]

## Figures

12 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12343668/full.md

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Source: https://tomesphere.com/paper/PMC12343668