# Cancer cell immunity-related protein co-expression networks are associated with early-stage solid-predominant lung adenocarcinoma

**Authors:** Toshihide Nishimura, Ákos Végvári, Haruhiko Nakamura, Kiyonaga Fujii, Hiroki Sakai, Saeko Naruki, Naoki Furuya, Hisashi Saji

PMC · DOI: 10.3389/fonc.2024.1273780 · Frontiers in Oncology · 2024-02-21

## TL;DR

This study identifies protein networks linked to a high-risk lung cancer subtype, revealing immune-related patterns that could guide new treatments.

## Contribution

The study provides a novel molecular profile of solid-predominant lung adenocarcinoma using protein co-expression networks and immune-related regulators.

## Key findings

- Two co-expression networks were significantly associated with the SPA subtype, involving immune response and cell growth pathways.
- HLA-G and HLA-B were upregulated in SPA, suggesting high mutation burden and T cell activation.
- Immune regulators like IFNG, CD8A, and CD8B were activated, while LILRB2 was inhibited in SPA subtype.

## Abstract

Solid-predominant lung adenocarcinoma (SPA), which is one of the high-risk subtypes with poor prognosis and unsatisfactory response to chemotherapy and targeted therapy in lung adenocarcinoma, remains molecular profile unclarified. Weighted correlation network analysis (WGCNA) was used for data mining, especially for studying biological networks based on pairwise correlations between variables. This study aimed to identify disease-related protein co-expression networks associated with early-stage SPA.

We assessed cancerous cells laser-microdissected from formalin-fixed paraffin-embedded (FFPE) tissues of a SPA group (n = 5), referencing a low-risk subtype, a lepidic predominant subtype group (LPA) (n = 4), and another high-risk subtype, micropapillary predominant subtype (MPA) group (n = 3) and performed mass spectrometry-based proteomic analysis. Disease-related co-expression networks associated with the SPA subtype were identified by WGCNA and their upstream regulators and causal networks were predicted by Ingenuity Pathway Analysis.

Among the forty WGCNA network modules identified, two network modules were found to be associated significantly with the SPA subtype. Canonical enriched pathways were highly associated with cellular growth, proliferation, and immune response. Upregulated HLA class I molecules HLA-G and HLA-B implicated high mutation burden and T cell activation in the SPA subtype. Upstream analysis implicated the involvement of highly activated oncogenic regulators, MYC, MLXIPL, MYCN, the redox master regulator NFE2L2, and the highly inhibited LARP1, leading to oncogenic IRES-dependent translation, and also regulators of the adaptive immune response, including highly activated IFNG, TCRD, CD3-TCR, CD8A, CD8B, CD3, CD80/CD86, and highly inhibited LILRB2. Interestingly, the immune checkpoint molecule HLA-G, which is the counterpart of LILRB2, was highly expressed characteristically in the SPA subtype and might be associated with antitumor immunity.

Our findings provide a disease molecular profile based on protein co-expression networks identified for the high-risk solid predominant adenocarcinoma, which will help develop future therapeutic strategies.

## Linked entities

- **Genes:** HLA-G (major histocompatibility complex, class I, G) [NCBI Gene 3135], HLA-B (major histocompatibility complex, class I, B) [NCBI Gene 3106], MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609], MLXIPL (MLX interacting protein like) [NCBI Gene 51085], MYCN (MYCN proto-oncogene, bHLH transcription factor) [NCBI Gene 4613], NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780], LARP1 (La ribonucleoprotein 1, translational regulator) [NCBI Gene 23367], IFNG (interferon gamma) [NCBI Gene 3458], TRD (T cell receptor delta locus) [NCBI Gene 6964], CD8A (CD8 subunit alpha) [NCBI Gene 925], CD8B (CD8 subunit beta) [NCBI Gene 926], cd.3 (Cd.3 conserved hypothetical protein) [NCBI Gene 1258599], CD80 (CD80 molecule) [NCBI Gene 941], CD86 (CD86 molecule) [NCBI Gene 942], LILRB2 (leukocyte immunoglobulin like receptor B2) [NCBI Gene 10288]
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** MYC (MYC proto-oncogene, bHLH transcription factor) [NCBI Gene 4609] {aka MRTL, MYCC, bHLHe39, c-Myc}, HLA-B (major histocompatibility complex, class I, B) [NCBI Gene 3106] {aka AS, B-4901, HLAB}, HLA-G (major histocompatibility complex, class I, G) [NCBI Gene 3135] {aka MHC-G}, LILRB2 (leukocyte immunoglobulin like receptor B2) [NCBI Gene 10288] {aka CD85D, ILT-4, ILT4, LIR-2, LIR2, MIR-10}, NFE2L2 (NFE2 like bZIP transcription factor 2) [NCBI Gene 4780] {aka IMDDHH, NRF2, Nrf-2}, CD80 (CD80 molecule) [NCBI Gene 941] {aka B7, B7-1, B7.1, BB1, CD28LG, CD28LG1}, MYCN (MYCN proto-oncogene, bHLH transcription factor) [NCBI Gene 4613] {aka FGLDS1, MODED, MPAPA, MYCNsORF, MYCNsPEP, N-myc}, LARP1 (La ribonucleoprotein 1, translational regulator) [NCBI Gene 23367] {aka LARP, Lar1, Lhp1}, TRDD3 (T cell receptor delta diversity 3) [NCBI Gene 28523] {aka TCRD}, TRBV20OR9-2 (T cell receptor beta variable 20/OR9-2 (non-functional)) [NCBI Gene 6962] {aka CDR3, TCRBV20S2, TCRBV2O, TCRBV2S2O}, CD8B (CD8 subunit beta) [NCBI Gene 926] {aka CD8B1, CD8beta, LEU2, LY3, LYT3, Ly-3}, IFNG (interferon gamma) [NCBI Gene 3458] {aka IFG, IFI, IMD69}, CD86 (CD86 molecule) [NCBI Gene 942] {aka B7-2, B7.2, B70, BU63, CD28LG2, CD86 v6}, MLXIPL (MLX interacting protein like) [NCBI Gene 51085] {aka CHREBP, MIO, MONDOB, WBSCR14, WS-bHLH, bHLHd14}, CD8A (CD8 subunit alpha) [NCBI Gene 925] {aka CD8, CD8alpha, IMD116, Leu2, p32}
- **Diseases:** adenocarcinoma (MESH:D000230), Cancer (MESH:D009369), SPA (MESH:D000077192)
- **Chemicals:** paraffin (MESH:D010232), formalin (MESH:D005557)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC10915646/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/PMC10915646/full.md

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Source: https://tomesphere.com/paper/PMC10915646