# CAMK1D as a potential therapeutic target for gut microbiota-driven promotion of lung adenocarcinoma development

**Authors:** Nuo Yan, Yang Zhang, Silin Wang, Sheng Hu, Liancheng Ruan, Yunzhe Wang, Weiqiang Feng, Wenxun Xiong, Wenxiong Zhang, Yiping Wei, Chuan Yao

PMC · DOI: 10.7717/peerj.20985 · PeerJ · 2026-03-18

## TL;DR

This study explores how gut bacteria may influence lung cancer development and identifies CAMK1D as a potential new target for treatment.

## Contribution

The study identifies CAMK1D as a novel microbiota-related therapeutic target for lung adenocarcinoma through genetic and transcriptomic analyses.

## Key findings

- Prevotella9 and Parabacteroides are causally linked to lung adenocarcinoma.
- CAMK1D is upregulated in lung adenocarcinoma cell lines and is proposed as a potential therapeutic target.
- Fifteen genes, including CAMK1D, were identified as potential genetic targets through MR and GWAS analyses.

## Abstract

The gut microbiome is closely associated with malignant tumors; however the specific mechanisms by which it contributes to the development of lung adenocarcinoma remain unclear. In this study, we performed a two-sample bidirectional Mendelian randomization (MR) analysis to assess the causal relationship between the gut microbiome and lung adenocarcinoma. By identifying single nucleotide polymorphism markers linked to gut microbiome species, we aimed to discover potential biomarkers for lung adenocarcinoma. These findings may offer new insights into the role of the gut microbiome in the prevention and treatment of lung adenocarcinoma.

We used genome-wide association study (GWAS) summary statistics to assess the association between the gut microbiome and lung adenocarcinoma through two-sample MR analysis. Sensitivity analyses were performed to confirm the robustness of the findings. Reverse MR analysis and GWAS data integration were employed to identify potential genetic and therapeutic targets. Bioinformatics analysis and quantitative Real-Time PCR (qRT-PCR) were utilized to validate gene expression and explore the underlying mechanisms of key genes.

Our analysis identified two bacterial taxa, Prevotella9 and Parabacteroides, as being causally associated with lung adenocarcinoma, both showing positive causal relationships. Sensitivity analyses confirmed the robustness of these associations. The reverse MR analysis revealed no evidence of reverse causality. GWAS data identified 15 genes (DNAH1, PDE10A, DOCK2, INSYN2B, DNAI3, SUOX, LINC01505, SULT4A1, NT5ELP, LINC02895, calcium/calmodulin dependent protein kinase 1D (CAMK1D), ENSG00000253557, BCAS3, C18orf63, MYO18B) that passed the summary-data-based MR test. The transcriptomic data revealed that five genes (CAMK1D, BCAS3, DNAH1, PDE10A, and C18orf63) were differentially expressed between lung adenocarcinoma patients and healthy individuals. Through qRT-PCR validation, the CAMK1D gene was markedly upregulated in lung adenocarcinoma cell lines, whereas BCAS3, DNAH1, PDE10A, and C18orf63 genes exhibit ed substantially reduced expression.

Our study identified specific gut microbial taxa as risk factors for lung adenocarcinoma and proposes CAMK1D as a microbiota-related candidate biomarker and potential therapeutic target that may inform personalized treatment and drug development strategies in the future.

## Linked entities

- **Genes:** CAMK1D (calcium/calmodulin dependent protein kinase ID) [NCBI Gene 57118], DNAH1 (dynein axonemal heavy chain 1) [NCBI Gene 25981], PDE10A (phosphodiesterase 10A) [NCBI Gene 10846], DOCK2 (dedicator of cytokinesis 2) [NCBI Gene 1794], INSYN2B (inhibitory synaptic factor family member 2B) [NCBI Gene 100131897], DNAI3 (dynein axonemal intermediate chain 3) [NCBI Gene 126820], SUOX (sulfite oxidase) [NCBI Gene 6821], LINC01505 (long intergenic non-protein coding RNA 1505) [NCBI Gene 100996590], SULT4A1 (sulfotransferase family 4A member 1) [NCBI Gene 25830], NT5ELP (5' nucleotidase, ecto-like, pseudogene) [NCBI Gene 118568826], LINC02895 (long intergenic non-protein coding RNA 2895) [NCBI Gene 120017343], BCAS3 (BCAS3 microtubule associated cell migration factor) [NCBI Gene 54828], C18orf63 (chromosome 18 open reading frame 63) [NCBI Gene 644041], MYO18B (myosin XVIIIB) [NCBI Gene 84700]
- **Diseases:** lung adenocarcinoma (MONDO:0005061)
- **Species:** Parabacteroides (taxon 375288)

## Full-text entities

- **Genes:** DOCK2 (dedicator of cytokinesis 2) [NCBI Gene 1794] {aka IMD40}, MYO18B (myosin XVIIIB) [NCBI Gene 84700] {aka KFS4}, LINC01505 (long intergenic non-protein coding RNA 1505) [NCBI Gene 100996590] {aka uc.266}, BCAS3 (BCAS3 microtubule associated cell migration factor) [NCBI Gene 54828] {aka GAOB1, HEMARS, MAAB, PHAF2}, PDE10A (phosphodiesterase 10A) [NCBI Gene 10846] {aka ADSD2, HSPDE10A, IOLOD, PDE10A19}, CAMK1D (calcium/calmodulin dependent protein kinase ID) [NCBI Gene 57118] {aka CKLiK, CaM-K1, CaMKID}, NT5ELP (5' nucleotidase, ecto-like, pseudogene) [NCBI Gene 118568826], C18orf63 (chromosome 18 open reading frame 63) [NCBI Gene 644041] {aka DKFZP781G0119}, SULT4A1 (sulfotransferase family 4A member 1) [NCBI Gene 25830] {aka BR-STL-1, BRSTL1, DJ388M5.3, NST, SULTX3, hBR-STL-1}, SUOX (sulfite oxidase) [NCBI Gene 6821], DNAH1 (dynein axonemal heavy chain 1) [NCBI Gene 25981] {aka CILD37, DNAHC1, HDHC7, HL-11, HL11, HSRF-1}
- **Diseases:** malignant tumors (MESH:D009369), lung adenocarcinoma (MESH:D000077192)
- **Species:** Parabacteroides (genus) [taxon 375288], gut metagenome (species) [taxon 749906], Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC13005612/full.md

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13005612/full.md

## References

56 references — full list in the complete paper: https://tomesphere.com/paper/PMC13005612/full.md

---
Source: https://tomesphere.com/paper/PMC13005612