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Published in: BMC Cancer 1/2021

Open Access 01-12-2021 | Research article

Identification of PIK3CA multigene mutation patterns associated with superior prognosis in stomach cancer

Authors: Yu Yu, Zhuoming Xie, Mingxin Zhao, Xiaohua Lian

Published in: BMC Cancer | Issue 1/2021

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Abstract

Background

PIK3CA is the second most frequently mutated gene in cancers and is extensively studied for its role in promoting cancer cell resistance to chemotherapy or targeted therapy. However, PIK3CA functions have mostly been investigated at a lower-order genetic level, and therapeutic strategies targeting PIK3CA mutations have limited effects. Here, we explore crucial factors interacting with PIK3CA mutations to facilitate a significant marginal survival effect at the higher-order level and identify therapeutic strategies based on these marginal factors.

Methods

Mutations in stomach adenocarcinoma (STAD), breast adenocarcinoma (BRCA), and colon adenocarcinoma (COAD) samples from The Cancer Genome Atlas (TCGA) database were top-selected and combined for Cox proportional-hazards model analysis to calculate hazard ratios of mutation combinations according to overall survival data and define criteria to acquire mutation combinations with considerable marginal effects. We next analyzed the PIK3CA + HMCN1 + LRP1B mutation combination with marginal effects in STAD patients by Kaplan-Meier, transcriptomic differential, and KEGG integrated pathway enrichment analyses. Lastly, we adopted a connectivity map (CMap) to find potentially useful drugs specifically targeting LRP1B mutation in STAD patients.

Results

Factors interacting with PIK3CA mutations in a higher-order manner significantly influenced patient cohort survival curves (hazard ratio (HR) = 2.93, p-value = 2.63 × 10− 6). Moreover, PIK3CA mutations interacting with higher-order combination elements distinctly differentiated survival curves, with or without a marginal factor (HR = 0.26, p-value = 6.18 × 10− 8).
Approximately 3238 PIK3CA-specific higher-order mutational combinations producing marginal survival effects were obtained. In STAD patients, PIK3CA + HMCN1 mutation yielded a substantial beneficial survival effect by interacting with LRP1B (HR = 3.78 × 10− 8, p-value = 0.0361) and AHNAK2 (HR = 3.86 × 10− 8, p-value = 0.0493) mutations. We next identified 208 differentially expressed genes (DEGs) induced by PIK3CA + HMCN1 compared with LRP1B mutation and mapped them to specific KEGG modules. Finally, small-molecule drugs such as geldanamycin (connectivity score = − 0.4011) and vemurafenib (connectivity score = − 0.4488) were selected as optimal therapeutic agents for targeting the STAD subtype with LRP1B mutation.

Conclusions

Overall, PIK3CA-induced marginal survival effects need to be analyzed. We established a framework to systematically identify crucial factors responsible for marginal survival effects, analyzed mechanisms underlying marginal effects, and identified related drugs.
Appendix
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Literature
4.
go back to reference Alqahtani A, Ayesh HSK, Halawani H. PIK3CA gene mutations in solid malignancies: association with clinicopathological parameters and prognosis. Cancers. 2020;12. Alqahtani A, Ayesh HSK, Halawani H. PIK3CA gene mutations in solid malignancies: association with clinicopathological parameters and prognosis. Cancers. 2020;12.
16.
go back to reference Res H. 2009;39:177–86.Huang T, Liu D, Wang Y, Li P, Sun L, Xiong H, et al. FGFR2 promotes gastric Cancer progression by inhibiting the expression of Thrombospondin4 via PI3K-Akt-Mtor pathway. Cell Physiol Biochem. 2018;50:1332–45.CrossRef Res H. 2009;39:177–86.Huang T, Liu D, Wang Y, Li P, Sun L, Xiong H, et al. FGFR2 promotes gastric Cancer progression by inhibiting the expression of Thrombospondin4 via PI3K-Akt-Mtor pathway. Cell Physiol Biochem. 2018;50:1332–45.CrossRef
22.
go back to reference Subramanian A, Narayan R, Corsello SM, Peck DD, Natoli TE, Lu X, et al. A Next Generation Connectivity Map: L1000 Platform and the First 1,000,000 Profiles. Cell. 2017;171:1437–52.e17.CrossRef Subramanian A, Narayan R, Corsello SM, Peck DD, Natoli TE, Lu X, et al. A Next Generation Connectivity Map: L1000 Platform and the First 1,000,000 Profiles. Cell. 2017;171:1437–52.e17.CrossRef
25.
go back to reference Thiers BH. The connectivity map: using gene-expression signatures to connect small molecules, genes, and disease. Yearb Dermatology Dermatologic Surg. 2007;2007:384–6. Thiers BH. The connectivity map: using gene-expression signatures to connect small molecules, genes, and disease. Yearb Dermatology Dermatologic Surg. 2007;2007:384–6.
26.
go back to reference Lian L, Li XL, Xu MD, Li XM, Wu MY, Zhang Y, et al. VEGFR2 promotes tumorigenesis and metastasis in a pro-angiogenic-independent way in gastric cancer. BMC Cancer. 2019;19:479–89.CrossRef Lian L, Li XL, Xu MD, Li XM, Wu MY, Zhang Y, et al. VEGFR2 promotes tumorigenesis and metastasis in a pro-angiogenic-independent way in gastric cancer. BMC Cancer. 2019;19:479–89.CrossRef
36.
go back to reference Rimawi MF, de Angelis C, Contreras A, Pareja F, Geyer FC, Burke KA, et al. Low PETN levels and PIK3CA mutations predict resistance to neoadjuvant lapatinib and trastuzumab without chemotherapy in patients with HER2 over-expressing breast cancer. Breast Cancer Res Treat. 2018;167(3):731–40. https://doi.org/10.1007/s10549-017-4533-9.CrossRefPubMed Rimawi MF, de Angelis C, Contreras A, Pareja F, Geyer FC, Burke KA, et al. Low PETN levels and PIK3CA mutations predict resistance to neoadjuvant lapatinib and trastuzumab without chemotherapy in patients with HER2 over-expressing breast cancer. Breast Cancer Res Treat. 2018;167(3):731–40. https://​doi.​org/​10.​1007/​s10549-017-4533-9.CrossRefPubMed
38.
go back to reference Wang L, Hu H, Pan Y, Wang R, Li Y, Shen L, et al. PIK3CA mutations frequently coexist with EGFR/KRAS mutations in non-small cell lung cancer and suggest poor prognosis in EGFR/KRAS wildtype subgroup. PLoS One. 2014;9. Wang L, Hu H, Pan Y, Wang R, Li Y, Shen L, et al. PIK3CA mutations frequently coexist with EGFR/KRAS mutations in non-small cell lung cancer and suggest poor prognosis in EGFR/KRAS wildtype subgroup. PLoS One. 2014;9.
40.
go back to reference L. Michmerhuizen N, Leonard E, Kulkarni A, Brenner JC. Differential compensation mechanisms define resistance to PI3K inhibitors in PIK3CA amplified HNSCC. Otorhinolaryngol Neck Surg. 2016;1:44–50.CrossRef L. Michmerhuizen N, Leonard E, Kulkarni A, Brenner JC. Differential compensation mechanisms define resistance to PI3K inhibitors in PIK3CA amplified HNSCC. Otorhinolaryngol Neck Surg. 2016;1:44–50.CrossRef
Metadata
Title
Identification of PIK3CA multigene mutation patterns associated with superior prognosis in stomach cancer
Authors
Yu Yu
Zhuoming Xie
Mingxin Zhao
Xiaohua Lian
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2021
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-021-08115-w

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