Skip to main content
Top
Published in: Cancer Cell International 1/2022

Open Access 01-12-2022 | Glioblastoma | Research

Comprehensive analysis of the prognostic implications and functional exploration of PAK gene family in human cancer

Authors: Kunjian Lei, Min Luo, Zewei Tu, Shigang Lv, Junzhe Liu, Chuandong Gong, Minhua Ye, Miaojing Wu, Yilei Sheng, Xiaoyan Long, Jingying Li, Xingen Zhu, Kai Huang

Published in: Cancer Cell International | Issue 1/2022

Login to get access

Abstract

Background

The p21-activated kinase (PAK) family (PAKs) plays a key role in the formation and development of human tumors. However, a systematic analysis of PAKs in human cancers is lacking and the potential role of PAKs in cancer immunity has not been explored.

Methods

We used datasets from in The Cancer Genome Atlas (TCGA) database and Genotype-Tissue Expression database (GTEx).

Results

Based on TCGA datasets most PAKs show noteworthy differences in expression between tumors and corresponding normal tissues or across different tumor tissues. Patients with high expression of PAKs often show a worse prognosis. However, copy number variation, mutation, and DNA methylation of PAKs have limited impact on tumor development. Further analysis showed that the impact of PAKs on immunity varies with the type of tumor and the respective tumor microenvironment. PAK1 and PAK4 may be stronger predictors of immune characteristics, and are more suitable as drugs and molecular therapeutic targets. Furthermore, Cox regression analysis revealed that a PAK gene signature could be used as an independent prognostic factor for lower grade glioma (LGG) and glioblastoma (GBM). Gene set enrichment analysis (GSEA) analysis indicated that PAK genes may affect the occurrence and development of GBM through the PI3K signaling pathway. Further experiments verified that PAK1 and AKT1 have a significant interaction in GBM cells, and inhibiting the overactivation of PAK1 can significantly inhibit the proliferation of GBM cells.

Conclusions

Our study provides a rationale for further research on the prognostic and therapeutic potential of PAKs in human tumors.
Appendix
Available only for authorised users
Literature
2.
go back to reference Kumar R, Li DQ. PAKs in human cancer progression: from inception to cancer therapeutic to future oncobiology. Adv Cancer Res. 2016;130:137–209.PubMedCrossRef Kumar R, Li DQ. PAKs in human cancer progression: from inception to cancer therapeutic to future oncobiology. Adv Cancer Res. 2016;130:137–209.PubMedCrossRef
3.
4.
go back to reference King H, Nicholas NS, Wells CM. Role of p-21-activated kinases in cancer progression. Int Rev Cell Mol Biol. 2014;309:347–87.PubMedCrossRef King H, Nicholas NS, Wells CM. Role of p-21-activated kinases in cancer progression. Int Rev Cell Mol Biol. 2014;309:347–87.PubMedCrossRef
5.
6.
go back to reference Callow MG, et al. Requirement for PAK4 in the anchorage-independent growth of human cancer cell lines. J Biol Chem. 2002;277:550–8.PubMedCrossRef Callow MG, et al. Requirement for PAK4 in the anchorage-independent growth of human cancer cell lines. J Biol Chem. 2002;277:550–8.PubMedCrossRef
7.
go back to reference Brown LA, et al. Amplification of 11q13 in ovarian carcinoma. Genes Chromosomes Cancer. 2008;47:481–9.PubMedCrossRef Brown LA, et al. Amplification of 11q13 in ovarian carcinoma. Genes Chromosomes Cancer. 2008;47:481–9.PubMedCrossRef
8.
go back to reference Bostner J, et al. Amplification of CCND1 and PAK1 as predictors of recurrence and tamoxifen resistance in postmenopausal breast cancer. Oncogene. 2007;26:6997–7005.PubMedCrossRef Bostner J, et al. Amplification of CCND1 and PAK1 as predictors of recurrence and tamoxifen resistance in postmenopausal breast cancer. Oncogene. 2007;26:6997–7005.PubMedCrossRef
10.
go back to reference Chen S, et al. Copy number alterations in pancreatic cancer identify recurrent PAK4 amplification. Cancer Biol Ther. 2008;7:1793–802.PubMedCrossRef Chen S, et al. Copy number alterations in pancreatic cancer identify recurrent PAK4 amplification. Cancer Biol Ther. 2008;7:1793–802.PubMedCrossRef
11.
go back to reference Daniels RH, Bokoch GM. p21-Activated protein kinase: a crucial component of morphological signaling? Trends Biochem Sci. 1999;24:350–5.PubMedCrossRef Daniels RH, Bokoch GM. p21-Activated protein kinase: a crucial component of morphological signaling? Trends Biochem Sci. 1999;24:350–5.PubMedCrossRef
12.
go back to reference Knaus UG, Bokoch GM. The p21Rac/Cdc42-activated kinases (PAKs). Int J Biochem Cell Biol. 1998;30:857–62.PubMedCrossRef Knaus UG, Bokoch GM. The p21Rac/Cdc42-activated kinases (PAKs). Int J Biochem Cell Biol. 1998;30:857–62.PubMedCrossRef
13.
go back to reference Sells MA, Chernoff J. Emerging from the Pak: the p21-activated protein kinase family. Trends Cell Biol. 1997;7:162–7.PubMedCrossRef Sells MA, Chernoff J. Emerging from the Pak: the p21-activated protein kinase family. Trends Cell Biol. 1997;7:162–7.PubMedCrossRef
14.
go back to reference Senapedis W, Crochiere M, Baloglu E, Landesman Y. Therapeutic potential of targeting PAK signaling. Anticancer Agents Med Chem. 2016;16:75–88.PubMedCrossRef Senapedis W, Crochiere M, Baloglu E, Landesman Y. Therapeutic potential of targeting PAK signaling. Anticancer Agents Med Chem. 2016;16:75–88.PubMedCrossRef
17.
go back to reference Huynh N, et al. Depletion of p21-activated kinase 1 up-regulates the immune system of APC(14/+) mice and inhibits intestinal tumorigenesis. BMC Cancer. 2017;17:431.PubMedPubMedCentralCrossRef Huynh N, et al. Depletion of p21-activated kinase 1 up-regulates the immune system of APC(14/+) mice and inhibits intestinal tumorigenesis. BMC Cancer. 2017;17:431.PubMedPubMedCentralCrossRef
18.
go back to reference Li H, et al. Switching of the substrate specificity of protein tyrosine phosphatase N12 by cyclin-dependent kinase 2 phosphorylation orchestrating 2 oncogenic pathways. FASEB J. 2018;32:73–82.PubMedCrossRef Li H, et al. Switching of the substrate specificity of protein tyrosine phosphatase N12 by cyclin-dependent kinase 2 phosphorylation orchestrating 2 oncogenic pathways. FASEB J. 2018;32:73–82.PubMedCrossRef
19.
go back to reference Semprucci E, et al. Endothelin A receptor drives invadopodia function and cell motility through the beta-arrestin/PDZ-RhoGEF pathway in ovarian carcinoma. Oncogene. 2016;35:3432–42.PubMedCrossRef Semprucci E, et al. Endothelin A receptor drives invadopodia function and cell motility through the beta-arrestin/PDZ-RhoGEF pathway in ovarian carcinoma. Oncogene. 2016;35:3432–42.PubMedCrossRef
21.
go back to reference Higuchi M, Onishi K, Kikuchi C, Gotoh Y. Scaffolding function of PAK in the PDK1-Akt pathway. Nat Cell Biol. 2008;10:1356–64.PubMedCrossRef Higuchi M, Onishi K, Kikuchi C, Gotoh Y. Scaffolding function of PAK in the PDK1-Akt pathway. Nat Cell Biol. 2008;10:1356–64.PubMedCrossRef
23.
go back to reference Klaus A, Birchmeier W. Wnt signalling and its impact on development and cancer. Nat Rev Cancer. 2008;8:387–98.PubMedCrossRef Klaus A, Birchmeier W. Wnt signalling and its impact on development and cancer. Nat Rev Cancer. 2008;8:387–98.PubMedCrossRef
25.
go back to reference Yang W, et al. Genomics of Drug Sensitivity in Cancer (GDSC): a resource for therapeutic biomarker discovery in cancer cells. Nucleic Acids Res. 2013;41:D955-961.PubMedCrossRef Yang W, et al. Genomics of Drug Sensitivity in Cancer (GDSC): a resource for therapeutic biomarker discovery in cancer cells. Nucleic Acids Res. 2013;41:D955-961.PubMedCrossRef
26.
28.
go back to reference Charoentong P, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18:248–62.PubMedCrossRef Charoentong P, et al. Pan-cancer immunogenomic analyses reveal genotype-immunophenotype relationships and predictors of response to checkpoint blockade. Cell Rep. 2017;18:248–62.PubMedCrossRef
29.
go back to reference Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods. 2001;25:402–8.PubMedCrossRef Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods. 2001;25:402–8.PubMedCrossRef
30.
go back to reference Liu W, et al. Transcriptome-derived stromal and immune scores infer clinical outcomes of patients with cancer. Oncol Lett. 2018;15:4351–7.PubMedPubMedCentral Liu W, et al. Transcriptome-derived stromal and immune scores infer clinical outcomes of patients with cancer. Oncol Lett. 2018;15:4351–7.PubMedPubMedCentral
31.
go back to reference Kroemer G, Galluzzi L, Kepp O, Zitvogel L. Immunogenic cell death in cancer therapy. Annu Rev Immunol. 2013;31:51–72.PubMedCrossRef Kroemer G, Galluzzi L, Kepp O, Zitvogel L. Immunogenic cell death in cancer therapy. Annu Rev Immunol. 2013;31:51–72.PubMedCrossRef
32.
go back to reference Galluzzi L, Buque A, Kepp O, Zitvogel L, Kroemer G. Immunogenic cell death in cancer and infectious disease. Nat Rev Immunol. 2017;17:97–111.PubMedCrossRef Galluzzi L, Buque A, Kepp O, Zitvogel L, Kroemer G. Immunogenic cell death in cancer and infectious disease. Nat Rev Immunol. 2017;17:97–111.PubMedCrossRef
33.
go back to reference Dudley JC, Lin MT, Le DT, Eshleman JR. Microsatellite Instability as a Biomarker for PD-1 Blockade. Clin Cancer Res. 2016;22:813–20.PubMedCrossRef Dudley JC, Lin MT, Le DT, Eshleman JR. Microsatellite Instability as a Biomarker for PD-1 Blockade. Clin Cancer Res. 2016;22:813–20.PubMedCrossRef
35.
go back to reference Rizvi NA, et al. Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science. 2015;348:124–8.PubMedPubMedCentralCrossRef Rizvi NA, et al. Cancer immunology. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Science. 2015;348:124–8.PubMedPubMedCentralCrossRef
36.
37.
go back to reference Chow HY, et al. p21-Activated kinase 1 is required for efficient tumor formation and progression in a Ras-mediated skin cancer model. Cancer Res. 2012;72:5966–75.PubMedPubMedCentralCrossRef Chow HY, et al. p21-Activated kinase 1 is required for efficient tumor formation and progression in a Ras-mediated skin cancer model. Cancer Res. 2012;72:5966–75.PubMedPubMedCentralCrossRef
38.
go back to reference Tu HF, et al. The frequent co-expression of the oncogenes PIK3CA and PAK1 in oral carcinomas. Oral Oncol. 2011;47:211–6.PubMedCrossRef Tu HF, et al. The frequent co-expression of the oncogenes PIK3CA and PAK1 in oral carcinomas. Oral Oncol. 2011;47:211–6.PubMedCrossRef
39.
go back to reference Chu JY, Dransfield I, Rossi AG, Vermeren S. Non-canonical PI3K-Cdc42-Pak-Mek-Erk signaling promotes immune-complex-induced apoptosis in human neutrophils. Cell Rep. 2016;17:374–86.PubMedPubMedCentralCrossRef Chu JY, Dransfield I, Rossi AG, Vermeren S. Non-canonical PI3K-Cdc42-Pak-Mek-Erk signaling promotes immune-complex-induced apoptosis in human neutrophils. Cell Rep. 2016;17:374–86.PubMedPubMedCentralCrossRef
40.
go back to reference Mao K, et al. Regulation of Akt/PKB activity by P21-activated kinase in cardiomyocytes. J Mol Cell Cardiol. 2008;44:429–34.PubMedCrossRef Mao K, et al. Regulation of Akt/PKB activity by P21-activated kinase in cardiomyocytes. J Mol Cell Cardiol. 2008;44:429–34.PubMedCrossRef
41.
go back to reference Hoxhaj G, Manning BD. The PI3K-AKT network at the interface of oncogenic signalling and cancer metabolism. Nat Rev Cancer. 2020;20:74–88.PubMedCrossRef Hoxhaj G, Manning BD. The PI3K-AKT network at the interface of oncogenic signalling and cancer metabolism. Nat Rev Cancer. 2020;20:74–88.PubMedCrossRef
43.
44.
45.
go back to reference Arias-Romero LE, et al. A Rac-Pak signaling pathway is essential for ErbB2-mediated transformation of human breast epithelial cancer cells. Oncogene. 2010;29:5839–49.PubMedPubMedCentralCrossRef Arias-Romero LE, et al. A Rac-Pak signaling pathway is essential for ErbB2-mediated transformation of human breast epithelial cancer cells. Oncogene. 2010;29:5839–49.PubMedPubMedCentralCrossRef
46.
go back to reference Zhu G, et al. A Rac1/PAK1 cascade controls beta-catenin activation in colon cancer cells. Oncogene. 2012;31:1001–12.PubMedCrossRef Zhu G, et al. A Rac1/PAK1 cascade controls beta-catenin activation in colon cancer cells. Oncogene. 2012;31:1001–12.PubMedCrossRef
49.
go back to reference Whale AD, Dart A, Holt M, Jones GE, Wells CM. PAK4 kinase activity and somatic mutation promote carcinoma cell motility and influence inhibitor sensitivity. Oncogene. 2013;32:2114–20.PubMedCrossRef Whale AD, Dart A, Holt M, Jones GE, Wells CM. PAK4 kinase activity and somatic mutation promote carcinoma cell motility and influence inhibitor sensitivity. Oncogene. 2013;32:2114–20.PubMedCrossRef
50.
go back to reference Fawdar S, et al. Targeted genetic dependency screen facilitates identification of actionable mutations in FGFR4, MAP3K9, and PAK5 in lung cancer. Proc Natl Acad Sci U S A. 2013;110:12426–31.PubMedPubMedCentralCrossRef Fawdar S, et al. Targeted genetic dependency screen facilitates identification of actionable mutations in FGFR4, MAP3K9, and PAK5 in lung cancer. Proc Natl Acad Sci U S A. 2013;110:12426–31.PubMedPubMedCentralCrossRef
51.
go back to reference Dolan BM, et al. Rescue of fragile X syndrome phenotypes in Fmr1 KO mice by the small-molecule PAK inhibitor FRAX486. Proc Natl Acad Sci U S A. 2013;110:5671–6.PubMedPubMedCentralCrossRef Dolan BM, et al. Rescue of fragile X syndrome phenotypes in Fmr1 KO mice by the small-molecule PAK inhibitor FRAX486. Proc Natl Acad Sci U S A. 2013;110:5671–6.PubMedPubMedCentralCrossRef
52.
go back to reference Aoki H, et al. Phosphorylated Pak1 level in the cytoplasm correlates with shorter survival time in patients with glioblastoma. Clin Cancer Res. 2007;13:6603–9.PubMedCrossRef Aoki H, et al. Phosphorylated Pak1 level in the cytoplasm correlates with shorter survival time in patients with glioblastoma. Clin Cancer Res. 2007;13:6603–9.PubMedCrossRef
53.
go back to reference Venu A, et al. Clinical evaluation of P21 activated kinase 1 (PAK1) activation in gliomas and its effect on cell proliferation. Cancer Invest. 2021;39:98–113.PubMedCrossRef Venu A, et al. Clinical evaluation of P21 activated kinase 1 (PAK1) activation in gliomas and its effect on cell proliferation. Cancer Invest. 2021;39:98–113.PubMedCrossRef
Metadata
Title
Comprehensive analysis of the prognostic implications and functional exploration of PAK gene family in human cancer
Authors
Kunjian Lei
Min Luo
Zewei Tu
Shigang Lv
Junzhe Liu
Chuandong Gong
Minhua Ye
Miaojing Wu
Yilei Sheng
Xiaoyan Long
Jingying Li
Xingen Zhu
Kai Huang
Publication date
01-12-2022
Publisher
BioMed Central
Published in
Cancer Cell International / Issue 1/2022
Electronic ISSN: 1475-2867
DOI
https://doi.org/10.1186/s12935-022-02689-6

Other articles of this Issue 1/2022

Cancer Cell International 1/2022 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine