Skip to main content
Top
Published in: Journal of Translational Medicine 1/2022

Open Access 01-12-2022 | Colorectal Cancer | Research

Comprehensive characterization of ubiquitinome of human colorectal cancer and identification of potential survival-related ubiquitination

Authors: Wei Zhang, Yan Yang, Liewen Lin, Jingquan He, Jingjing Dong, Bin Yan, Wanxia Cai, Yumei Chen, Lianghong Yin, Donge Tang, Fanna Liu, Yong Dai

Published in: Journal of Translational Medicine | Issue 1/2022

Login to get access

Abstract

Background

According to the Global Cancer Statistics in 2020, the incidence and mortality of colorectal cancer (CRC) rank third and second among all tumors. The disturbance of ubiquitination plays an important role in the initiation and development of CRC, but the ubiquitinome of CRC cells and the survival-relevant ubiquitination are poorly understood.

Methods

The ubiquitinome of CRC patients (n = 6) was characterized using our own data sets of proteomic and ubiquitin-proteomic examinations. Then, the probable survival-relevant ubiquitination was searched based on the analyses of data sets from public databases.

Results

For the ubiquitinomic examination, we identified 1690 quantifiable sites and 870 quantifiable proteins. We found that the highly-ubiquitinated proteins (n ≥ 10) were specifically involved in the biological processes such as G-protein coupling, glycoprotein coupling, and antigen presentation. Also, we depicted five motif sequences frequently recognized by ubiquitin. Subsequently, we revealed that the ubiquitination content of 1172 proteins were up-regulated and 1700 proteins were down-regulated in CRC cells versus normal adjacent cells. We demonstrated that the differentially ubiquitinated proteins were relevant to the pathways including metabolism, immune regulation, and telomere maintenance. Then, integrated with the proteomic datasets from the Clinical Proteomic Tumor Analysis Consortium (CPTAC) (n = 98), we revealed that the increased ubiquitination of FOCAD at Lys583 and Lys587 was potentially associated with patient survival. Finally, we depicted the mutation map of FOCAD and elucidated its potential functions on RNA localization and translation in CRC.

Conclusions

The findings of this study described the ubiquitinome of CRC cells and identified abnormal ubiquitination(s) potentially affecting the patient survival, thereby offering new probable opportunities for clinical treatment.
Appendix
Available only for authorised users
Literature
1.
go back to reference Crcek M, Zdovc J, Kerec KM. A review of population pharmacokinetic models of gentamicin in paediatric patients. J Clin Pharm Ther. 2019;44(5):659–74.CrossRef Crcek M, Zdovc J, Kerec KM. A review of population pharmacokinetic models of gentamicin in paediatric patients. J Clin Pharm Ther. 2019;44(5):659–74.CrossRef
2.
go back to reference Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71(3):209–49.CrossRef Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71(3):209–49.CrossRef
3.
go back to reference Mihai MM, Ion A, Giurcaneanu C, Nitipir C, Popa AM, Chifiriuc MC, et al. The impact of long-term antibiotic therapy of cutaneous adverse reactions to EGFR inhibitors in colorectal cancer patients. J Clin Med. 2021;10(15):3219.CrossRef Mihai MM, Ion A, Giurcaneanu C, Nitipir C, Popa AM, Chifiriuc MC, et al. The impact of long-term antibiotic therapy of cutaneous adverse reactions to EGFR inhibitors in colorectal cancer patients. J Clin Med. 2021;10(15):3219.CrossRef
4.
go back to reference Zhou T, Wu L, Ma N, Tang F, Zong Z, Chen S. LncRNA PART1 regulates colorectal cancer via targeting miR-150-5p/miR-520h/CTNNB1 and activating Wnt/beta-catenin pathway. Int J Biochem Cell Biol. 2020;118: 105637.CrossRef Zhou T, Wu L, Ma N, Tang F, Zong Z, Chen S. LncRNA PART1 regulates colorectal cancer via targeting miR-150-5p/miR-520h/CTNNB1 and activating Wnt/beta-catenin pathway. Int J Biochem Cell Biol. 2020;118: 105637.CrossRef
5.
go back to reference Grassi E, Corbelli J, Papiani G, Barbera MA, Gazzaneo F, Tamberi S. Current therapeutic strategies in braf-mutant metastatic colorectal cancer. Front Oncol. 2021;11: 601722.CrossRef Grassi E, Corbelli J, Papiani G, Barbera MA, Gazzaneo F, Tamberi S. Current therapeutic strategies in braf-mutant metastatic colorectal cancer. Front Oncol. 2021;11: 601722.CrossRef
6.
go back to reference Kishore C, Bhadra P. Current advancements and future perspectives of immunotherapy in colorectal cancer research. Eur J Pharmacol. 2021;893: 173819.CrossRef Kishore C, Bhadra P. Current advancements and future perspectives of immunotherapy in colorectal cancer research. Eur J Pharmacol. 2021;893: 173819.CrossRef
7.
go back to reference Chen L, Liu S, Tao Y. Regulating tumor suppressor genes: post-translational modifications. Signal Transduct Target Ther. 2020;5(1):90.CrossRef Chen L, Liu S, Tao Y. Regulating tumor suppressor genes: post-translational modifications. Signal Transduct Target Ther. 2020;5(1):90.CrossRef
8.
go back to reference Yuan X, Wang H, Xu A, Zhu X, Zhan Y, Wang W. Ubiquitin-specific peptidase 22 promotes proliferation and metastasis in human colon cancer. Oncol Lett. 2019;18(5):5567–76.PubMedPubMedCentral Yuan X, Wang H, Xu A, Zhu X, Zhan Y, Wang W. Ubiquitin-specific peptidase 22 promotes proliferation and metastasis in human colon cancer. Oncol Lett. 2019;18(5):5567–76.PubMedPubMedCentral
9.
go back to reference Brockschmidt A, Trost D, Peterziel H, Zimmermann K, Ehrler M, Grassmann H, et al. KIAA1797/FOCAD encodes a novel focal adhesion protein with tumour suppressor function in gliomas. Brain. 2012;135(Pt 4):1027–41.CrossRef Brockschmidt A, Trost D, Peterziel H, Zimmermann K, Ehrler M, Grassmann H, et al. KIAA1797/FOCAD encodes a novel focal adhesion protein with tumour suppressor function in gliomas. Brain. 2012;135(Pt 4):1027–41.CrossRef
10.
go back to reference Horpaopan S, Spier I, Zink AM, Altmuller J, Holzapfel S, Laner A, et al. Genome-wide CNV analysis in 221 unrelated patients and targeted high-throughput sequencing reveal novel causative candidate genes for colorectal adenomatous polyposis. Int J Cancer. 2015;136(6):E578–89.CrossRef Horpaopan S, Spier I, Zink AM, Altmuller J, Holzapfel S, Laner A, et al. Genome-wide CNV analysis in 221 unrelated patients and targeted high-throughput sequencing reveal novel causative candidate genes for colorectal adenomatous polyposis. Int J Cancer. 2015;136(6):E578–89.CrossRef
11.
go back to reference Belhadj S, Terradas M, Munoz-Torres PM, Aiza G, Navarro M, Capella G, et al. Candidate genes for hereditary colorectal cancer: mutational screening and systematic review. Hum Mutat. 2020;41(9):1563–76.CrossRef Belhadj S, Terradas M, Munoz-Torres PM, Aiza G, Navarro M, Capella G, et al. Candidate genes for hereditary colorectal cancer: mutational screening and systematic review. Hum Mutat. 2020;41(9):1563–76.CrossRef
12.
go back to reference Weren RD, Venkatachalam R, Cazier JB, Farin HF, Kets CM, de Voer RM, et al. Germline deletions in the tumour suppressor gene FOCAD are associated with polyposis and colorectal cancer development. J Pathol. 2015;236(2):155–64.CrossRef Weren RD, Venkatachalam R, Cazier JB, Farin HF, Kets CM, de Voer RM, et al. Germline deletions in the tumour suppressor gene FOCAD are associated with polyposis and colorectal cancer development. J Pathol. 2015;236(2):155–64.CrossRef
13.
go back to reference Liu P, Wu D, Duan J, Xiao H, Zhou Y, Zhao L, et al. NRF2 regulates the sensitivity of human NSCLC cells to cystine deprivation-induced ferroptosis via FOCAD-FAK signaling pathway. Redox Biol. 2020;37: 101702.CrossRef Liu P, Wu D, Duan J, Xiao H, Zhou Y, Zhao L, et al. NRF2 regulates the sensitivity of human NSCLC cells to cystine deprivation-induced ferroptosis via FOCAD-FAK signaling pathway. Redox Biol. 2020;37: 101702.CrossRef
14.
go back to reference van de Wetering M, Francies HE, Francis JM, Bounova G, Iorio F, Pronk A, et al. Prospective derivation of a living organoid biobank of colorectal cancer patients. Cell. 2015;161(4):933–45.CrossRef van de Wetering M, Francies HE, Francis JM, Bounova G, Iorio F, Pronk A, et al. Prospective derivation of a living organoid biobank of colorectal cancer patients. Cell. 2015;161(4):933–45.CrossRef
15.
go back to reference Meier F, Brunner AD, Koch S, Koch H, Lubeck M, Krause M, et al. Online parallel accumulation-serial fragmentation (PASEF) with a novel trapped ion mobility mass spectrometer. Mol Cell Proteomics. 2018;17(12):2534–45.CrossRef Meier F, Brunner AD, Koch S, Koch H, Lubeck M, Krause M, et al. Online parallel accumulation-serial fragmentation (PASEF) with a novel trapped ion mobility mass spectrometer. Mol Cell Proteomics. 2018;17(12):2534–45.CrossRef
16.
go back to reference Banerjee S, Biehl A, Gadina M, Hasni S, Schwartz DM. JAK–STAT Signaling as a target for inflammatory and autoimmune diseases: current and future prospects. Drugs. 2017;77(5):521–46.CrossRef Banerjee S, Biehl A, Gadina M, Hasni S, Schwartz DM. JAK–STAT Signaling as a target for inflammatory and autoimmune diseases: current and future prospects. Drugs. 2017;77(5):521–46.CrossRef
17.
go back to reference Huo Y, Khatri N, Hou Q, Gilbert J, Wang G, Man HY. The deubiquitinating enzyme USP46 regulates AMPA receptor ubiquitination and trafficking. J Neurochem. 2015;134(6):1067–80.CrossRef Huo Y, Khatri N, Hou Q, Gilbert J, Wang G, Man HY. The deubiquitinating enzyme USP46 regulates AMPA receptor ubiquitination and trafficking. J Neurochem. 2015;134(6):1067–80.CrossRef
18.
go back to reference Aksentijevich I, Zhou Q. NF-kappaB pathway in autoinflammatory diseases: dysregulation of protein modifications by ubiquitin defines a new category of autoinflammatory diseases. Front Immunol. 2017;8:399.CrossRef Aksentijevich I, Zhou Q. NF-kappaB pathway in autoinflammatory diseases: dysregulation of protein modifications by ubiquitin defines a new category of autoinflammatory diseases. Front Immunol. 2017;8:399.CrossRef
19.
go back to reference Sundvall M. Role of ubiquitin and SUMO in intracellular trafficking. Curr Issues Mol Biol. 2020;35:99–108.CrossRef Sundvall M. Role of ubiquitin and SUMO in intracellular trafficking. Curr Issues Mol Biol. 2020;35:99–108.CrossRef
20.
go back to reference Khaminets A, Behl C, Dikic I. Ubiquitin-dependent and independent signals in selective autophagy. Trends Cell Biol. 2016;26(1):6–16.CrossRef Khaminets A, Behl C, Dikic I. Ubiquitin-dependent and independent signals in selective autophagy. Trends Cell Biol. 2016;26(1):6–16.CrossRef
21.
go back to reference Sun T, Liu Z, Yang Q. The role of ubiquitination and deubiquitination in cancer metabolism. Mol Cancer. 2020;19(1):146.CrossRef Sun T, Liu Z, Yang Q. The role of ubiquitination and deubiquitination in cancer metabolism. Mol Cancer. 2020;19(1):146.CrossRef
22.
go back to reference Chen W, Patel D, Jia Y, Yu Z, Liu X, Shi H, et al. MARCH8 suppresses tumor metastasis and mediates degradation of STAT3 and CD44 in breast cancer cells. Cancers. 2021;13(11):2550.CrossRef Chen W, Patel D, Jia Y, Yu Z, Liu X, Shi H, et al. MARCH8 suppresses tumor metastasis and mediates degradation of STAT3 and CD44 in breast cancer cells. Cancers. 2021;13(11):2550.CrossRef
23.
go back to reference Deng T, Shen P, Li A, Zhang Z, Yang H, Deng X, et al. CCDC65 as a new potential tumor suppressor induced by metformin inhibits activation of AKT1 via ubiquitination of ENO1 in gastric cancer. Theranostics. 2021;11(16):8112–28.CrossRef Deng T, Shen P, Li A, Zhang Z, Yang H, Deng X, et al. CCDC65 as a new potential tumor suppressor induced by metformin inhibits activation of AKT1 via ubiquitination of ENO1 in gastric cancer. Theranostics. 2021;11(16):8112–28.CrossRef
24.
go back to reference Sokolova O, Naumann M. Manifold role of ubiquitin in Helicobacter pylori infection and gastric cancer. Cell Mol Life Sci. 2021;78(10):4765–83.CrossRef Sokolova O, Naumann M. Manifold role of ubiquitin in Helicobacter pylori infection and gastric cancer. Cell Mol Life Sci. 2021;78(10):4765–83.CrossRef
25.
go back to reference Zhang Y, Chen C, Yu T, Chen T. Proteomic analysis of protein ubiquitination events in human primary and metastatic colon adenocarcinoma tissues. Front Oncol. 2020;10:1684.CrossRef Zhang Y, Chen C, Yu T, Chen T. Proteomic analysis of protein ubiquitination events in human primary and metastatic colon adenocarcinoma tissues. Front Oncol. 2020;10:1684.CrossRef
26.
go back to reference Lakemeyer L, Sander S, Wittau M, Henne-Bruns D, Kornmann M, Lemke J. Diagnostic and prognostic value of CEA and CA19–9 in colorectal cancer. Diseases. 2021;9(1):21.CrossRef Lakemeyer L, Sander S, Wittau M, Henne-Bruns D, Kornmann M, Lemke J. Diagnostic and prognostic value of CEA and CA19–9 in colorectal cancer. Diseases. 2021;9(1):21.CrossRef
27.
go back to reference Personeni N, Smiroldo V, Giunta EF, Prete MG, Rimassa L, Bregni G, et al. Tackling refractory metastatic colorectal cancer: future perspectives. Cancers. 2021;13(18):4506.CrossRef Personeni N, Smiroldo V, Giunta EF, Prete MG, Rimassa L, Bregni G, et al. Tackling refractory metastatic colorectal cancer: future perspectives. Cancers. 2021;13(18):4506.CrossRef
28.
go back to reference Radanova M, Mihaylova G, Nazifova-Tasinova N, Levkova M, Tasinov O, Ivanova D, et al. Oncogenic functions and clinical significance of circular rnas in colorectal cancer. Cancers. 2021;13(14):3395.CrossRef Radanova M, Mihaylova G, Nazifova-Tasinova N, Levkova M, Tasinov O, Ivanova D, et al. Oncogenic functions and clinical significance of circular rnas in colorectal cancer. Cancers. 2021;13(14):3395.CrossRef
29.
go back to reference El Bali M, Bakkach J, Bennani MM. Colorectal cancer: from genetic landscape to targeted therapy. J Oncol. 2021;2021:9918116.PubMedPubMedCentral El Bali M, Bakkach J, Bennani MM. Colorectal cancer: from genetic landscape to targeted therapy. J Oncol. 2021;2021:9918116.PubMedPubMedCentral
30.
go back to reference Zhou C, Cheng X, Tu S. Current status and future perspective of immune checkpoint inhibitors in colorectal cancer. Cancer Lett. 2021;521:119–29.CrossRef Zhou C, Cheng X, Tu S. Current status and future perspective of immune checkpoint inhibitors in colorectal cancer. Cancer Lett. 2021;521:119–29.CrossRef
31.
go back to reference Motta R, Cabezas-Camarero S, Torres-Mattos C, et al. Immunotherapy in microsatellite instability metastatic colorectal cancer: current status and future perspectives. J Clin Transl Res 2021;7(4):511–22.PubMedPubMedCentral Motta R, Cabezas-Camarero S, Torres-Mattos C, et al. Immunotherapy in microsatellite instability metastatic colorectal cancer: current status and future perspectives. J Clin Transl Res 2021;7(4):511–22.PubMedPubMedCentral
32.
go back to reference Azcue P, Encio I, Guerrero Setas D, Suarez Alecha J, Galbete A, Mercado M, et al. PD-L1 as a prognostic factor in early-stage colon carcinoma within the immunohistochemical molecular subtype classification. Cancers. 2021;13(8):1943.CrossRef Azcue P, Encio I, Guerrero Setas D, Suarez Alecha J, Galbete A, Mercado M, et al. PD-L1 as a prognostic factor in early-stage colon carcinoma within the immunohistochemical molecular subtype classification. Cancers. 2021;13(8):1943.CrossRef
33.
go back to reference Kamal AM, Wasfey EF, Elghamry WR, Sabry OM, Elghobary HA, Radwan SM. Genetic signature of CTLA-4, BTLA, TIM-3 and LAG-3 molecular expression in colorectal cancer patients: Implications in diagnosis and survival outcomes. Clin Biochem. 2021;96:13–8.CrossRef Kamal AM, Wasfey EF, Elghamry WR, Sabry OM, Elghobary HA, Radwan SM. Genetic signature of CTLA-4, BTLA, TIM-3 and LAG-3 molecular expression in colorectal cancer patients: Implications in diagnosis and survival outcomes. Clin Biochem. 2021;96:13–8.CrossRef
34.
go back to reference Liu B, Jiang S, Li M, Xiong X, Zhu M, Li D, et al. Proteome-wide analysis of USP14 substrates revealed its role in hepatosteatosis via stabilization of FASN. Nat Commun. 2018;9(1):4770.CrossRef Liu B, Jiang S, Li M, Xiong X, Zhu M, Li D, et al. Proteome-wide analysis of USP14 substrates revealed its role in hepatosteatosis via stabilization of FASN. Nat Commun. 2018;9(1):4770.CrossRef
35.
go back to reference Sap KA, Bezstarosti K, Dekkers DHW, Voets O, Demmers JAA. Quantitative proteomics reveals extensive changes in the ubiquitinome after perturbation of the proteasome by targeted dsrna-mediated subunit knockdown in drosophila. J Proteome Res. 2017;16(8):2848–62.CrossRef Sap KA, Bezstarosti K, Dekkers DHW, Voets O, Demmers JAA. Quantitative proteomics reveals extensive changes in the ubiquitinome after perturbation of the proteasome by targeted dsrna-mediated subunit knockdown in drosophila. J Proteome Res. 2017;16(8):2848–62.CrossRef
36.
go back to reference Goodman CA, Davey JR, Hagg A, Parker BL, Gregorevic P. Dynamic changes to the skeletal muscle proteome and ubiquitinome induced by the E3 ligase, ASB2beta. Mol Cell Proteom. 2021;20: 100050.CrossRef Goodman CA, Davey JR, Hagg A, Parker BL, Gregorevic P. Dynamic changes to the skeletal muscle proteome and ubiquitinome induced by the E3 ligase, ASB2beta. Mol Cell Proteom. 2021;20: 100050.CrossRef
37.
go back to reference Brand F, Forster A, Christians A, Bucher M, Thome CM, Raab MS, et al. FOCAD loss impacts microtubule assembly, G2/M progression and patient survival in astrocytic gliomas. Acta Neuropathol. 2020;139(1):175–92.CrossRef Brand F, Forster A, Christians A, Bucher M, Thome CM, Raab MS, et al. FOCAD loss impacts microtubule assembly, G2/M progression and patient survival in astrocytic gliomas. Acta Neuropathol. 2020;139(1):175–92.CrossRef
Metadata
Title
Comprehensive characterization of ubiquitinome of human colorectal cancer and identification of potential survival-related ubiquitination
Authors
Wei Zhang
Yan Yang
Liewen Lin
Jingquan He
Jingjing Dong
Bin Yan
Wanxia Cai
Yumei Chen
Lianghong Yin
Donge Tang
Fanna Liu
Yong Dai
Publication date
01-12-2022
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2022
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-022-03645-8

Other articles of this Issue 1/2022

Journal of Translational Medicine 1/2022 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.