Proteomic profiling of archived tissue of primary melanoma identifies proteins associated with metastasis
Proteomic profiling of archived tissue of primary melanoma identifies proteins associated with metastasis
Formalin‐fixed paraffin embedded (FFPE) clinical tissues represent an abundant and unique resource for translational proteomic studies. In the US, melanoma is the 5th and 6th most common cancer in men and women, respectively, affecting over 230,000 people annually and metastasising in 5–15% of cases. Median survival time for distant metastatic melanoma is 6–9 months with a 5‐year‐survival of < 15%. In this study, 24 primary FFPE tumours which have metastasised (P‐M) and 24 primary FFPE tumours which did not metastasise (P‐NM) were subjected to proteomic profiling. In total, 2750 proteins were identified, of which 16 were significantly differentially expressed. Analysis of TCGA data demonstrated that expression of the genes encoding for 6 of these 16 proteins had a significant effect on survival in cutaneous melanoma. Pathway analysis of the proteomics data revealed mechanisms likely involved in the process of melanoma metastasis, including cytoskeleton rearrangement, extracellular changes and immune system alterations. A machine learning prediction model scoring an AUC of 0.922, based on these 16 differentially expressed proteins was able to accurately classify samples into P‐M and P‐NM. This study has identified potential biomarkers and key processes relating to melanoma metastasis using archived clinical samples, providing a basis for future studies in larger cohorts.
proteomics; melanoma; metastasis; FFPE; formalin fixed paraffin embedded
1-13
Shapanis, Andrew
98b07884-92a9-4c00-afad-12194e339cbc
Lai, Chester
29ba48ea-2d38-497f-8cf9-400237f6a3a0
Sommerlad, Mathew
1aed00d2-9213-4a2a-9f46-c288beb4c590
Parkinson, Erika
b7294dcc-43d3-46c4-bd19-7f6795b80fe6
Healy, Eugene
400fc04d-f81a-474a-ae25-7ff894be0ebd
Skipp, Paul
1ba7dcf6-9fe7-4b5c-a9d0-e32ed7f42aa5
31 October 2020
Shapanis, Andrew
98b07884-92a9-4c00-afad-12194e339cbc
Lai, Chester
29ba48ea-2d38-497f-8cf9-400237f6a3a0
Sommerlad, Mathew
1aed00d2-9213-4a2a-9f46-c288beb4c590
Parkinson, Erika
b7294dcc-43d3-46c4-bd19-7f6795b80fe6
Healy, Eugene
400fc04d-f81a-474a-ae25-7ff894be0ebd
Skipp, Paul
1ba7dcf6-9fe7-4b5c-a9d0-e32ed7f42aa5
Shapanis, Andrew, Lai, Chester, Sommerlad, Mathew, Parkinson, Erika, Healy, Eugene and Skipp, Paul
(2020)
Proteomic profiling of archived tissue of primary melanoma identifies proteins associated with metastasis.
International Journal of Molecular Sciences, 21 (21), , [8160].
(doi:10.3390/ijms21218160).
Abstract
Formalin‐fixed paraffin embedded (FFPE) clinical tissues represent an abundant and unique resource for translational proteomic studies. In the US, melanoma is the 5th and 6th most common cancer in men and women, respectively, affecting over 230,000 people annually and metastasising in 5–15% of cases. Median survival time for distant metastatic melanoma is 6–9 months with a 5‐year‐survival of < 15%. In this study, 24 primary FFPE tumours which have metastasised (P‐M) and 24 primary FFPE tumours which did not metastasise (P‐NM) were subjected to proteomic profiling. In total, 2750 proteins were identified, of which 16 were significantly differentially expressed. Analysis of TCGA data demonstrated that expression of the genes encoding for 6 of these 16 proteins had a significant effect on survival in cutaneous melanoma. Pathway analysis of the proteomics data revealed mechanisms likely involved in the process of melanoma metastasis, including cytoskeleton rearrangement, extracellular changes and immune system alterations. A machine learning prediction model scoring an AUC of 0.922, based on these 16 differentially expressed proteins was able to accurately classify samples into P‐M and P‐NM. This study has identified potential biomarkers and key processes relating to melanoma metastasis using archived clinical samples, providing a basis for future studies in larger cohorts.
Text
ijms-21-08160-v3
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More information
Accepted/In Press date: 30 October 2020
e-pub ahead of print date: 31 October 2020
Published date: 31 October 2020
Additional Information:
Funding Information:
Funding: Instrumentation in the Centre for Proteomic Research is supported by the BBSRC (BM/M012387/1) and Wessex Medical Trust. AS was supported by the Wessex Medical trust. AS and PS were also supported by the charity Against Breast Cancer.
Publisher Copyright:
© 2020 by the authors. Licensee MDPI, Basel, Switzerland.
Keywords:
proteomics; melanoma; metastasis; FFPE; formalin fixed paraffin embedded
Identifiers
Local EPrints ID: 444810
URI: http://eprints.soton.ac.uk/id/eprint/444810
ISSN: 1422-0067
PURE UUID: 3cd793dc-b576-48ef-89b5-92b24967529b
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Date deposited: 05 Nov 2020 17:31
Last modified: 17 Mar 2024 03:58
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Author:
Chester Lai
Author:
Mathew Sommerlad
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