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Multidimensional Transcriptomics Unveils RNF34 as a Prognostic Biomarker and Potential Indicator of Chemotherapy Sensitivity in Wilms’ Tumour
Nephroblastoma, colloquially known as Wilms’ tumour (WT), is the predominant malignant renal neoplasm arising in the paediatric population. Modern therapeutic approaches for WT incorporate a synergistic combination of surgical intervention, radiotherapy, and chemotherapy, which substantially amelior...
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Published in: | Molecular biotechnology 2024-05, Vol.66 (5), p.1132-1143 |
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description | Nephroblastoma, colloquially known as Wilms’ tumour (WT), is the predominant malignant renal neoplasm arising in the paediatric population. Modern therapeutic approaches for WT incorporate a synergistic combination of surgical intervention, radiotherapy, and chemotherapy, which substantially ameliorate the overall patient survival rate. Despite this, the optimal sequence of chemotherapy and surgical intervention remains a matter of contention, with each strategy presenting its own strengths and weaknesses that could influence clinical decision-making. To make some headway on this clinical dilemma, we deployed a multidimensional transcriptomics integration approach by analysing bulk RNA sequencing data with 136 samples, as well as single-nucleus RNA sequencing (snRNA-seq) and paired spatial transcriptome sequencing (stRNA) data from 32 WT specimens. Our findings identified a distinct elevation of
RNF34
expression within WT samples, which correlated with unfavourable prognostic outcomes. Leveraging the Genomics of Drug Sensitivity in Cancer (GDSC), we simultaneously revealed that patients with high expression of
RNF34
have higher sensitivity to commonly used chemotherapy drugs for WT. Furthermore, our analysis of snRNA and stRNA data unveiled a reduced proportion of
RNF34
expression in neoplastic cells after chemotherapy. Moreover, stRNA data delineated a significant association between a higher proportion of
RNF34
expression in cancer cells and adverse features such as anaplastic histology and tumour recurrence. Intriguingly, we also observed a close association between elevated
RNF34
expression and a characteristic exhausted tumour immune microenvironment. Collectively, our findings underscore the pivotal role of
RNF34
in the prognostic prediction potential and treatment sensitivity of WT. This comprehensive analysis can potentially inform and refine clinical decision-making for WT patients and guide future studies towards the development of optimized, rational therapeutic strategies. |
doi_str_mv | 10.1007/s12033-023-01008-2 |
format | article |
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RNF34
expression within WT samples, which correlated with unfavourable prognostic outcomes. Leveraging the Genomics of Drug Sensitivity in Cancer (GDSC), we simultaneously revealed that patients with high expression of
RNF34
have higher sensitivity to commonly used chemotherapy drugs for WT. Furthermore, our analysis of snRNA and stRNA data unveiled a reduced proportion of
RNF34
expression in neoplastic cells after chemotherapy. Moreover, stRNA data delineated a significant association between a higher proportion of
RNF34
expression in cancer cells and adverse features such as anaplastic histology and tumour recurrence. Intriguingly, we also observed a close association between elevated
RNF34
expression and a characteristic exhausted tumour immune microenvironment. Collectively, our findings underscore the pivotal role of
RNF34
in the prognostic prediction potential and treatment sensitivity of WT. This comprehensive analysis can potentially inform and refine clinical decision-making for WT patients and guide future studies towards the development of optimized, rational therapeutic strategies.</description><identifier>ISSN: 1073-6085</identifier><identifier>EISSN: 1559-0305</identifier><identifier>DOI: 10.1007/s12033-023-01008-2</identifier><identifier>PMID: 38195816</identifier><language>eng</language><publisher>New York: Springer US</publisher><subject>Antineoplastic Agents - pharmacology ; Antineoplastic Agents - therapeutic use ; Biochemistry ; Biological Techniques ; Biomarkers ; Biomarkers, Tumor - genetics ; Biomarkers, Tumor - metabolism ; Biotechnology ; Cancer ; Cell Biology ; Chemistry ; Chemistry and Materials Science ; Chemotherapy ; Child, Preschool ; Clinical decision making ; Decision making ; Drug Resistance, Neoplasm - genetics ; Female ; Gene Expression Profiling ; Gene Expression Regulation, Neoplastic ; Gene sequencing ; Histology ; Human Genetics ; Humans ; Immunosuppressive agents ; Kidney Neoplasms - drug therapy ; Kidney Neoplasms - genetics ; Kidney Neoplasms - metabolism ; Kidney Neoplasms - pathology ; Male ; Microenvironments ; Original Paper ; Patients ; Pediatrics ; Prognosis ; Protein Science ; Radiation therapy ; snRNA ; Survival ; Transcriptome ; Transcriptomes ; Transcriptomics ; Tumors ; Ubiquitin-Protein Ligases - genetics ; Ubiquitin-Protein Ligases - metabolism ; Wilms Tumor - drug therapy ; Wilms Tumor - genetics ; Wilms Tumor - metabolism ; Wilms Tumor - pathology</subject><ispartof>Molecular biotechnology, 2024-05, Vol.66 (5), p.1132-1143</ispartof><rights>The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2024. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2024. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c326t-f29762c8d9ed38f90d9033ff2f9ce37a9e7ed0df3dc42dd37af22f19a77d4fe3</cites><orcidid>0000-0002-8646-2155 ; 0000-0001-6937-755X ; 0000-0001-9554-9394</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38195816$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Zheng, Jie</creatorcontrib><creatorcontrib>Liu, Fengling</creatorcontrib><creatorcontrib>Tuo, Jinwei</creatorcontrib><creatorcontrib>Chen, Siyu</creatorcontrib><creatorcontrib>Su, Jinxia</creatorcontrib><creatorcontrib>Ou, Xiuyi</creatorcontrib><creatorcontrib>Ding, Min</creatorcontrib><creatorcontrib>Chen, Haoran</creatorcontrib><creatorcontrib>Shi, Bo</creatorcontrib><creatorcontrib>Li, Yong</creatorcontrib><creatorcontrib>Chen, Xun</creatorcontrib><creatorcontrib>Wang, Congjun</creatorcontrib><creatorcontrib>Su, Cheng</creatorcontrib><title>Multidimensional Transcriptomics Unveils RNF34 as a Prognostic Biomarker and Potential Indicator of Chemotherapy Sensitivity in Wilms’ Tumour</title><title>Molecular biotechnology</title><addtitle>Mol Biotechnol</addtitle><addtitle>Mol Biotechnol</addtitle><description>Nephroblastoma, colloquially known as Wilms’ tumour (WT), is the predominant malignant renal neoplasm arising in the paediatric population. Modern therapeutic approaches for WT incorporate a synergistic combination of surgical intervention, radiotherapy, and chemotherapy, which substantially ameliorate the overall patient survival rate. Despite this, the optimal sequence of chemotherapy and surgical intervention remains a matter of contention, with each strategy presenting its own strengths and weaknesses that could influence clinical decision-making. To make some headway on this clinical dilemma, we deployed a multidimensional transcriptomics integration approach by analysing bulk RNA sequencing data with 136 samples, as well as single-nucleus RNA sequencing (snRNA-seq) and paired spatial transcriptome sequencing (stRNA) data from 32 WT specimens. Our findings identified a distinct elevation of
RNF34
expression within WT samples, which correlated with unfavourable prognostic outcomes. Leveraging the Genomics of Drug Sensitivity in Cancer (GDSC), we simultaneously revealed that patients with high expression of
RNF34
have higher sensitivity to commonly used chemotherapy drugs for WT. Furthermore, our analysis of snRNA and stRNA data unveiled a reduced proportion of
RNF34
expression in neoplastic cells after chemotherapy. Moreover, stRNA data delineated a significant association between a higher proportion of
RNF34
expression in cancer cells and adverse features such as anaplastic histology and tumour recurrence. Intriguingly, we also observed a close association between elevated
RNF34
expression and a characteristic exhausted tumour immune microenvironment. Collectively, our findings underscore the pivotal role of
RNF34
in the prognostic prediction potential and treatment sensitivity of WT. This comprehensive analysis can potentially inform and refine clinical decision-making for WT patients and guide future studies towards the development of optimized, rational therapeutic strategies.</description><subject>Antineoplastic Agents - pharmacology</subject><subject>Antineoplastic Agents - therapeutic use</subject><subject>Biochemistry</subject><subject>Biological Techniques</subject><subject>Biomarkers</subject><subject>Biomarkers, Tumor - genetics</subject><subject>Biomarkers, Tumor - metabolism</subject><subject>Biotechnology</subject><subject>Cancer</subject><subject>Cell Biology</subject><subject>Chemistry</subject><subject>Chemistry and Materials Science</subject><subject>Chemotherapy</subject><subject>Child, Preschool</subject><subject>Clinical decision making</subject><subject>Decision making</subject><subject>Drug Resistance, Neoplasm - genetics</subject><subject>Female</subject><subject>Gene Expression Profiling</subject><subject>Gene Expression Regulation, Neoplastic</subject><subject>Gene sequencing</subject><subject>Histology</subject><subject>Human Genetics</subject><subject>Humans</subject><subject>Immunosuppressive agents</subject><subject>Kidney Neoplasms - drug therapy</subject><subject>Kidney Neoplasms - genetics</subject><subject>Kidney Neoplasms - metabolism</subject><subject>Kidney Neoplasms - pathology</subject><subject>Male</subject><subject>Microenvironments</subject><subject>Original Paper</subject><subject>Patients</subject><subject>Pediatrics</subject><subject>Prognosis</subject><subject>Protein Science</subject><subject>Radiation therapy</subject><subject>snRNA</subject><subject>Survival</subject><subject>Transcriptome</subject><subject>Transcriptomes</subject><subject>Transcriptomics</subject><subject>Tumors</subject><subject>Ubiquitin-Protein Ligases - genetics</subject><subject>Ubiquitin-Protein Ligases - metabolism</subject><subject>Wilms Tumor - drug therapy</subject><subject>Wilms Tumor - genetics</subject><subject>Wilms Tumor - metabolism</subject><subject>Wilms Tumor - pathology</subject><issn>1073-6085</issn><issn>1559-0305</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><recordid>eNp9kU1uFDEQhVsIRELgAiyQJTZsGvzT7m4vYURIpAARDGJpGbucOHTbE5c70uxyA9Zcj5PgMAEkFiwsW-WvXpXea5rHjD5nlA4vkHEqREt5PbUwtvxOs8-kVC0VVN6tbzqItqej3GseIF5QypnsxP1mT4xMyZH1-823t8tUggszRAwpmomss4loc9iUNAeL5FO8gjAh-fDuUHTEIDHkNKezmLAES16FNJv8FTIx0ZHTVCCWUFWOowvWlJRJ8mR1DnMq55DNZks-3kwq4SqULQmRfA7TjD-uv5P1MqclP2zueTMhPLq9D5r14ev16qg9ef_mePXypLWC96X1XA09t6NT4MToFXWqWuE998qCGIyCARx1XjjbcedqxXPumTLD4DoP4qB5tpPd5HS5ABY9B7QwTSZCWlBzxQQdmexlRZ_-g17UPatTqKvLQkguWVcpvqNsTogZvN7kUJ3Zakb1TVp6l5auaelfaWlem57cSi9fZnB_Wn7HUwGxA7B-xTPIf2f_R_YndyOjag</recordid><startdate>20240501</startdate><enddate>20240501</enddate><creator>Zheng, Jie</creator><creator>Liu, Fengling</creator><creator>Tuo, Jinwei</creator><creator>Chen, Siyu</creator><creator>Su, Jinxia</creator><creator>Ou, Xiuyi</creator><creator>Ding, Min</creator><creator>Chen, Haoran</creator><creator>Shi, Bo</creator><creator>Li, Yong</creator><creator>Chen, Xun</creator><creator>Wang, Congjun</creator><creator>Su, Cheng</creator><general>Springer US</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QL</scope><scope>7QO</scope><scope>7T7</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>K9.</scope><scope>M7N</scope><scope>P64</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-8646-2155</orcidid><orcidid>https://orcid.org/0000-0001-6937-755X</orcidid><orcidid>https://orcid.org/0000-0001-9554-9394</orcidid></search><sort><creationdate>20240501</creationdate><title>Multidimensional Transcriptomics Unveils RNF34 as a Prognostic Biomarker and Potential Indicator of Chemotherapy Sensitivity in Wilms’ Tumour</title><author>Zheng, Jie ; Liu, Fengling ; Tuo, Jinwei ; Chen, Siyu ; Su, Jinxia ; Ou, Xiuyi ; Ding, Min ; Chen, Haoran ; Shi, Bo ; Li, Yong ; Chen, Xun ; Wang, Congjun ; Su, Cheng</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c326t-f29762c8d9ed38f90d9033ff2f9ce37a9e7ed0df3dc42dd37af22f19a77d4fe3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Antineoplastic Agents - pharmacology</topic><topic>Antineoplastic Agents - therapeutic use</topic><topic>Biochemistry</topic><topic>Biological Techniques</topic><topic>Biomarkers</topic><topic>Biomarkers, Tumor - genetics</topic><topic>Biomarkers, Tumor - metabolism</topic><topic>Biotechnology</topic><topic>Cancer</topic><topic>Cell Biology</topic><topic>Chemistry</topic><topic>Chemistry and Materials Science</topic><topic>Chemotherapy</topic><topic>Child, Preschool</topic><topic>Clinical decision making</topic><topic>Decision making</topic><topic>Drug Resistance, Neoplasm - genetics</topic><topic>Female</topic><topic>Gene Expression Profiling</topic><topic>Gene Expression Regulation, Neoplastic</topic><topic>Gene sequencing</topic><topic>Histology</topic><topic>Human Genetics</topic><topic>Humans</topic><topic>Immunosuppressive agents</topic><topic>Kidney Neoplasms - drug therapy</topic><topic>Kidney Neoplasms - genetics</topic><topic>Kidney Neoplasms - metabolism</topic><topic>Kidney Neoplasms - pathology</topic><topic>Male</topic><topic>Microenvironments</topic><topic>Original Paper</topic><topic>Patients</topic><topic>Pediatrics</topic><topic>Prognosis</topic><topic>Protein Science</topic><topic>Radiation therapy</topic><topic>snRNA</topic><topic>Survival</topic><topic>Transcriptome</topic><topic>Transcriptomes</topic><topic>Transcriptomics</topic><topic>Tumors</topic><topic>Ubiquitin-Protein Ligases - genetics</topic><topic>Ubiquitin-Protein Ligases - metabolism</topic><topic>Wilms Tumor - drug therapy</topic><topic>Wilms Tumor - genetics</topic><topic>Wilms Tumor - metabolism</topic><topic>Wilms Tumor - pathology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zheng, Jie</creatorcontrib><creatorcontrib>Liu, Fengling</creatorcontrib><creatorcontrib>Tuo, Jinwei</creatorcontrib><creatorcontrib>Chen, Siyu</creatorcontrib><creatorcontrib>Su, Jinxia</creatorcontrib><creatorcontrib>Ou, Xiuyi</creatorcontrib><creatorcontrib>Ding, Min</creatorcontrib><creatorcontrib>Chen, Haoran</creatorcontrib><creatorcontrib>Shi, Bo</creatorcontrib><creatorcontrib>Li, Yong</creatorcontrib><creatorcontrib>Chen, Xun</creatorcontrib><creatorcontrib>Wang, Congjun</creatorcontrib><creatorcontrib>Su, Cheng</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Biotechnology Research Abstracts</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Virology and AIDS Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Molecular biotechnology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zheng, Jie</au><au>Liu, Fengling</au><au>Tuo, Jinwei</au><au>Chen, Siyu</au><au>Su, Jinxia</au><au>Ou, Xiuyi</au><au>Ding, Min</au><au>Chen, Haoran</au><au>Shi, Bo</au><au>Li, Yong</au><au>Chen, Xun</au><au>Wang, Congjun</au><au>Su, Cheng</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multidimensional Transcriptomics Unveils RNF34 as a Prognostic Biomarker and Potential Indicator of Chemotherapy Sensitivity in Wilms’ Tumour</atitle><jtitle>Molecular biotechnology</jtitle><stitle>Mol Biotechnol</stitle><addtitle>Mol Biotechnol</addtitle><date>2024-05-01</date><risdate>2024</risdate><volume>66</volume><issue>5</issue><spage>1132</spage><epage>1143</epage><pages>1132-1143</pages><issn>1073-6085</issn><eissn>1559-0305</eissn><abstract>Nephroblastoma, colloquially known as Wilms’ tumour (WT), is the predominant malignant renal neoplasm arising in the paediatric population. Modern therapeutic approaches for WT incorporate a synergistic combination of surgical intervention, radiotherapy, and chemotherapy, which substantially ameliorate the overall patient survival rate. Despite this, the optimal sequence of chemotherapy and surgical intervention remains a matter of contention, with each strategy presenting its own strengths and weaknesses that could influence clinical decision-making. To make some headway on this clinical dilemma, we deployed a multidimensional transcriptomics integration approach by analysing bulk RNA sequencing data with 136 samples, as well as single-nucleus RNA sequencing (snRNA-seq) and paired spatial transcriptome sequencing (stRNA) data from 32 WT specimens. Our findings identified a distinct elevation of
RNF34
expression within WT samples, which correlated with unfavourable prognostic outcomes. Leveraging the Genomics of Drug Sensitivity in Cancer (GDSC), we simultaneously revealed that patients with high expression of
RNF34
have higher sensitivity to commonly used chemotherapy drugs for WT. Furthermore, our analysis of snRNA and stRNA data unveiled a reduced proportion of
RNF34
expression in neoplastic cells after chemotherapy. Moreover, stRNA data delineated a significant association between a higher proportion of
RNF34
expression in cancer cells and adverse features such as anaplastic histology and tumour recurrence. Intriguingly, we also observed a close association between elevated
RNF34
expression and a characteristic exhausted tumour immune microenvironment. Collectively, our findings underscore the pivotal role of
RNF34
in the prognostic prediction potential and treatment sensitivity of WT. This comprehensive analysis can potentially inform and refine clinical decision-making for WT patients and guide future studies towards the development of optimized, rational therapeutic strategies.</abstract><cop>New York</cop><pub>Springer US</pub><pmid>38195816</pmid><doi>10.1007/s12033-023-01008-2</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0002-8646-2155</orcidid><orcidid>https://orcid.org/0000-0001-6937-755X</orcidid><orcidid>https://orcid.org/0000-0001-9554-9394</orcidid></addata></record> |
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subjects | Antineoplastic Agents - pharmacology Antineoplastic Agents - therapeutic use Biochemistry Biological Techniques Biomarkers Biomarkers, Tumor - genetics Biomarkers, Tumor - metabolism Biotechnology Cancer Cell Biology Chemistry Chemistry and Materials Science Chemotherapy Child, Preschool Clinical decision making Decision making Drug Resistance, Neoplasm - genetics Female Gene Expression Profiling Gene Expression Regulation, Neoplastic Gene sequencing Histology Human Genetics Humans Immunosuppressive agents Kidney Neoplasms - drug therapy Kidney Neoplasms - genetics Kidney Neoplasms - metabolism Kidney Neoplasms - pathology Male Microenvironments Original Paper Patients Pediatrics Prognosis Protein Science Radiation therapy snRNA Survival Transcriptome Transcriptomes Transcriptomics Tumors Ubiquitin-Protein Ligases - genetics Ubiquitin-Protein Ligases - metabolism Wilms Tumor - drug therapy Wilms Tumor - genetics Wilms Tumor - metabolism Wilms Tumor - pathology |
title | Multidimensional Transcriptomics Unveils RNF34 as a Prognostic Biomarker and Potential Indicator of Chemotherapy Sensitivity in Wilms’ Tumour |
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