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DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls
BACKGROUND: Intratumor heterogeneity (ITH) is associated with tumor progression, unfavorable prognosis, immunosuppression, genomic instability, and therapeutic resistance. Thus, evaluation of ITH levels is valuable in cancer diagnosis and treatment. METHODS: We proposed a new mRNA-based ITH evaluati...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8974098/ https://www.ncbi.nlm.nih.gov/pubmed/35365157 http://dx.doi.org/10.1186/s12967-022-03355-1 |
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author | Song, Dandan Wang, Xiaosheng |
author_facet | Song, Dandan Wang, Xiaosheng |
author_sort | Song, Dandan |
collection | PubMed |
description | BACKGROUND: Intratumor heterogeneity (ITH) is associated with tumor progression, unfavorable prognosis, immunosuppression, genomic instability, and therapeutic resistance. Thus, evaluation of ITH levels is valuable in cancer diagnosis and treatment. METHODS: We proposed a new mRNA-based ITH evaluation algorithm (DEPTH2) without reference to normal controls. DEPTH2 evaluates ITH levels based on the standard deviations of absolute z-scored transcriptome levels in tumors, reflecting the asynchronous level of transcriptome alterations relative to the central tendency in a tumor. RESULTS: By analyzing 33 TCGA cancer types, we demonstrated that DEPTH2 ITH was effective in measuring ITH for its significant associations with tumor progression, unfavorable prognosis, genomic instability, reduced antitumor immunity and immunotherapy response, and altered drug response in diverse cancers. Compared to other five ITH evaluation algorithms (MATH, PhyloWGS, ABSOLUTE, DEPTH, and tITH), DEPTH2 ITH showed a stronger association with unfavorable clinical outcomes, and in characterizing other properties of ITH, such as its associations with genomic instability and antitumor immunosuppression, DEPTH2 also displayed competitive performance. CONCLUSIONS: DEPTH2 is expected to have a wider spectrum of applications in evaluating ITH in comparison to other algorithms. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-022-03355-1. |
format | Online Article Text |
id | pubmed-8974098 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-89740982022-04-02 DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls Song, Dandan Wang, Xiaosheng J Transl Med Research BACKGROUND: Intratumor heterogeneity (ITH) is associated with tumor progression, unfavorable prognosis, immunosuppression, genomic instability, and therapeutic resistance. Thus, evaluation of ITH levels is valuable in cancer diagnosis and treatment. METHODS: We proposed a new mRNA-based ITH evaluation algorithm (DEPTH2) without reference to normal controls. DEPTH2 evaluates ITH levels based on the standard deviations of absolute z-scored transcriptome levels in tumors, reflecting the asynchronous level of transcriptome alterations relative to the central tendency in a tumor. RESULTS: By analyzing 33 TCGA cancer types, we demonstrated that DEPTH2 ITH was effective in measuring ITH for its significant associations with tumor progression, unfavorable prognosis, genomic instability, reduced antitumor immunity and immunotherapy response, and altered drug response in diverse cancers. Compared to other five ITH evaluation algorithms (MATH, PhyloWGS, ABSOLUTE, DEPTH, and tITH), DEPTH2 ITH showed a stronger association with unfavorable clinical outcomes, and in characterizing other properties of ITH, such as its associations with genomic instability and antitumor immunosuppression, DEPTH2 also displayed competitive performance. CONCLUSIONS: DEPTH2 is expected to have a wider spectrum of applications in evaluating ITH in comparison to other algorithms. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12967-022-03355-1. BioMed Central 2022-04-01 /pmc/articles/PMC8974098/ /pubmed/35365157 http://dx.doi.org/10.1186/s12967-022-03355-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Song, Dandan Wang, Xiaosheng DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title | DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title_full | DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title_fullStr | DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title_full_unstemmed | DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title_short | DEPTH2: an mRNA-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
title_sort | depth2: an mrna-based algorithm to evaluate intratumor heterogeneity without reference to normal controls |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8974098/ https://www.ncbi.nlm.nih.gov/pubmed/35365157 http://dx.doi.org/10.1186/s12967-022-03355-1 |
work_keys_str_mv | AT songdandan depth2anmrnabasedalgorithmtoevaluateintratumorheterogeneitywithoutreferencetonormalcontrols AT wangxiaosheng depth2anmrnabasedalgorithmtoevaluateintratumorheterogeneitywithoutreferencetonormalcontrols |