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Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma
Background: Few overlaps between prognostic biomarkers are observed among different independently performed genomic studies of esophageal squamous cell carcinoma (ESCC). One of the reasons for this is the insufficient cohort size. How many cases are needed to prognostic genes analysis in ESCC? Metho...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941191/ https://www.ncbi.nlm.nih.gov/pubmed/36825282 http://dx.doi.org/10.3389/pore.2023.1610909 |
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author | Kong, Linghong Yang, Ming Wan, Zhiyi Wang, Lining |
author_facet | Kong, Linghong Yang, Ming Wan, Zhiyi Wang, Lining |
author_sort | Kong, Linghong |
collection | PubMed |
description | Background: Few overlaps between prognostic biomarkers are observed among different independently performed genomic studies of esophageal squamous cell carcinoma (ESCC). One of the reasons for this is the insufficient cohort size. How many cases are needed to prognostic genes analysis in ESCC? Methods: Here, based on 387 stage II/III ESCC cases analyzed by whole-genome sequencing from one single center, effects of cohort size on prognostic genes analysis were investigated. Prognostic genes analysis was performed in 100 replicates at each cohort size level using a random resampling method. Results: The number of prognostic genes followed a power-law increase with cohort size in ESCC patients with stage II and stage III, with exponents of 2.27 and 2.25, respectively. Power-law curves with increasing events number were also observed in stage II and III ESCC, respectively, and they almost overlapped. The probability of obtaining statistically significant prognostic genes shows a logistic cumulative distribution function with respect to cohort size. To achieve a 100% probability of obtaining statistically significant prognostic genes, the minimum cohort sizes required in stage II and III ESCC were approximately 95 and 60, respectively, corresponding to a number of outcome events of 33 and 36, respectively. Conclusion: In summary, the number of prognostic genes follows a power-law growth with the cohort size or events number in ESCC. The minimum events number required to achieve a 100% probability of obtaining a statistically significant prognostic gene is approximately 35. |
format | Online Article Text |
id | pubmed-9941191 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99411912023-02-22 Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma Kong, Linghong Yang, Ming Wan, Zhiyi Wang, Lining Pathol Oncol Res Pathology and Oncology Archive Background: Few overlaps between prognostic biomarkers are observed among different independently performed genomic studies of esophageal squamous cell carcinoma (ESCC). One of the reasons for this is the insufficient cohort size. How many cases are needed to prognostic genes analysis in ESCC? Methods: Here, based on 387 stage II/III ESCC cases analyzed by whole-genome sequencing from one single center, effects of cohort size on prognostic genes analysis were investigated. Prognostic genes analysis was performed in 100 replicates at each cohort size level using a random resampling method. Results: The number of prognostic genes followed a power-law increase with cohort size in ESCC patients with stage II and stage III, with exponents of 2.27 and 2.25, respectively. Power-law curves with increasing events number were also observed in stage II and III ESCC, respectively, and they almost overlapped. The probability of obtaining statistically significant prognostic genes shows a logistic cumulative distribution function with respect to cohort size. To achieve a 100% probability of obtaining statistically significant prognostic genes, the minimum cohort sizes required in stage II and III ESCC were approximately 95 and 60, respectively, corresponding to a number of outcome events of 33 and 36, respectively. Conclusion: In summary, the number of prognostic genes follows a power-law growth with the cohort size or events number in ESCC. The minimum events number required to achieve a 100% probability of obtaining a statistically significant prognostic gene is approximately 35. Frontiers Media S.A. 2023-02-07 /pmc/articles/PMC9941191/ /pubmed/36825282 http://dx.doi.org/10.3389/pore.2023.1610909 Text en Copyright © 2023 Kong, Yang, Wan and Wang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pathology and Oncology Archive Kong, Linghong Yang, Ming Wan, Zhiyi Wang, Lining Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title | Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title_full | Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title_fullStr | Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title_full_unstemmed | Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title_short | Cohort size required for prognostic genes analysis of stage II/III esophageal squamous cell carcinoma |
title_sort | cohort size required for prognostic genes analysis of stage ii/iii esophageal squamous cell carcinoma |
topic | Pathology and Oncology Archive |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941191/ https://www.ncbi.nlm.nih.gov/pubmed/36825282 http://dx.doi.org/10.3389/pore.2023.1610909 |
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