The Increasing Importance of Gene-Based Analyses.
In recent years, genome and exome sequencing studies have implicated a plethora of new disease genes with rare causal variants. Here, I review 150 exome sequencing studies that claim to have discovered that a disease can be caused by different rare variants in the same gene, and I determine whether...
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2016-04-01
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doaj-1ee3767df8a14a6a9f85b8c88d5c97532020-11-24T21:47:52ZengPublic Library of Science (PLoS)PLoS Genetics1553-73901553-74042016-04-01124e100585210.1371/journal.pgen.1005852The Increasing Importance of Gene-Based Analyses.Elizabeth T CirulliIn recent years, genome and exome sequencing studies have implicated a plethora of new disease genes with rare causal variants. Here, I review 150 exome sequencing studies that claim to have discovered that a disease can be caused by different rare variants in the same gene, and I determine whether their methods followed the current best-practice guidelines in the interpretation of their data. Specifically, I assess whether studies appropriately assess controls for rare variants throughout the entire gene or implicated region as opposed to only investigating the specific rare variants identified in the cases, and I assess whether studies present sufficient co-segregation data for statistically significant linkage. I find that the proportion of studies performing gene-based analyses has increased with time, but that even in 2015 fewer than 40% of the reviewed studies used this method, and only 10% presented statistically significant co-segregation data. Furthermore, I find that the genes reported in these papers are explaining a decreasing proportion of cases as the field moves past most of the low-hanging fruit, with 50% of the genes from studies in 2014 and 2015 having variants in fewer than 5% of cases. As more studies focus on genes explaining relatively few cases, the importance of performing appropriate gene-based analyses is increasing. It is becoming increasingly important for journal editors and reviewers to require stringent gene-based evidence to avoid an avalanche of misleading disease gene discovery papers.http://europepmc.org/articles/PMC4824358?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Elizabeth T Cirulli |
spellingShingle |
Elizabeth T Cirulli The Increasing Importance of Gene-Based Analyses. PLoS Genetics |
author_facet |
Elizabeth T Cirulli |
author_sort |
Elizabeth T Cirulli |
title |
The Increasing Importance of Gene-Based Analyses. |
title_short |
The Increasing Importance of Gene-Based Analyses. |
title_full |
The Increasing Importance of Gene-Based Analyses. |
title_fullStr |
The Increasing Importance of Gene-Based Analyses. |
title_full_unstemmed |
The Increasing Importance of Gene-Based Analyses. |
title_sort |
increasing importance of gene-based analyses. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Genetics |
issn |
1553-7390 1553-7404 |
publishDate |
2016-04-01 |
description |
In recent years, genome and exome sequencing studies have implicated a plethora of new disease genes with rare causal variants. Here, I review 150 exome sequencing studies that claim to have discovered that a disease can be caused by different rare variants in the same gene, and I determine whether their methods followed the current best-practice guidelines in the interpretation of their data. Specifically, I assess whether studies appropriately assess controls for rare variants throughout the entire gene or implicated region as opposed to only investigating the specific rare variants identified in the cases, and I assess whether studies present sufficient co-segregation data for statistically significant linkage. I find that the proportion of studies performing gene-based analyses has increased with time, but that even in 2015 fewer than 40% of the reviewed studies used this method, and only 10% presented statistically significant co-segregation data. Furthermore, I find that the genes reported in these papers are explaining a decreasing proportion of cases as the field moves past most of the low-hanging fruit, with 50% of the genes from studies in 2014 and 2015 having variants in fewer than 5% of cases. As more studies focus on genes explaining relatively few cases, the importance of performing appropriate gene-based analyses is increasing. It is becoming increasingly important for journal editors and reviewers to require stringent gene-based evidence to avoid an avalanche of misleading disease gene discovery papers. |
url |
http://europepmc.org/articles/PMC4824358?pdf=render |
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