Cargando…

The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series

BACKGROUND: Despite being caused by mutations in different genes, diseases in the same phenotypic series are clinically similar, as reported in Part I of this study. Here, in Part II, we hypothesized that the phenotypic series too might be clinically similar. Furthermore, on the assumption that gene...

Descripción completa

Detalles Bibliográficos
Autores principales: Gamba, Alessio, Salmona, Mario, Cantù, Laura, Bazzoni, Gianfranco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513283/
https://www.ncbi.nlm.nih.gov/pubmed/32972400
http://dx.doi.org/10.1186/s12920-020-00793-y
_version_ 1783586351207153664
author Gamba, Alessio
Salmona, Mario
Cantù, Laura
Bazzoni, Gianfranco
author_facet Gamba, Alessio
Salmona, Mario
Cantù, Laura
Bazzoni, Gianfranco
author_sort Gamba, Alessio
collection PubMed
description BACKGROUND: Despite being caused by mutations in different genes, diseases in the same phenotypic series are clinically similar, as reported in Part I of this study. Here, in Part II, we hypothesized that the phenotypic series too might be clinically similar. Furthermore, on the assumption that gene mutations indirectly cause clinical phenotypes by directly affecting biological functions, we hypothesized that clinically similar phenotypic series might be biologically similar as well. METHODS: To test these hypotheses, we generated a clinical similarity network and a set of biological similarity networks. In both types of network, the nodes represent the phenotypic series, and the edges linking the nodes indicate the similarity of the linked phenotypic series. The weight of each edge is proportional to a similarity coefficient, which depends on the clinical phenotypes and the biological features that are shared by the linked phenotypic series, in the clinical and biological similarity networks, respectively. RESULTS: After assembling and analyzing the networks, we raised the threshold for the similarity coefficient, to retain edges of progressively greater weight. This way all the networks were gradually split into fragments, composed of phenotypic series with increasingly greater degrees of similarity. Finally, by comparing the fragments from the two types of network, we defined subsets of phenotypic series with varying types and degrees of clinical and biological correlation. CONCLUSIONS: Like the individual diseases, the phenotypic series too are clinically and biologically similar to each other. Furthermore, our findings unveil different modalities of correlation between the clinical manifestations and the biological features of the inherited diseases.
format Online
Article
Text
id pubmed-7513283
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-75132832020-09-25 The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series Gamba, Alessio Salmona, Mario Cantù, Laura Bazzoni, Gianfranco BMC Med Genomics Research Article BACKGROUND: Despite being caused by mutations in different genes, diseases in the same phenotypic series are clinically similar, as reported in Part I of this study. Here, in Part II, we hypothesized that the phenotypic series too might be clinically similar. Furthermore, on the assumption that gene mutations indirectly cause clinical phenotypes by directly affecting biological functions, we hypothesized that clinically similar phenotypic series might be biologically similar as well. METHODS: To test these hypotheses, we generated a clinical similarity network and a set of biological similarity networks. In both types of network, the nodes represent the phenotypic series, and the edges linking the nodes indicate the similarity of the linked phenotypic series. The weight of each edge is proportional to a similarity coefficient, which depends on the clinical phenotypes and the biological features that are shared by the linked phenotypic series, in the clinical and biological similarity networks, respectively. RESULTS: After assembling and analyzing the networks, we raised the threshold for the similarity coefficient, to retain edges of progressively greater weight. This way all the networks were gradually split into fragments, composed of phenotypic series with increasingly greater degrees of similarity. Finally, by comparing the fragments from the two types of network, we defined subsets of phenotypic series with varying types and degrees of clinical and biological correlation. CONCLUSIONS: Like the individual diseases, the phenotypic series too are clinically and biologically similar to each other. Furthermore, our findings unveil different modalities of correlation between the clinical manifestations and the biological features of the inherited diseases. BioMed Central 2020-09-24 /pmc/articles/PMC7513283/ /pubmed/32972400 http://dx.doi.org/10.1186/s12920-020-00793-y Text en © The Author(s) 2020 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/. The Creative Commons Public Domain Dedication waiver (http://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 Article
Gamba, Alessio
Salmona, Mario
Cantù, Laura
Bazzoni, Gianfranco
The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title_full The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title_fullStr The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title_full_unstemmed The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title_short The similarity of inherited diseases (II): clinical and biological similarity between the phenotypic series
title_sort similarity of inherited diseases (ii): clinical and biological similarity between the phenotypic series
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7513283/
https://www.ncbi.nlm.nih.gov/pubmed/32972400
http://dx.doi.org/10.1186/s12920-020-00793-y
work_keys_str_mv AT gambaalessio thesimilarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT salmonamario thesimilarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT cantulaura thesimilarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT bazzonigianfranco thesimilarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT gambaalessio similarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT salmonamario similarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT cantulaura similarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries
AT bazzonigianfranco similarityofinheriteddiseasesiiclinicalandbiologicalsimilaritybetweenthephenotypicseries