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Interaction Analysis of Longevity Interventions Using Survival Curves

A long-standing problem in ageing research is to understand how different factors contributing to longevity should be expected to act in combination under the assumption that they are independent. Standard interaction analysis compares the extension of mean lifespan achieved by a combination of inte...

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Autores principales: Nowak, Stefan, Neidhart, Johannes, Szendro, Ivan G., Rzezonka, Jonas, Marathe, Rahul, Krug, Joachim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5872032/
https://www.ncbi.nlm.nih.gov/pubmed/29316622
http://dx.doi.org/10.3390/biology7010006
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author Nowak, Stefan
Neidhart, Johannes
Szendro, Ivan G.
Rzezonka, Jonas
Marathe, Rahul
Krug, Joachim
author_facet Nowak, Stefan
Neidhart, Johannes
Szendro, Ivan G.
Rzezonka, Jonas
Marathe, Rahul
Krug, Joachim
author_sort Nowak, Stefan
collection PubMed
description A long-standing problem in ageing research is to understand how different factors contributing to longevity should be expected to act in combination under the assumption that they are independent. Standard interaction analysis compares the extension of mean lifespan achieved by a combination of interventions to the prediction under an additive or multiplicative null model, but neither model is fundamentally justified. Moreover, the target of longevity interventions is not mean life span but the entire survival curve. Here we formulate a mathematical approach for predicting the survival curve resulting from a combination of two independent interventions based on the survival curves of the individual treatments, and quantify interaction between interventions as the deviation from this prediction. We test the method on a published data set comprising survival curves for all combinations of four different longevity interventions in Caenorhabditis elegans. We find that interactions are generally weak even when the standard analysis indicates otherwise.
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spelling pubmed-58720322018-03-29 Interaction Analysis of Longevity Interventions Using Survival Curves Nowak, Stefan Neidhart, Johannes Szendro, Ivan G. Rzezonka, Jonas Marathe, Rahul Krug, Joachim Biology (Basel) Article A long-standing problem in ageing research is to understand how different factors contributing to longevity should be expected to act in combination under the assumption that they are independent. Standard interaction analysis compares the extension of mean lifespan achieved by a combination of interventions to the prediction under an additive or multiplicative null model, but neither model is fundamentally justified. Moreover, the target of longevity interventions is not mean life span but the entire survival curve. Here we formulate a mathematical approach for predicting the survival curve resulting from a combination of two independent interventions based on the survival curves of the individual treatments, and quantify interaction between interventions as the deviation from this prediction. We test the method on a published data set comprising survival curves for all combinations of four different longevity interventions in Caenorhabditis elegans. We find that interactions are generally weak even when the standard analysis indicates otherwise. MDPI 2018-01-06 /pmc/articles/PMC5872032/ /pubmed/29316622 http://dx.doi.org/10.3390/biology7010006 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Nowak, Stefan
Neidhart, Johannes
Szendro, Ivan G.
Rzezonka, Jonas
Marathe, Rahul
Krug, Joachim
Interaction Analysis of Longevity Interventions Using Survival Curves
title Interaction Analysis of Longevity Interventions Using Survival Curves
title_full Interaction Analysis of Longevity Interventions Using Survival Curves
title_fullStr Interaction Analysis of Longevity Interventions Using Survival Curves
title_full_unstemmed Interaction Analysis of Longevity Interventions Using Survival Curves
title_short Interaction Analysis of Longevity Interventions Using Survival Curves
title_sort interaction analysis of longevity interventions using survival curves
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5872032/
https://www.ncbi.nlm.nih.gov/pubmed/29316622
http://dx.doi.org/10.3390/biology7010006
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