Challenges and opportunities for the next generation of computational tumor models.

Mathematical models have become essential tools for exploring the complex interplay between cancer cells and their microenvironment, but require multidisciplinary expertise and abundant biological data to develop. AI is leading the way towards the next wave of tumor models.

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Main Authors: Lance L Munn, Rakesh K Jain
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-07-01
Series:PLoS Biology
Online Access:https://doi.org/10.1371/journal.pbio.3003269
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author Lance L Munn
Rakesh K Jain
author_facet Lance L Munn
Rakesh K Jain
author_sort Lance L Munn
collection DOAJ
description Mathematical models have become essential tools for exploring the complex interplay between cancer cells and their microenvironment, but require multidisciplinary expertise and abundant biological data to develop. AI is leading the way towards the next wave of tumor models.
format Article
id doaj-art-4cb119675dfa47efa22a815618ac6bbb
institution DOAJ
issn 1544-9173
1545-7885
language English
publishDate 2025-07-01
publisher Public Library of Science (PLoS)
record_format Article
series PLoS Biology
spelling doaj-art-4cb119675dfa47efa22a815618ac6bbb2025-08-20T03:02:36ZengPublic Library of Science (PLoS)PLoS Biology1544-91731545-78852025-07-01237e300326910.1371/journal.pbio.3003269Challenges and opportunities for the next generation of computational tumor models.Lance L MunnRakesh K JainMathematical models have become essential tools for exploring the complex interplay between cancer cells and their microenvironment, but require multidisciplinary expertise and abundant biological data to develop. AI is leading the way towards the next wave of tumor models.https://doi.org/10.1371/journal.pbio.3003269
spellingShingle Lance L Munn
Rakesh K Jain
Challenges and opportunities for the next generation of computational tumor models.
PLoS Biology
title Challenges and opportunities for the next generation of computational tumor models.
title_full Challenges and opportunities for the next generation of computational tumor models.
title_fullStr Challenges and opportunities for the next generation of computational tumor models.
title_full_unstemmed Challenges and opportunities for the next generation of computational tumor models.
title_short Challenges and opportunities for the next generation of computational tumor models.
title_sort challenges and opportunities for the next generation of computational tumor models
url https://doi.org/10.1371/journal.pbio.3003269
work_keys_str_mv AT lancelmunn challengesandopportunitiesforthenextgenerationofcomputationaltumormodels
AT rakeshkjain challengesandopportunitiesforthenextgenerationofcomputationaltumormodels