Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients

In this article, we challenge the existing paradigm that greater tumor shrinkage at the end of treatment leads to longer patient survival. In particular, we identify biological conditions under which the exact opposite is true. A central role in our argument about the paradoxical effect of tumor shr...

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Main Author: Leonid Hanin
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-08-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fams.2020.00027/full
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spelling doaj-c7068eed7b004542a5cc8b1c13517b292020-11-25T03:27:57ZengFrontiers Media S.A.Frontiers in Applied Mathematics and Statistics2297-46872020-08-01610.3389/fams.2020.00027531562Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer PatientsLeonid HaninIn this article, we challenge the existing paradigm that greater tumor shrinkage at the end of treatment leads to longer patient survival. In particular, we identify biological conditions under which the exact opposite is true. A central role in our argument about the paradoxical effect of tumor shrinkage is played by the emergence and self-selection of subpopulations of increasingly faster proliferating cancer cells. This evolutionary factor is often at work during post-treatment tumor regrowth and has a decidedly negative impact on patient survival. We analyze various patterns of post-treatment tumor dynamics and show that if the clones generated by cancer cells present at the end of treatment or the start of a treatment break evolve independently then greater tumor shrinkage leads to progressive enrichment of the re-growing tumor with faster proliferating cells. Importantly, greater tumor shrinkage favors independent clonal expansion. Our findings explain numerous clinical cases where initial tumor shrinkage to undetectable levels was promptly followed by an aggressive tumor recurrence. They also suggest that indiscriminate use of tumor shrinkage as surrogate endpoint in clinical trials should be discouraged.https://www.frontiersin.org/article/10.3389/fams.2020.00027/fullcancer treatmentexponential growthGompertz growthnet proliferation rateoverall survivaltumor shrinkage
collection DOAJ
language English
format Article
sources DOAJ
author Leonid Hanin
spellingShingle Leonid Hanin
Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
Frontiers in Applied Mathematics and Statistics
cancer treatment
exponential growth
Gompertz growth
net proliferation rate
overall survival
tumor shrinkage
author_facet Leonid Hanin
author_sort Leonid Hanin
title Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
title_short Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
title_full Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
title_fullStr Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
title_full_unstemmed Paradoxical Effects of Tumor Shrinkage on Long-Term Survival of Cancer Patients
title_sort paradoxical effects of tumor shrinkage on long-term survival of cancer patients
publisher Frontiers Media S.A.
series Frontiers in Applied Mathematics and Statistics
issn 2297-4687
publishDate 2020-08-01
description In this article, we challenge the existing paradigm that greater tumor shrinkage at the end of treatment leads to longer patient survival. In particular, we identify biological conditions under which the exact opposite is true. A central role in our argument about the paradoxical effect of tumor shrinkage is played by the emergence and self-selection of subpopulations of increasingly faster proliferating cancer cells. This evolutionary factor is often at work during post-treatment tumor regrowth and has a decidedly negative impact on patient survival. We analyze various patterns of post-treatment tumor dynamics and show that if the clones generated by cancer cells present at the end of treatment or the start of a treatment break evolve independently then greater tumor shrinkage leads to progressive enrichment of the re-growing tumor with faster proliferating cells. Importantly, greater tumor shrinkage favors independent clonal expansion. Our findings explain numerous clinical cases where initial tumor shrinkage to undetectable levels was promptly followed by an aggressive tumor recurrence. They also suggest that indiscriminate use of tumor shrinkage as surrogate endpoint in clinical trials should be discouraged.
topic cancer treatment
exponential growth
Gompertz growth
net proliferation rate
overall survival
tumor shrinkage
url https://www.frontiersin.org/article/10.3389/fams.2020.00027/full
work_keys_str_mv AT leonidhanin paradoxicaleffectsoftumorshrinkageonlongtermsurvivalofcancerpatients
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