Literature DB >> 29382708

Spatial Heterogeneity and Evolutionary Dynamics Modulate Time to Recurrence in Continuous and Adaptive Cancer Therapies.

Jill A Gallaher1, Pedro M Enriquez-Navas2, Kimberly A Luddy2, Robert A Gatenby1, Alexander R A Anderson3.   

Abstract

Treatment of advanced cancers has benefited from new agents that supplement or bypass conventional therapies. However, even effective therapies fail as cancer cells deploy a wide range of resistance strategies. We propose that evolutionary dynamics ultimately determine survival and proliferation of resistant cells. Therefore, evolutionary strategies should be used with conventional therapies to delay or prevent resistance. Using an agent-based framework to model spatial competition among sensitive and resistant populations, we applied antiproliferative drug treatments to varying ratios of sensitive and resistant cells. We compared a continuous maximum-tolerated dose schedule with an adaptive schedule aimed at tumor control via competition between sensitive and resistant cells. Continuous treatment cured mostly sensitive tumors, but with any resistant cells, recurrence was inevitable. We identified two adaptive strategies that control heterogeneous tumors: dose modulation controls most tumors with less drug, while a more vacation-oriented schedule can control more invasive tumors. These findings offer potential modifications to treatment regimens that may improve outcomes and reduce resistance and recurrence.Significance: By using drug dose modulation or treatment vacations, adaptive therapy strategies control the emergence of tumor drug resistance by spatially suppressing less fit resistant populations in favor of treatment sensitive ones. Cancer Res; 78(8); 2127-39. ©2018 AACR. ©2018 American Association for Cancer Research.

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Year:  2018        PMID: 29382708      PMCID: PMC5899666          DOI: 10.1158/0008-5472.CAN-17-2649

Source DB:  PubMed          Journal:  Cancer Res        ISSN: 0008-5472            Impact factor:   12.701


  46 in total

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Journal:  Int J Cancer       Date:  2014-09-02       Impact factor: 7.396

2.  Optimization of dosing for EGFR-mutant non-small cell lung cancer with evolutionary cancer modeling.

Authors:  Juliann Chmielecki; Jasmine Foo; Geoffrey R Oxnard; Katherine Hutchinson; Kadoaki Ohashi; Romel Somwar; Lu Wang; Katherine R Amato; Maria Arcila; Martin L Sos; Nicholas D Socci; Agnes Viale; Elisa de Stanchina; Michelle S Ginsberg; Roman K Thomas; Mark G Kris; Akira Inoue; Marc Ladanyi; Vincent A Miller; Franziska Michor; William Pao
Journal:  Sci Transl Med       Date:  2011-07-06       Impact factor: 17.956

Review 3.  Metronomic Chemotherapy for Metastatic Breast Cancer - a Systematic Review of the Literature.

Authors:  M Banys-Paluchowski; F Schütz; E Ruckhäberle; N Krawczyk; T Fehm
Journal:  Geburtshilfe Frauenheilkd       Date:  2016-05       Impact factor: 2.915

4.  Maximum tolerated dose versus metronomic scheduling in the treatment of metastatic cancers.

Authors:  Sébastien Benzekry; Philip Hahnfeldt
Journal:  J Theor Biol       Date:  2013-07-11       Impact factor: 2.691

Review 5.  Turning ecology and evolution against cancer.

Authors:  Kirill S Korolev; Joao B Xavier; Jeff Gore
Journal:  Nat Rev Cancer       Date:  2014-04-17       Impact factor: 60.716

6.  Mathematical and computational models of drug transport in tumours.

Authors:  C M Groh; M E Hubbard; P F Jones; P M Loadman; N Periasamy; B D Sleeman; S W Smye; C J Twelves; R M Phillips
Journal:  J R Soc Interface       Date:  2014-03-12       Impact factor: 4.118

7.  Stochasticity in the Genotype-Phenotype Map: Implications for the Robustness and Persistence of Bet-Hedging.

Authors:  Daniel Nichol; Mark Robertson-Tessi; Peter Jeavons; Alexander R A Anderson
Journal:  Genetics       Date:  2016-10-21       Impact factor: 4.562

8.  The role of tumor tissue architecture in treatment penetration and efficacy: an integrative study.

Authors:  Katarzyna A Rejniak; Veronica Estrella; Tingan Chen; Allison S Cohen; Mark C Lloyd; David L Morse
Journal:  Front Oncol       Date:  2013-05-10       Impact factor: 6.244

Review 9.  Current advances in mathematical modeling of anti-cancer drug penetration into tumor tissues.

Authors:  Munju Kim; Robert J Gillies; Katarzyna A Rejniak
Journal:  Front Oncol       Date:  2013-11-18       Impact factor: 6.244

10.  Excess of mutational jackpot events in expanding populations revealed by spatial Luria-Delbrück experiments.

Authors:  Diana Fusco; Matti Gralka; Jona Kayser; Alex Anderson; Oskar Hallatschek
Journal:  Nat Commun       Date:  2016-10-03       Impact factor: 14.919

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  53 in total

1.  A one-dimensional individual-based mechanical model of cell movement in heterogeneous tissues and its coarse-grained approximation.

Authors:  R J Murphy; P R Buenzli; R E Baker; M J Simpson
Journal:  Proc Math Phys Eng Sci       Date:  2019-07-24       Impact factor: 2.704

Review 2.  Optimizing Cancer Treatment Using Game Theory: A Review.

Authors:  Katerina Stanková; Joel S Brown; William S Dalton; Robert A Gatenby
Journal:  JAMA Oncol       Date:  2019-01-01       Impact factor: 31.777

Review 3.  New insights into RAS biology reinvigorate interest in mathematical modeling of RAS signaling.

Authors:  Keesha E Erickson; Oleksii S Rukhlenko; Richard G Posner; William S Hlavacek; Boris N Kholodenko
Journal:  Semin Cancer Biol       Date:  2018-03-05       Impact factor: 15.707

4.  Resistance to neoadjuvant chemotherapy in triple-negative breast cancer mediated by a reversible drug-tolerant state.

Authors:  Gloria V Echeverria; Zhongqi Ge; Sahil Seth; Xiaomei Zhang; Sabrina Jeter-Jones; Xinhui Zhou; Shirong Cai; Yizheng Tu; Aaron McCoy; Michael Peoples; Yuting Sun; Huan Qiu; Qing Chang; Christopher Bristow; Alessandro Carugo; Jiansu Shao; Xiaoyan Ma; Angela Harris; Prabhjot Mundi; Rosanna Lau; Vandhana Ramamoorthy; Yun Wu; Mariano J Alvarez; Andrea Califano; Stacy L Moulder; William F Symmans; Joseph R Marszalek; Timothy P Heffernan; Jeffrey T Chang; Helen Piwnica-Worms
Journal:  Sci Transl Med       Date:  2019-04-17       Impact factor: 17.956

Review 5.  Cellular Plasticity in Cancer.

Authors:  Salina Yuan; Robert J Norgard; Ben Z Stanger
Journal:  Cancer Discov       Date:  2019-04-16       Impact factor: 39.397

Review 6.  Engineering Multidimensional Evolutionary Forces to Combat Cancer.

Authors:  Caroline E McCoach; Trever G Bivona
Journal:  Cancer Discov       Date:  2019-04-16       Impact factor: 39.397

Review 7.  Steering Phages to Combat Bacterial Pathogens.

Authors:  James Gurney; Sam P Brown; Oliver Kaltz; Michael E Hochberg
Journal:  Trends Microbiol       Date:  2019-11-16       Impact factor: 17.079

Review 8.  Integrating evolutionary dynamics into cancer therapy.

Authors:  Robert A Gatenby; Joel S Brown
Journal:  Nat Rev Clin Oncol       Date:  2020-07-22       Impact factor: 66.675

9.  Opportunities for improving cancer treatment using systems biology.

Authors:  Jason I Griffiths; Adam L Cohen; Veronica Jones; Ravi Salgia; Jeffrey T Chang; Andrea H Bild
Journal:  Curr Opin Syst Biol       Date:  2019-11-27

10.  Modeling Tumor Evolutionary Dynamics to Predict Clinical Outcomes for Patients with Metastatic Colorectal Cancer: A Retrospective Analysis.

Authors:  Jiawei Zhou; Yutong Liu; Yubo Zhang; Quefeng Li; Yanguang Cao
Journal:  Cancer Res       Date:  2019-11-01       Impact factor: 12.701

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