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Grant Details

Grant Number: 5R01CA140657-12 Interpret this number
Primary Investigator: Maley, Carlo
Organization: Arizona State University-Tempe Campus
Project Title: Modeling Neoplastic Progression in Barrett's Esophagus - Renewal 2
Fiscal Year: 2024


Abstract

Patients with Barrett's Esophagus are at increased risk of developing esophageal adenocarcinoma, but there is currently no reliable way to determine who is at high versus low risk. We propose to quantify the evolutionary dynamics in Barrett's and determine if those measures predict cancer risk. Neoplastic progression is fundamentally a stochastic evolutionary process at the cell level. However, there are often many different genetic and epigenetic alterations that can contribute to the development of a cancer, and the ones that evolve in any given cancer are random. This makes it difficult to assess the risk that a pre-cancerous tissue will evolve into cancer based simply on what mutations have occurred previously. We propose a different approach: Measure the dynamics of cell level evolution rather than the products of that evolution. We hypothesize that the rate of cellular evolution in a tissue should predict how likely and how quickly that tissue will evolve into a cancer. We will test this hypothesis in Barrett’s esophagus. We propose to fit both population genetic and phylogenetic models to data from Barrett’s esophagus biopsies spread over space and time in order to estimate parameters of the rate of cellular evolution and test if they are predictive of progression to esophageal adenocarcinoma. Five parameters determine the rate of evolution: 1) stem cell population size, 2) stem cell generation time, 3) mutation rate, 4) the strength of selection, and 5) heritability of the alterations. We have recently shown that we can measure all those parameters in clinical biopsies. We will measure all five parameters in Barrett’s esophagus based on CpG methylation and copy number alterations using methylation arrays, as well as single nucleotide variants identified in whole genome sequencing, in a prospective cohort of Barrett’s patients having either stable, benign disease or validated cancer outcomes. We will use those measures of the rate of evolution in Barrett’s esophagus to derive multivariable risk models of progression to esophageal adenocarcinoma as well as a classification system for the types of evolution present, that are clinically useful for the management of Barrett’s esophagus. If we are successful, we will reduce morbidity in patients likely to progress through earlier intervention, reduce suffering and stress in low-risk patients, and focus resources and interventions on those high-risk patients who will benefit from them. Our proof of principle would also justify using our tools to measure evolution in other pre-cancers to predict progression. In full-blown cancers, our measures may also predict their response to therapy and to select therapies that are matched to the evolutionary dynamics of a patient’s cancer.



Publications

Approaches and methods to study wildlife cancer.
Authors: Giraudeau M. , Vincze O. , Dupont S.M. , Sepp T. , Baines C. , Lemaitre J.F. , Lemberger K. , Gentès S. , Boddy A. , Dujon A.M. , et al. .
Source: The Journal Of Animal Ecology, 2024-08-27 00:00:00.0; , .
EPub date: 2024-08-27 00:00:00.0.
PMID: 39189422
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Evolutionary Measures Show that Recurrence of DCIS is Distinct from Progression to Breast Cancer.
Authors: Fortunato A. , Mallo D. , Cisneros L. , King L.M. , Khan A. , Curtis C. , Ryser M.D. , Lo J.Y. , Hall A. , Marks J.R. , et al. .
Source: Medrxiv : The Preprint Server For Health Sciences, 2024-08-16 00:00:00.0; , .
EPub date: 2024-08-16 00:00:00.0.
PMID: 39185534
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Cell-in-cell phenomena across the tree of life.
Authors: Kapsetaki S.E. , Cisneros L.H. , Maley C.C. .
Source: Scientific Reports, 2024-03-29 00:00:00.0; 14(1), p. 7535.
EPub date: 2024-03-29 00:00:00.0.
PMID: 38553457
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Epigenome and early selection determine the tumour-immune evolutionary trajectory of colorectal cancer.
Authors: Lakatos E. , Gunasri V. , Zapata L. , Househam J. , Heide T. , Trahearn N. , Swinyard O. , Cisneros L. , Lynn C. , Mossner M. , et al. .
Source: Biorxiv : The Preprint Server For Biology, 2024-02-14 00:00:00.0; , .
EPub date: 2024-02-14 00:00:00.0.
PMID: 38405882
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Testing Adaptive Therapy Protocols Using Gemcitabine and Capecitabine in a Preclinical Model of Endocrine-Resistant Breast Cancer.
Authors: Seyedi S. , Teo R. , Foster L. , Saha D. , Mina L. , Northfelt D. , Anderson K.S. , Shibata D. , Gatenby R. , Cisneros L.H. , et al. .
Source: Cancers, 2024-01-06 00:00:00.0; 16(2), .
EPub date: 2024-01-06 00:00:00.0.
PMID: 38254748
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A Mouse-Specific Model to Detect Genes under Selection in Tumors.
Authors: Chen H. , Shu J. , Maley C.C. , Liu L. .
Source: Cancers, 2023-10-26 00:00:00.0; 15(21), .
EPub date: 2023-10-26 00:00:00.0.
PMID: 37958330
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Growth Dynamics of Ductal Carcinoma in Situ Recapitulate Normal Breast Development.
Authors: Ryser M.D. , Greenwald M.A. , Sorribes I.C. , King L.M. , Hall A. , Geradts J. , Weaver D.L. , Mallo D. , Holloway S. , Monyak D. , et al. .
Source: Biorxiv : The Preprint Server For Biology, 2023-10-02 00:00:00.0; , .
EPub date: 2023-10-02 00:00:00.0.
PMID: 37873488
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Reuniting philosophy and science to advance cancer research.
Authors: Pradeu T. , Daignan-Fornier B. , Ewald A. , Germain P.L. , Okasha S. , Plutynski A. , Benzekry S. , Bertolaso M. , Bissell M. , Brown J.S. , et al. .
Source: Biological Reviews Of The Cambridge Philosophical Society, 2023 Oct; 98(5), p. 1668-1686.
EPub date: 2023-05-08 00:00:00.0.
PMID: 37157910
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Cell-in-cell phenomena across the tree of life.
Authors: Kapsetaki S.E. , Cisneros L.H. , Maley C.C. .
Source: Research Square, 2023-09-29 00:00:00.0; , .
EPub date: 2023-09-29 00:00:00.0.
PMID: 37841858
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The relationship between diet, plasma glucose, and cancer prevalence across vertebrates.
Authors: Kapsetaki S.E. , Basile A.J. , Compton Z.T. , Rupp S.M. , Duke E.G. , Boddy A.M. , Harrison T.M. , Sweazea K.L. , Maley C.C. .
Source: Biorxiv : The Preprint Server For Biology, 2023-08-02 00:00:00.0; , .
EPub date: 2023-08-02 00:00:00.0.
PMID: 37577544
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Cancer Prevalence Across Vertebrates.
Authors: Compton Z.T. , Harris V. , Mellon W. , Rupp S. , Mallo D. , Kapsetaki S.E. , Wilmot M. , Kennington R. , Noble K. , Baciu C. , et al. .
Source: Research Square, 2023-07-06 00:00:00.0; , .
EPub date: 2023-07-06 00:00:00.0.
PMID: 37461608
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Bridging clinic and wildlife care with AI-powered pan-species computational pathology.
Authors: AbdulJabbar K. , Castillo S.P. , Hughes K. , Davidson H. , Boddy A.M. , Abegglen L.M. , Minoli L. , Iussich S. , Murchison E.P. , Graham T.A. , et al. .
Source: Nature Communications, 2023-04-26 00:00:00.0; 14(1), p. 2408.
EPub date: 2023-04-26 00:00:00.0.
PMID: 37100774
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Extrachromosomal DNA in the cancerous transformation of Barrett's oesophagus.
Authors: Luebeck J. , Ng A.W.T. , Galipeau P.C. , Li X. , Sanchez C.A. , Katz-Summercorn A.C. , Kim H. , Jammula S. , He Y. , Lippman S.M. , et al. .
Source: Nature, 2023 Apr; 616(7958), p. 798-805.
EPub date: 2023-04-12 00:00:00.0.
PMID: 37046089
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Life history and cancer in birds: clutch size predicts cancer.
Authors: Kapsetaki S.E. , Compton Z. , Dolan J. , Harris V.K. , Rupp S.M. , Duke E.G. , Harrison T.M. , Aksoy S. , Giraudeau M. , Vincze O. , et al. .
Source: Biorxiv : The Preprint Server For Biology, 2023-02-13 00:00:00.0; , .
EPub date: 2023-02-13 00:00:00.0.
PMID: 36824773
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Editorial: Cancer evolution.
Authors: Ermini L. , Mallo D. , Kleftogiannis D. , Acar A. .
Source: Frontiers In Genetics, 2023; 14, p. 1187687.
EPub date: 2023-04-14 00:00:00.0.
PMID: 37124613
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Is chimerism associated with cancer across the tree of life?
Authors: Kapsetaki S.E. , Fortunato A. , Compton Z. , Rupp S.M. , Nour Z. , Riggs-Davis S. , Stephenson D. , Duke E.G. , Boddy A.M. , Harrison T.M. , et al. .
Source: Plos One, 2023; 18(6), p. e0287901.
EPub date: 2023-06-29 00:00:00.0.
PMID: 37384647
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Spatial interplay of tissue hypoxia and T-cell regulation in ductal carcinoma in situ.
Authors: Sobhani F. , Muralidhar S. , Hamidinekoo A. , Hall A.H. , King L.M. , Marks J.R. , Maley C. , Horlings H.M. , Hwang E.S. , Yuan Y. .
Source: Npj Breast Cancer, 2022-09-15 00:00:00.0; 8(1), p. 105.
EPub date: 2022-09-15 00:00:00.0.
PMID: 36109587
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Diet, Microbes, and Cancer Across the Tree of Life: a Systematic Review.
Authors: Kapsetaki S.E. , Marquez Alcaraz G. , Maley C.C. , Whisner C.M. , Aktipis A. .
Source: Current Nutrition Reports, 2022-06-15 00:00:00.0; , .
EPub date: 2022-06-15 00:00:00.0.
PMID: 35704266
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In Silico Investigations of Multi-Drug Adaptive Therapy Protocols.
Authors: Thomas D.S. , Cisneros L.H. , Anderson A.R.A. , Maley C.C. .
Source: Cancers, 2022-05-30 00:00:00.0; 14(11), .
EPub date: 2022-05-30 00:00:00.0.
PMID: 35681680
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Somatic whole genome dynamics of precancer in Barrett's esophagus reveals features associated with disease progression.
Authors: Paulson T.G. , Galipeau P.C. , Oman K.M. , Sanchez C.A. , Kuhner M.K. , Smith L.P. , Hadi K. , Shah M. , Arora K. , Shelton J. , et al. .
Source: Nature Communications, 2022-04-28 00:00:00.0; 13(1), p. 2300.
EPub date: 2022-04-28 00:00:00.0.
PMID: 35484108
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Prediction of Upstaging in Ductal Carcinoma in Situ Based on Mammographic Radiomic Features.
Authors: Hou R. , Grimm L.J. , Mazurowski M.A. , Marks J.R. , King L.M. , Maley C.C. , Lynch T. , van Oirsouw M. , Rogers K. , Stone N. , et al. .
Source: Radiology, 2022 04; 303(1), p. 54-62.
EPub date: 2022-01-04 00:00:00.0.
PMID: 34981975
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The life history theory of the Lord of the Rings: a randomized controlled trial of using fact versus fiction to teach life history theory.
Authors: Maley C.C. , Seyedi S. .
Source: Evolution, 2022; 15(1), p. 2.
EPub date: 2022-02-16 00:00:00.0.
PMID: 35222785
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Upregulation of DNA repair genes and cell extrusion underpin the remarkable radiation resistance of Trichoplax adhaerens.
Authors: Fortunato A. , Fleming A. , Aktipis A. , Maley C.C. .
Source: Plos Biology, 2021 Nov; 19(11), p. e3001471.
EPub date: 2021-11-17 00:00:00.0.
PMID: 34788294
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ENDLESS FORMS MOST BEAUTIFUL: A GARDEN SHOWS THAT CANCER IS A PART OF LIFE.
Authors: Winfrey P. , Robertson C. , Maley C. , Aktipis A. .
Source: Leonardo (oxford, England), 2021 Aug; 54(4), p. 398-401.
EPub date: 2021-08-09 00:00:00.0.
PMID: 34565895
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A new method to accurately identify single nucleotide variants using small FFPE breast samples.
Authors: Fortunato A. , Mallo D. , Rupp S.M. , King L.M. , Hardman T. , Lo J.Y. , Hall A. , Marks J.R. , Hwang E.S. , Maley C.C. .
Source: Briefings In Bioinformatics, 2021-06-11 00:00:00.0; , .
EPub date: 2021-06-11 00:00:00.0.
PMID: 34117742
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Unmasking the immune microecology of ductal carcinoma in situ with deep learning.
Authors: Narayanan P.L. , Raza S.E.A. , Hall A.H. , Marks J.R. , King L. , West R.B. , Hernandez L. , Guppy N. , Dowsett M. , Gusterson B. , et al. .
Source: Npj Breast Cancer, 2021-03-01 00:00:00.0; 7(1), p. 19.
EPub date: 2021-03-01 00:00:00.0.
PMID: 33649333
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Within-patient phylogenetic reconstruction reveals early events in Barrett's Esophagus.
Authors: Smith L.P. , Yamato J.A. , Galipeau P.C. , Paulson T.G. , Li X. , Sanchez C.A. , Reid B.J. , Kuhner M.K. .
Source: Evolutionary Applications, 2021 Feb; 14(2), p. 399-415.
EPub date: 2020-09-20 00:00:00.0.
PMID: 33664784
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The Evolution of Human Cancer Gene Duplications across Mammals.
Authors: Tollis M. , Schneider-Utaka A.K. , Maley C.C. .
Source: Molecular Biology And Evolution, 2020-10-01 00:00:00.0; 37(10), p. 2875-2886.
PMID: 32421773
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The evolution of metapopulation dynamics and the number of stem cells in intestinal crypts and other tissue structures in multicellular bodies.
Authors: Birtwell D. , Luebeck G. , Maley C.C. .
Source: Evolutionary Applications, 2020 Aug; 13(7), p. 1771-1783.
EPub date: 2020-08-12 00:00:00.0.
PMID: 32821281
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Application of simultaneous selective pressures slows adaptation.
Authors: Merlo L.M.F. , Sprouffske K. , Howard T.C. , Gardiner K.L. , Caulin A.F. , Blum S.M. , Evans P. , Bedalov A. , Sniegowski P.D. , Maley C.C. .
Source: Evolutionary Applications, 2020 Aug; 13(7), p. 1615-1625.
EPub date: 2020-08-15 00:00:00.0.
PMID: 32952608
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Exploiting evolutionary steering to induce collateral drug sensitivity in cancer.
Authors: Acar A. , Nichol D. , Fernandez-Mateos J. , Cresswell G.D. , Barozzi I. , Hong S.P. , Trahearn N. , Spiteri I. , Stubbs M. , Burke R. , et al. .
Source: Nature Communications, 2020-04-21 00:00:00.0; 11(1), p. 1923.
EPub date: 2020-04-21 00:00:00.0.
PMID: 32317663
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Mapping the breast cancer metastatic cascade onto ctDNA using genetic and epigenetic clonal tracking.
Authors: Cresswell G.D. , Nichol D. , Spiteri I. , Tari H. , Zapata L. , Heide T. , Maley C.C. , Magnani L. , Schiavon G. , Ashworth A. , et al. .
Source: Nature Communications, 2020-03-27 00:00:00.0; 11(1), p. 1446.
EPub date: 2020-03-27 00:00:00.0.
PMID: 32221288
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Minimal barriers to invasion during human colorectal tumor growth.
Authors: Ryser M.D. , Mallo D. , Hall A. , Hardman T. , King L.M. , Tatishchev S. , Sorribes I.C. , Maley C.C. , Marks J.R. , Hwang E.S. , et al. .
Source: Nature Communications, 2020-03-09 00:00:00.0; 11(1), p. 1280.
EPub date: 2020-03-09 00:00:00.0.
PMID: 32152322
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Somatic selection distinguishes oncogenes and tumor suppressor genes.
Authors: Chandrashekar P. , Ahmadinejad N. , Wang J. , Sekulic A. , Egan J.B. , Asmann Y.W. , Kumar S. , Maley C. , Liu L. .
Source: Bioinformatics (oxford, England), 2020-03-01 00:00:00.0; 36(6), p. 1712-1717.
PMID: 32176769
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Lifetime cancer prevalence and life history traits in mammals.
Authors: Boddy A.M. , Abegglen L.M. , Pessier A.P. , Aktipis A. , Schiffman J.D. , Maley C.C. , Witte C. .
Source: Evolution, Medicine, And Public Health, 2020; 2020(1), p. 187-195.
EPub date: 2020-05-25 00:00:00.0.
PMID: 33209304
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Analysis of tumour ecological balance reveals resource-dependent adaptive strategies of ovarian cancer.
Authors: Nawaz S. , Trahearn N.A. , Heindl A. , Banerjee S. , Maley C.C. , Sottoriva A. , Yuan Y. .
Source: Ebiomedicine, 2019 Oct; 48, p. 224-235.
EPub date: 2019-10-21 00:00:00.0.
PMID: 31648981
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Cancer cell evolution through the ages.
Authors: Maley C.C. , Shibata D. .
Source: Science (new York, N.y.), 2019-08-02 00:00:00.0; 365(6452), p. 440-441.
PMID: 31371596
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Return to the Sea, Get Huge, Beat Cancer: An Analysis of Cetacean Genomes Including an Assembly for the Humpback Whale (Megaptera novaeangliae).
Authors: Tollis M. , Robbins J. , Webb A.E. , Kuderna L.F.K. , Caulin A.F. , Garcia J.D. , Bèrubè M. , Pourmand N. , Marques-Bonet T. , O'Connell M.J. , et al. .
Source: Molecular Biology And Evolution, 2019-08-01 00:00:00.0; 36(8), p. 1746-1763.
PMID: 31070747
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Social feeding behavior of Trichoplax adhaerens.
Authors: Fortunato A. , Aktipis A. .
Source: Frontiers In Ecology And Evolution, 2019; 7, .
EPub date: 2019-02-14 00:00:00.0.
PMID: 31667165
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The spatio-temporal evolution of lymph node spread in early breast cancer.
Authors: Barry P. , Vatsiou A. , Spiteri I. , Nichol D. , Cresswell G.D. , Acar A. , Trahearn N.A. , Hrebien S. , Garcia-Murillas I. , Chkhaidze K. , et al. .
Source: Clinical Cancer Research : An Official Journal Of The American Association For Cancer Research, 2018-06-11 00:00:00.0; , .
EPub date: 2018-06-11 00:00:00.0.
PMID: 29891724
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Prediction of Occult Invasive Disease in Ductal Carcinoma in Situ Using Deep Learning Features.
Authors: Shi B. , Grimm L.J. , Mazurowski M.A. , Baker J.A. , Marks J.R. , King L.M. , Maley C.C. , Hwang E.S. , Lo J.Y. .
Source: Journal Of The American College Of Radiology : Jacr, 2018 Mar; 15(3 Pt B), p. 527-534.
EPub date: 2018-02-02 00:00:00.0.
PMID: 29398498
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Evolution of Barrett's esophagus through space and time at single-crypt and whole-biopsy levels.
Authors: Martinez P. , Mallo D. , Paulson T.G. , Li X. , Sanchez C.A. , Reid B.J. , Graham T.A. , Kuhner M.K. , Maley C.C. .
Source: Nature Communications, 2018-02-23 00:00:00.0; 9(1), p. 794.
EPub date: 2018-02-23 00:00:00.0.
PMID: 29476056
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Modeling the Subclonal Evolution of Cancer Cell Populations.
Authors: Chowell D. , Napier J. , Gupta R. , Anderson K.S. , Maley C.C. , Sayres M.A.W. .
Source: Cancer Research, 2018-02-01 00:00:00.0; 78(3), p. 830-839.
EPub date: 2017-11-29 00:00:00.0.
PMID: 29187407
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Cooperation and cheating as innovation: insights from cellular societies.
Authors: Aktipis A. , Maley C.C. .
Source: Philosophical Transactions Of The Royal Society Of London. Series B, Biological Sciences, 2017-12-05 00:00:00.0; 372(1735), .
PMID: 29061894
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Classifying the evolutionary and ecological features of neoplasms.
Authors: Maley C.C. , Aktipis A. , Graham T.A. , Sottoriva A. , Boddy A.M. , Janiszewska M. , Silva A.S. , Gerlinger M. , Yuan Y. , Pienta K.J. , et al. .
Source: Nature Reviews. Cancer, 2017 10; 17(10), p. 605-619.
EPub date: 2017-09-15 00:00:00.0.
PMID: 28912577
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Peto's Paradox: how has evolution solved the problem of cancer prevention?
Authors: Tollis M. , Boddy A.M. , Maley C.C. .
Source: Bmc Biology, 2017-07-13 00:00:00.0; 15(1), p. 60.
EPub date: 2017-07-13 00:00:00.0.
PMID: 28705195
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Carbon dating cancer: defining the chronology of metastatic progression in colorectal cancer.
Authors: Lote H. , Spiteri I. , Ermini L. , Vatsiou A. , Roy A. , McDonald A. , Maka N. , Balsitis M. , Bose N. , Simbolo M. , et al. .
Source: Annals Of Oncology : Official Journal Of The European Society For Medical Oncology, 2017-06-01 00:00:00.0; 28(6), p. 1243-1249.
PMID: 28327965
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Genomic Instability in Cancer: Teetering on the Limit of Tolerance.
Authors: Andor N. , Maley C.C. , Ji H.P. .
Source: Cancer Research, 2017-05-01 00:00:00.0; 77(9), p. 2179-2185.
EPub date: 2017-05-01 00:00:00.0.
PMID: 28432052
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Natural Selection in Cancer Biology: From Molecular Snowflakes to Trait Hallmarks.
Authors: Fortunato A. , Boddy A. , Mallo D. , Aktipis A. , Maley C.C. , Pepper J.W. .
Source: Cold Spring Harbor Perspectives In Medicine, 2017-02-01 00:00:00.0; 7(2), .
EPub date: 2017-02-01 00:00:00.0.
PMID: 28148564
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Derivation of genetic biomarkers for cancer risk stratification in Barrett's oesophagus: a prospective cohort study.
Authors: Timmer M.R. , Martinez P. , Lau C.T. , Westra W.M. , Calpe S. , Rygiel A.M. , Rosmolen W.D. , Meijer S.L. , Ten Kate F.J. , Dijkgraaf M.G. , et al. .
Source: Gut, 2016 Oct; 65(10), p. 1602-10.
PMID: 26104750
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