Skip to main content
Erschienen in: Virchows Archiv 2/2018

25.08.2017 | Original Article

Multisite tumor sampling enhances the detection of intratumor heterogeneity at all different temporal stages of tumor evolution

verfasst von: Asier Erramuzpe, Jesús M. Cortés, José I. López

Erschienen in: Virchows Archiv | Ausgabe 2/2018

Einloggen, um Zugang zu erhalten

Abstract

Intratumor heterogeneity (ITH) is an inherent process of tumor development that has received much attention in previous years, as it has become a major obstacle for the success of targeted therapies. ITH is also temporally unpredictable across tumor evolution, which makes its precise characterization even more problematic since detection success depends on the precise temporal snapshot at which ITH is analyzed. New and more efficient strategies for tumor sampling are needed to overcome these difficulties which currently rely entirely on the pathologist’s interpretation. Recently, we showed that a new strategy, the multisite tumor sampling, works better than the routine sampling protocol for the ITH detection when the tumor time evolution was not taken into consideration. Here, we extend this work and compare the ITH detections of multisite tumor sampling and routine sampling protocols across tumor time evolution, and in particular, we provide in silico analyses of both strategies at early and late temporal stages for four different models of tumor evolution (linear, branched, neutral, and punctuated). Our results indicate that multisite tumor sampling outperforms routine protocols in detecting ITH at all different temporal stages of tumor evolution. We conclude that multisite tumor sampling is more advantageous than routine protocols in detecting intratumor heterogeneity.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
2.
Zurück zum Zitat Merlo LMF, Pepper JW, Reid BJ, Maley CC (2006) Cancer as an evolutionary and ecological process. Nat Rev Cancer 6:924–935CrossRefPubMed Merlo LMF, Pepper JW, Reid BJ, Maley CC (2006) Cancer as an evolutionary and ecological process. Nat Rev Cancer 6:924–935CrossRefPubMed
5.
Zurück zum Zitat Morris LGT, Riaz N, Desrichard A, Senbabaoglu Y, Ari Hakimi A, Makarov V, Reis-Filho JS, Chan TA (2016) Pan-cancer analysis of intratumor heterogeneity as a prognostic determinant of survival. Oncotarget 7:10051–10063PubMedPubMedCentral Morris LGT, Riaz N, Desrichard A, Senbabaoglu Y, Ari Hakimi A, Makarov V, Reis-Filho JS, Chan TA (2016) Pan-cancer analysis of intratumor heterogeneity as a prognostic determinant of survival. Oncotarget 7:10051–10063PubMedPubMedCentral
6.
Zurück zum Zitat Rosai J (2011) Rosai and Ackerman’s surgical pathology, 10th edn. Mosby-Elsevier, Edinburgh Rosai J (2011) Rosai and Ackerman’s surgical pathology, 10th edn. Mosby-Elsevier, Edinburgh
7.
Zurück zum Zitat Kim TM, Jung SH, Baek IP, Lee SH, Choi YJ, Lee JY, Chung YJ, Lee SH (2014) Regional biases in mutation screening due to intratumoural heterogeneity of prostate cancer. J Pathol 233:425–435CrossRefPubMed Kim TM, Jung SH, Baek IP, Lee SH, Choi YJ, Lee JY, Chung YJ, Lee SH (2014) Regional biases in mutation screening due to intratumoural heterogeneity of prostate cancer. J Pathol 233:425–435CrossRefPubMed
9.
Zurück zum Zitat Paracchini L, Mannarino L, Craparotta I, Romualdi C, Fruscio R, Grassi T, Fotia V, Caratti G, Perego P, Calura E, Clivio L, D’Incalci M, Beltrame L, Marchini S (2016) Regional and temporal heterogeneity of epithelial ovarian cancer tumor biopsies: implications for therapeutic strategies. Oncotarget. 10.18632/oncotarget.10505 Paracchini L, Mannarino L, Craparotta I, Romualdi C, Fruscio R, Grassi T, Fotia V, Caratti G, Perego P, Calura E, Clivio L, D’Incalci M, Beltrame L, Marchini S (2016) Regional and temporal heterogeneity of epithelial ovarian cancer tumor biopsies: implications for therapeutic strategies. Oncotarget. 10.​18632/​oncotarget.​10505
10.
Zurück zum Zitat Ledgerwood LG, Kumar D, Eterovic AK, Wick J, Chen K, Zhao H, Tazi L, Manna P, Kerley S, Joshi R, Wang L, Chiosea SI, Garnett JD, Tsue TT, Chien J, Mills GB, Grandis JR, Thomas SM (2016) The degree of intratumor mutational heterogeneity varies by primary tumor sub-site. Oncotarget 7:27185–27198. 10.18632/oncotarget.8448 CrossRefPubMedPubMedCentral Ledgerwood LG, Kumar D, Eterovic AK, Wick J, Chen K, Zhao H, Tazi L, Manna P, Kerley S, Joshi R, Wang L, Chiosea SI, Garnett JD, Tsue TT, Chien J, Mills GB, Grandis JR, Thomas SM (2016) The degree of intratumor mutational heterogeneity varies by primary tumor sub-site. Oncotarget 7:27185–27198. 10.​18632/​oncotarget.​8448 CrossRefPubMedPubMedCentral
11.
Zurück zum Zitat Bettoni F, Masotti C, Habr-Gama A, Correa BR, Gama-Rodrigues J, Vianna MR, Vailati BB, São Julião GP, Fernandez LM, Galante PA, Camargo AA, Perez RO (2017) Intratumoral genetic heterogeneity in rectal cancer. Are single biopsies representative of the entirety of the tumor? Ann Surg 265:e4–e6CrossRefPubMed Bettoni F, Masotti C, Habr-Gama A, Correa BR, Gama-Rodrigues J, Vianna MR, Vailati BB, São Julião GP, Fernandez LM, Galante PA, Camargo AA, Perez RO (2017) Intratumoral genetic heterogeneity in rectal cancer. Are single biopsies representative of the entirety of the tumor? Ann Surg 265:e4–e6CrossRefPubMed
16.
Zurück zum Zitat López JI, Cortés JM (2017) Multi-site tumor sampling (MSTS): a new tumor selection method to enhance intratumor heterogeneity detection. Hum Pathol 64:1–6CrossRefPubMed López JI, Cortés JM (2017) Multi-site tumor sampling (MSTS): a new tumor selection method to enhance intratumor heterogeneity detection. Hum Pathol 64:1–6CrossRefPubMed
18.
Zurück zum Zitat Ling S, Hu Z, Yang Z, Yang F, Li Y, Lin P, Chen K, Dong L, Cao L, Tao Y, Hao L, Chen Q, Gong Q, Wu D, Li W, Zhao W, Tian X, Hao C, Hungate EA, Catenacci DV, Hudson RR, Li WH, Lu X, Wu CI (2015) Extremely high genetic diversity in a single tumor points to prevalence of non-Darwinian cell evolution. Proc Natl Acad Sci U S A 112:E6496–E6505CrossRefPubMedPubMedCentral Ling S, Hu Z, Yang Z, Yang F, Li Y, Lin P, Chen K, Dong L, Cao L, Tao Y, Hao L, Chen Q, Gong Q, Wu D, Li W, Zhao W, Tian X, Hao C, Hungate EA, Catenacci DV, Hudson RR, Li WH, Lu X, Wu CI (2015) Extremely high genetic diversity in a single tumor points to prevalence of non-Darwinian cell evolution. Proc Natl Acad Sci U S A 112:E6496–E6505CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat Fearon ER, Vogelstein B (1990) A genetic model for colorectal tumorigenesis. Cell 61:759–767CrossRefPubMed Fearon ER, Vogelstein B (1990) A genetic model for colorectal tumorigenesis. Cell 61:759–767CrossRefPubMed
20.
Zurück zum Zitat Kang H, Salomon MP, Sottoriva A, Zhao J, Toy M, Press MF, Curtis C, Marjoram P, Siegmund K, Shibata D (2015) Many private mutations originate from the first few divisions of a human colorectal adenoma. J Pathol 237:355–362CrossRefPubMedPubMedCentral Kang H, Salomon MP, Sottoriva A, Zhao J, Toy M, Press MF, Curtis C, Marjoram P, Siegmund K, Shibata D (2015) Many private mutations originate from the first few divisions of a human colorectal adenoma. J Pathol 237:355–362CrossRefPubMedPubMedCentral
21.
Zurück zum Zitat Sottoriva A, Kang H, Ma Z, Graham TA, Salomon MP, Zhao J, Marjoram P, Siegmund K, Press MF, Shibata D, Curtis C (2015) A big bang model of human colorectal tumor growth. Nat Genet 47:209–216CrossRefPubMedPubMedCentral Sottoriva A, Kang H, Ma Z, Graham TA, Salomon MP, Zhao J, Marjoram P, Siegmund K, Press MF, Shibata D, Curtis C (2015) A big bang model of human colorectal tumor growth. Nat Genet 47:209–216CrossRefPubMedPubMedCentral
22.
23.
Zurück zum Zitat Gerlinger M, Rowan AJ, Horswell S, Larkin J, Endesfelder D, Gronroos E, Martinez P, Matthews N, Stewart A, Tarpey P, Varela I, Phillimore B, Begum S, McDonald NQ, Butler A, Jones D, Raine K, Latimer C, Santos CR, Nohadani M, Eklund AC, Spencer-Dene B, Clark G, Pickering L, Stamp G, Gore M, Szallasi Z, Downward J, Futreal PA, Swanton C (2012) Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. N Engl J Med 366:883–892CrossRefPubMedPubMedCentral Gerlinger M, Rowan AJ, Horswell S, Larkin J, Endesfelder D, Gronroos E, Martinez P, Matthews N, Stewart A, Tarpey P, Varela I, Phillimore B, Begum S, McDonald NQ, Butler A, Jones D, Raine K, Latimer C, Santos CR, Nohadani M, Eklund AC, Spencer-Dene B, Clark G, Pickering L, Stamp G, Gore M, Szallasi Z, Downward J, Futreal PA, Swanton C (2012) Intratumor heterogeneity and branched evolution revealed by multiregion sequencing. N Engl J Med 366:883–892CrossRefPubMedPubMedCentral
24.
Zurück zum Zitat Kon R (2015) Dynamics of competitive systems with a single common limitating factor. Math Biosci Eng 12:71–81CrossRefPubMed Kon R (2015) Dynamics of competitive systems with a single common limitating factor. Math Biosci Eng 12:71–81CrossRefPubMed
25.
Zurück zum Zitat Gatenby RA, Vincent TL (2003) Application of quantitative models from population biology and evolutionary game theory to tumor therapeutic strategies. Mol Cancer Ther 2:919–927PubMed Gatenby RA, Vincent TL (2003) Application of quantitative models from population biology and evolutionary game theory to tumor therapeutic strategies. Mol Cancer Ther 2:919–927PubMed
26.
Zurück zum Zitat Nagy JD (2004) Competition and natural selection in a mathematical model of cancer. Bull Math Biol 66:663–687CrossRefPubMed Nagy JD (2004) Competition and natural selection in a mathematical model of cancer. Bull Math Biol 66:663–687CrossRefPubMed
27.
28.
Zurück zum Zitat Wang Y, Waters J, Leung ML, Unruh A, Roh W, Shi X, Chen K, Scheet P, Vattathil S, Lisng H, Multani A, Zhang H, Zhao R, Michor F, Meric-Bernstam F, Navin NE (2014) Clonal evolution in breast cancer revealed by single nucleus genome sequencing. Nature 512:155–160CrossRefPubMedPubMedCentral Wang Y, Waters J, Leung ML, Unruh A, Roh W, Shi X, Chen K, Scheet P, Vattathil S, Lisng H, Multani A, Zhang H, Zhao R, Michor F, Meric-Bernstam F, Navin NE (2014) Clonal evolution in breast cancer revealed by single nucleus genome sequencing. Nature 512:155–160CrossRefPubMedPubMedCentral
29.
Zurück zum Zitat Gerlinger M, Horswell S, Larkin J, Rowan AJ, Salm MP, Varela I, Fisher R, McGranahan N, Matthews N, Santos CR, Martinez P, Phillimore B, Begum S, Rabinowitz A, Spencer-Dene B, Gulati S, Bates PA, Stamp G, Pickering L, Gore M, Nicol DL, Hazell S, Futreal PA, Stewart A, Swanton C (2014) Genomic architecture and evolution of clear cell renal cell carcinomas defined by multiregion sequencing. Nat Genet 46:225–233CrossRefPubMedPubMedCentral Gerlinger M, Horswell S, Larkin J, Rowan AJ, Salm MP, Varela I, Fisher R, McGranahan N, Matthews N, Santos CR, Martinez P, Phillimore B, Begum S, Rabinowitz A, Spencer-Dene B, Gulati S, Bates PA, Stamp G, Pickering L, Gore M, Nicol DL, Hazell S, Futreal PA, Stewart A, Swanton C (2014) Genomic architecture and evolution of clear cell renal cell carcinomas defined by multiregion sequencing. Nat Genet 46:225–233CrossRefPubMedPubMedCentral
30.
31.
Zurück zum Zitat Okegawa T, Morimoto M, Nishizawa S, Kitazawa S, Honda K, Araki H, Tamura T, Ando A, Satomi Y, Nutahara K, Hara T (2017) Intratumor heterogeneity in primary kidney cancer revealed by metabolic profiling of multiple spatially separated samples within tumors. EBioMedicine. https://doi.org/10.1016/j.ebiom.2017.04.009 Okegawa T, Morimoto M, Nishizawa S, Kitazawa S, Honda K, Araki H, Tamura T, Ando A, Satomi Y, Nutahara K, Hara T (2017) Intratumor heterogeneity in primary kidney cancer revealed by metabolic profiling of multiple spatially separated samples within tumors. EBioMedicine. https://​doi.​org/​10.​1016/​j.​ebiom.​2017.​04.​009
32.
Zurück zum Zitat Stanta G, Jahn SW, Bonin S, Hoefler G (2016) Tumor heterogeneity: principles and practical consequences. Virchows Arch 469:371–384CrossRefPubMed Stanta G, Jahn SW, Bonin S, Hoefler G (2016) Tumor heterogeneity: principles and practical consequences. Virchows Arch 469:371–384CrossRefPubMed
33.
Zurück zum Zitat Saraga E, Bautista D, Dorta G, Chaubert P, Martin P, Sordat B, Protiva P, Blum A, Bosman F, Benhattar J (1997) Genetic heterogeneity in sporadic colorectal adenomas. J Pathol 181:281–286CrossRefPubMed Saraga E, Bautista D, Dorta G, Chaubert P, Martin P, Sordat B, Protiva P, Blum A, Bosman F, Benhattar J (1997) Genetic heterogeneity in sporadic colorectal adenomas. J Pathol 181:281–286CrossRefPubMed
34.
Zurück zum Zitat Baisse B, Bouzourene H, Saraga EP, Bosman FT, Benhattar J (2001) Intratumor genetic heterogeneity in advanced human colorectal adenocarcinoma. Int J Cancer 93:346–352CrossRefPubMed Baisse B, Bouzourene H, Saraga EP, Bosman FT, Benhattar J (2001) Intratumor genetic heterogeneity in advanced human colorectal adenocarcinoma. Int J Cancer 93:346–352CrossRefPubMed
35.
Zurück zum Zitat Soultati A, Stares M, Swanton C, Larkin J, Turajlic S (2015) How should clinicians address intratumor heterogeneity in clear cell renal cell carcinoma? Curr Opin Urol 25:358–366CrossRefPubMed Soultati A, Stares M, Swanton C, Larkin J, Turajlic S (2015) How should clinicians address intratumor heterogeneity in clear cell renal cell carcinoma? Curr Opin Urol 25:358–366CrossRefPubMed
36.
Zurück zum Zitat Pan Y, Ji JS, Jin JG, Kuo WP, Kang H (2017) Cancer liquid biopsy: is it ready for clinic? IEEE Pulse 8:23–27CrossRefPubMed Pan Y, Ji JS, Jin JG, Kuo WP, Kang H (2017) Cancer liquid biopsy: is it ready for clinic? IEEE Pulse 8:23–27CrossRefPubMed
Metadaten
Titel
Multisite tumor sampling enhances the detection of intratumor heterogeneity at all different temporal stages of tumor evolution
verfasst von
Asier Erramuzpe
Jesús M. Cortés
José I. López
Publikationsdatum
25.08.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Virchows Archiv / Ausgabe 2/2018
Print ISSN: 0945-6317
Elektronische ISSN: 1432-2307
DOI
https://doi.org/10.1007/s00428-017-2223-y

Weitere Artikel der Ausgabe 2/2018

Virchows Archiv 2/2018 Zur Ausgabe

Letter to the Editor

Reply

Neu im Fachgebiet Pathologie