Literature DB >> 27742105

Unravelling tumour heterogeneity using next-generation imaging: radiomics, radiogenomics, and habitat imaging.

E Sala1, E Mema2, Y Himoto3, H Veeraraghavan4, J D Brenton5, A Snyder6, B Weigelt7, H A Vargas3.   

Abstract

Tumour heterogeneity in cancers has been observed at the histological and genetic levels, and increased levels of intra-tumour genetic heterogeneity have been reported to be associated with adverse clinical outcomes. This review provides an overview of radiomics, radiogenomics, and habitat imaging, and examines the use of these newly emergent fields in assessing tumour heterogeneity and its implications. It reviews the potential value of radiomics and radiogenomics in assisting in the diagnosis of cancer disease and determining cancer aggressiveness. This review discusses how radiogenomic analysis can be further used to guide treatment therapy for individual tumours by predicting drug response and potential therapy resistance and examines its role in developing radiomics as biomarkers of oncological outcomes. Lastly, it provides an overview of the obstacles in these emergent fields today including reproducibility, need for validation, imaging analysis standardisation, data sharing and clinical translatability and offers potential solutions to these challenges towards the realisation of precision oncology. Crown
Copyright © 2016. Published by Elsevier Ltd. All rights reserved.

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Year:  2016        PMID: 27742105      PMCID: PMC5503113          DOI: 10.1016/j.crad.2016.09.013

Source DB:  PubMed          Journal:  Clin Radiol        ISSN: 0009-9260            Impact factor:   2.350


  54 in total

1.  Prognostic PET 18F-FDG uptake imaging features are associated with major oncogenomic alterations in patients with resected non-small cell lung cancer.

Authors:  Viswam S Nair; Olivier Gevaert; Guido Davidzon; Sandy Napel; Edward E Graves; Chuong D Hoang; Joseph B Shrager; Andrew Quon; Daniel L Rubin; Sylvia K Plevritis
Journal:  Cancer Res       Date:  2012-06-18       Impact factor: 12.701

2.  Predictive and prognostic molecular markers for cancer medicine.

Authors:  Sunali Mehta; Andrew Shelling; Anita Muthukaruppan; Annette Lasham; Cherie Blenkiron; George Laking; Cristin Print
Journal:  Ther Adv Med Oncol       Date:  2010-03       Impact factor: 8.168

3.  Breast cancer genomics from microarrays to massively parallel sequencing: paradigms and new insights.

Authors:  Charlotte K Y Ng; Anne M Schultheis; Francois-Clement Bidard; Britta Weigelt; Jorge S Reis-Filho
Journal:  J Natl Cancer Inst       Date:  2015-02-23       Impact factor: 13.506

4.  Automatic classification of prostate cancer Gleason scores from multiparametric magnetic resonance images.

Authors:  Duc Fehr; Harini Veeraraghavan; Andreas Wibmer; Tatsuo Gondo; Kazuhiro Matsumoto; Herbert Alberto Vargas; Evis Sala; Hedvig Hricak; Joseph O Deasy
Journal:  Proc Natl Acad Sci U S A       Date:  2015-11-02       Impact factor: 11.205

5.  Radiogenomic analysis to identify imaging phenotypes associated with drug response gene expression programs in hepatocellular carcinoma.

Authors:  Michael D Kuo; Jeremy Gollub; Claude B Sirlin; Clara Ooi; Xin Chen
Journal:  J Vasc Interv Radiol       Date:  2007-07       Impact factor: 3.464

Review 6.  Intratumor heterogeneity: evolution through space and time.

Authors:  Charles Swanton
Journal:  Cancer Res       Date:  2012-09-20       Impact factor: 12.701

7.  Subclonal diversification of primary breast cancer revealed by multiregion sequencing.

Authors:  Lucy R Yates; Moritz Gerstung; Stian Knappskog; Christine Desmedt; Gunes Gundem; Peter Van Loo; Turid Aas; Ludmil B Alexandrov; Denis Larsimont; Helen Davies; Yilong Li; Young Seok Ju; Manasa Ramakrishna; Hans Kristian Haugland; Peer Kaare Lilleng; Serena Nik-Zainal; Stuart McLaren; Adam Butler; Sancha Martin; Dominic Glodzik; Andrew Menzies; Keiran Raine; Jonathan Hinton; David Jones; Laura J Mudie; Bing Jiang; Delphine Vincent; April Greene-Colozzi; Pierre-Yves Adnet; Aquila Fatima; Marion Maetens; Michail Ignatiadis; Michael R Stratton; Christos Sotiriou; Andrea L Richardson; Per Eystein Lønning; David C Wedge; Peter J Campbell
Journal:  Nat Med       Date:  2015-06-22       Impact factor: 53.440

8.  Spatial and temporal heterogeneity in high-grade serous ovarian cancer: a phylogenetic analysis.

Authors:  Roland F Schwarz; Charlotte K Y Ng; Susanna L Cooke; Scott Newman; Jillian Temple; Anna M Piskorz; Davina Gale; Karen Sayal; Muhammed Murtaza; Peter J Baldwin; Nitzan Rosenfeld; Helena M Earl; Evis Sala; Mercedes Jimenez-Linan; Christine A Parkinson; Florian Markowetz; James D Brenton
Journal:  PLoS Med       Date:  2015-02-24       Impact factor: 11.069

9.  A computed tomography radiogenomic biomarker predicts microvascular invasion and clinical outcomes in hepatocellular carcinoma.

Authors:  Sudeep Banerjee; David S Wang; Hyun J Kim; Claude B Sirlin; Michael G Chan; Ronald L Korn; Aaron M Rutman; Surachate Siripongsakun; David Lu; Galym Imanbayev; Michael D Kuo
Journal:  Hepatology       Date:  2015-07-01       Impact factor: 17.425

10.  Radiomics: Images Are More than Pictures, They Are Data.

Authors:  Robert J Gillies; Paul E Kinahan; Hedvig Hricak
Journal:  Radiology       Date:  2015-11-18       Impact factor: 11.105

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  87 in total

1.  Prognostic value of computed tomography radiomics features in patients with gastric cancer following curative resection.

Authors:  Wuchao Li; Liwen Zhang; Chong Tian; Hui Song; Mengjie Fang; Chaoen Hu; Yali Zang; Ying Cao; Shiyuan Dai; Fang Wang; Di Dong; Rongpin Wang; Jie Tian
Journal:  Eur Radiol       Date:  2018-12-05       Impact factor: 5.315

2.  Perspectives in Radiomics for Personalized Medicine and Theranostics.

Authors:  Seunggyun Ha
Journal:  Nucl Med Mol Imaging       Date:  2019-01-23

Review 3.  Towards precision medicine: from quantitative imaging to radiomics.

Authors:  U Rajendra Acharya; Yuki Hagiwara; Vidya K Sudarshan; Wai Yee Chan; Kwan Hoong Ng
Journal:  J Zhejiang Univ Sci B       Date:  2018 Jan.       Impact factor: 3.066

4.  Radiomics nomogram outperforms size criteria in discriminating lymph node metastasis in resectable esophageal squamous cell carcinoma.

Authors:  Xianzheng Tan; Zelan Ma; Lifen Yan; Weitao Ye; Zaiyi Liu; Changhong Liang
Journal:  Eur Radiol       Date:  2018-06-19       Impact factor: 5.315

5.  Radiogenomics of rectal adenocarcinoma in the era of precision medicine: A pilot study of associations between qualitative and quantitative MRI imaging features and genetic mutations.

Authors:  Natally Horvat; Harini Veeraraghavan; Raphael A Pelossof; Maria Clara Fernandes; Arshi Arora; Monika Khan; Michael Marco; Chin-Tung Cheng; Mithat Gonen; Jennifer S Golia Pernicka; Marc J Gollub; Julio Garcia-Aguillar; Iva Petkovska
Journal:  Eur J Radiol       Date:  2019-02-18       Impact factor: 3.528

Review 6.  Radiomics of hepatocellular carcinoma.

Authors:  Sara Lewis; Stefanie Hectors; Bachir Taouli
Journal:  Abdom Radiol (NY)       Date:  2021-01

7.  Can MR textural analysis improve the prediction of extracapsular nodal spread in patients with oral cavity cancer?

Authors:  Russell Frood; Ebrahim Palkhi; Mark Barnfield; Robin Prestwich; Sriram Vaidyanathan; Andrew Scarsbrook
Journal:  Eur Radiol       Date:  2018-06-05       Impact factor: 5.315

Review 8.  Novel imaging techniques of rectal cancer: what do radiomics and radiogenomics have to offer? A literature review.

Authors:  Natally Horvat; David D B Bates; Iva Petkovska
Journal:  Abdom Radiol (NY)       Date:  2019-11

9.  Reliable gene mutation prediction in clear cell renal cell carcinoma through multi-classifier multi-objective radiogenomics model.

Authors:  Xi Chen; Zhiguo Zhou; Raquibul Hannan; Kimberly Thomas; Ivan Pedrosa; Payal Kapur; James Brugarolas; Xuanqin Mou; Jing Wang
Journal:  Phys Med Biol       Date:  2018-10-24       Impact factor: 3.609

10.  Correlations between metabolic texture features, genetic heterogeneity, and mutation burden in patients with lung cancer.

Authors:  Seung Hwan Moon; Jinho Kim; Je-Gun Joung; Hongui Cha; Woong-Yang Park; Jin Seok Ahn; Myung-Ju Ahn; Keunchil Park; Joon Young Choi; Kyung-Han Lee; Byung-Tae Kim; Se-Hoon Lee
Journal:  Eur J Nucl Med Mol Imaging       Date:  2018-08-25       Impact factor: 9.236

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