Radiomics and Machine Learning in Medical Imaging

TopicLeading institutions, researchers & key papers

This cluster of papers focuses on the application of radiomics, a quantitative analysis of medical images, particularly in the context of cancer imaging and precision medicine. It explores the extraction of advanced features from medical images, the use of machine learning for predictive modeling, and the assessment of tumor heterogeneity through texture analysis.

613

Works

IDs:OpenAlex

How has Radiomics and Machine Learning in Medical Imaging's publication output changed over time?

ScholarIQpublication output · 2004–2023

Output grew0% over the shown period — from 1 works in 2004 to 1 in 2023.

2004200520062012201320142017201820202023

What are the most-cited papers on Radiomics and Machine Learning in Medical Imaging?

ScholarIQmost cited works

Radiomics: Extracting more information from medical images using advanced feature analysis

Philippe Lambin, Emmanuel Rios-Velazquez, Ralph T. H. Leijenaar, Sara Carvalho, Ruud G.P.M. van Stiphout, Patrick V. Granton, Catharina M.L. Zegers, Robert J. Gillies, Ronald Boellard, André Dekker, Hugo J.W.L. Aerts

European Journal of Cancer. 20126,037 CitationsOPEN ACCESS

Radiomics: the bridge between medical imaging and personalized medicine

Philippe Lambin, Ralph T. H. Leijenaar, Timo M. Deist, Jurgen Peerlings, Evelyn E.C. de Jong, Janita E. van Timmeren, Sebastian Sanduleanu, Ruben T. H. M. Larue, Aniek J.G. Even, Arthur Jochems, Yvonka van Wijk, Henry C. Woodruff, Johan van Soest, Tim Lustberg, Erik Roelofs, Wouter van Elmpt, André Dekker, Felix M. Mottaghy, Joachim E. Wildberger, Seán Walsh

S41981144. 20175,681 CitationsOPEN ACCESS

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

Hugo J.W.L. Aerts, Emmanuel Rios Velazquez, Ralph T. H. Leijenaar, Chintan Parmar, Patrick Großmann, Sara Carvalho, Johan Bussink, René Monshouwer, Benjamin Haibe‐Kains, D. Rietveld, Frank Hoebers, Michelle M. Rietbergen, C. René Leemans, André Dekker, John Quackenbush, Robert J. Gillies, Philippe Lambin

Nature Communications. 20145,209 CitationsOPEN ACCESS

An Integrated TCGA Pan-Cancer Clinical Data Resource to Drive High-Quality Survival Outcome Analytics

Jianfang Liu, Tara M. Lichtenberg, Katherine A. Hoadley, Laila Poisson, Alexander J. Lazar, Andrew D. Cherniack, Albert J. Kovatich, Christopher C. Benz, Douglas A. Levine, Adrian V. Lee, Larsson Omberg, Denise M. Wolf, Craig D. Shriver, Vésteinn Thórsson, Rory Johnson, John A. Demchok, Ina Felau, Melpomeni Kasapi, Martin L. Ferguson, Carolyn M. Hutter, Heidi J. Sofia, Roy Tarnuzzer, Zhining Wang, Liming Yang, Jean C. Zenklusen, Jiashan Zhang, Sudha Chudamani, Jia Liu, Laxmi Lolla, Rashi Naresh, Todd Pihl, Qiang Sun, Yunhu Wan, Ye Wu, Juok Cho, Timothy Defreitas, Scott Frazer, Nils Gehlenborg, Gad Getz, David I. Heiman, Jaegil Kim, Michael S. Lawrence, Pei Lin, Sam Meier, Michael S. Noble, Gordon Saksena, Doug Voet, Hailei Zhang, Brady Bernard, Nyasha Chambwe, Varsha Dhankani, Theo Knijnenburg, Roger Kramer, Kalle Leinonen, Yuexin Liu, Michael B. Miller, Sheila M. Reynolds, Ilya Shmulevich, Vesteinn Thorsson, Wei Zhang, Rehan Akbani, Bradley M. Broom, Apurva M. Hegde, Zhenlin Ju, Rupa S. Kanchi, Anil Korkut, Jun Li, Han Liang, Shiyun Ling, Wenbin Liu, Yiling Lu, Gordon B. Mills, Kwok-Shing Ng, Arvind Rao, Michael Ryan, Jing Wang, John N. Weinstein, Jiexin Zhang, Adam Abeshouse, Joshua Armenia, Debyani Chakravarty, Walid K. Chatila, Ino de Bruijn, Galen F. Gao, Benjamin E. Gross, Zachary Heins, Ritika Kundra, Konnor La, Marc Ladanyi, Augustin Luna, Moriah G. Nissan, Angelica Ochoa, Sarah Phillips, Ed Reznik, Francisco Sánchez-Vega, Chris Sander, Nikolaus Schultz, Robert E. Sheridan, S. Onur Sumer, Yichao Sun

S110447773. 20184,003 CitationsOPEN ACCESS

Radiomics: the process and the challenges

Virendra Kumar, Yuhua Gu, Satrajit Basu, Anders Berglund, Steven A. Eschrich, Matthew B. Schabath, Kenneth Forster, Hugo J.W.L. Aerts, André Dekker, David Fenstermacher, Dmitry B. Goldgof, Lawrence Hall, Philippe Lambin, Yoganand Balagurunathan, Robert A. Gatenby, Robert J. Gillies

S13619737. 20122,271 CitationsOPEN ACCESS