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Medicine

D-Index
128
Citations
89829
World Ranking
2650
National Ranking
1482

Overview

Robert J. Gillies was affiliated with the Moffitt Cancer Center in the United States. Their research spanned multiple fields related to medicine, with a primary focus on radiology, oncology, and molecular biology. Over the course of their career, they contributed extensively to the study and application of radiomics and machine learning in medical imaging, cancer biology, and diagnostic techniques.

The main fields of study for Robert J. Gillies included Medicine and Biochemistry, Genetics and Molecular Biology. More specifically, their subfields of study incorporated Radiology, Nuclear Medicine and Imaging, Cancer Research, Pulmonary and Respiratory Medicine, Molecular Biology, and Oncology.

Their research topics demonstrated a strong emphasis on:

  • Radiomics and Machine Learning in Medical Imaging
  • Cancer, Hypoxia, and Metabolism
  • Lung Cancer Diagnosis and Treatment
  • Medical Imaging Techniques and Applications
  • MRI in Cancer Diagnosis
  • ATP Synthase and ATPases Research
  • Mathematical Biology Tumor Growth

Robert J. Gillies published numerous papers during their career, with significant contributions to the understanding of radiomic features and their clinical applications. Notable papers include:

  • The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping, 2020, Radiology
  • The Biological Meaning of Radiomic Features, 2021, Radiology
  • The Biological Meaning of Radiomic Features, 2021, Radiology
  • Non-invasive decision support for NSCLC treatment using PET/CT radiomics, 2020, Nature Communications
  • Non-invasive measurement of PD-L1 status and prediction of immunotherapy response using deep learning of PET/CT images, 2021, Journal for ImmunoTherapy of Cancer

Their frequent co-authors included:

  • Matthew B. Schabath
  • Robert A. Gatenby
  • Michal R. Tomaszewski
  • Wei Mu
  • Ilke Tunali

Robert J. Gillies published extensively in several key venues, indicating their active engagement with leading journals and platforms in their discipline. These venues included:

  • bioRxiv (Cold Spring Harbor Laboratory)
  • Cancer Research
  • Tomography
  • Zenodo (CERN European Organization for Nuclear Research)
  • Radiology

Best Publications

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

    Robert J. Gillies;Paul E. Kinahan;Hedvig Hricak

  • Why do cancers have high aerobic glycolysis

    Robert A. Gatenby;Robert J. Gillies

  • Radiomics: extracting more information from medical images using advanced feature analysis.

    Philippe Lambin;Emmanuel Rios-Velazquez;Ralph Leijenaar;Sara Carvalho

  • 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

  • The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping

    Alex Zwanenburg;Alex Zwanenburg;Martin Vallières;Mahmoud A. Abdalah;Hugo J. W. L. Aerts;Hugo J. W. L. Aerts

  • Artificial intelligence in cancer imaging: Clinical challenges and applications.

    Wenya Linda Bi;Ahmed Hosny;Matthew B. Schabath;Maryellen L. Giger

  • Acidity generated by the tumor microenvironment drives local invasion

    Veronica Estrella;Tingan Chen;Mark Lloyd;Jonathan Wojtkowiak

  • Imaging biomarker roadmap for cancer studies.

    James P.B. O'Connor;Eric O. Aboagye;Judith E. Adams;Hugo J.W.L. Aerts;Hugo J.W.L. Aerts

  • Acid-Mediated Tumor Invasion: a Multidisciplinary Study

    Robert A. Gatenby;Edward T. Gawlinski;Arthur F. Gmitro;Brant Kaylor

  • A microenvironmental model of carcinogenesis

    Robert A. Gatenby;Robert J. Gillies

  • Determination of cell number in monolayer cultures

    R.J. Gillies;N. Didier;M. Denton

  • Causes and Consequences of Increased Glucose Metabolism of Cancers

    Robert J. Gillies;Ian Robey;Robert A. Gatenby

  • Bicarbonate increases tumor pH and inhibits spontaneous metastases

    Ian F. Robey;Brenda K. Baggett;Nathaniel D. Kirkpatrick;Denise J. Roe

  • Evolutionary dynamics of carcinogenesis and why targeted therapy does not work.

    Robert J. Gillies;Daniel Verduzco;Robert A. Gatenby

  • MRI of the tumor microenvironment.

    Robert J. Gillies;Natarajan Raghunand;Gregory S. Karczmar;Zaver M. Bhujwalla

  • Tumor pH and its measurement

    Xiaomeng Zhang;Yuxiang Lin;Robert J. Gillies

  • Repeatability and Reproducibility of Radiomic Features: A Systematic Review.

    Alberto Traverso;Leonard Wee;Andre Dekker;Robert Gillies

  • Acidic pH enhances the invasive behavior of human melanoma cells.

    Raul Martínez-Zaguilán;Elisabeth A. Seftor;Richard E B Seftor;Yi Wen Chu

  • pH sensing and regulation in cancer.

    Mehdi Damaghi;Jonathan W. Wojtkowiak;Robert J. Gillies

  • Corrigendum: 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

Frequent Co-Authors

Robert A. Gatenby
Robert A. Gatenby Moffitt Cancer Center
Dmitry B. Goldgof
Dmitry B. Goldgof University of South Florida
Lawrence O. Hall
Lawrence O. Hall University of South Florida
Victor J. Hruby
Victor J. Hruby University of Arizona
Hugo J.W.L. Aerts
Hugo J.W.L. Aerts Brigham and Women's Hospital
Alexander R. A. Anderson
Alexander R. A. Anderson Moffitt Cancer Center
Philippe Lambin
Philippe Lambin Maastricht University
Joel S. Brown
Joel S. Brown University of Illinois at Chicago
Sandy Napel
Sandy Napel Stanford University
Philip K. Maini
Philip K. Maini University of Oxford

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