ReviewRadiology2024
The QIBA Profile for Diffusion-Weighted MRI: Apparent Diffusion Coefficient as a Quantitative Imaging Biomarker.
Abstract readReview
In one paragraph
Review in Radiology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers.
0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed
–field-weighted citation impact
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
38 citing papers in PubMed.
- Navigating the diagnostic 'gray zone': prospective evaluation of an integrated MRI-Biomarker model for renal allograft triage.Annals of medicine · 2026Article
- Empirical noise mapping guides optimal region-of-interest selection for accurate noise estimation in prostate DWI.Journal of applied clinical medical physics · 2026Article
- Self-Supervised Deep Learning Framework for Rician Distribution Based Denoising and Modeling of Multi-b Prostate Diffusion MRI.Magnetic resonance in medicine · 2026Article
- Image Quality Assessment of Diffusion-Weighted Imaging (DWI) and Its Impact on Apparent Diffusion Coefficient (ADC) as a Quantitative Imaging Biomarker for Predicting Response to Neoadjuvant Chemotherapy in High-Risk Early Breast Cancer.Tomography (Ann Arbor, Mich.) · 2026Article
- Toward a standardized and interoperable imaging biomarker catalog.Insights into imaging · 2026Article
- The role of diffusion-weighted MRI in biological image-guided radiation therapy: a roadmap.Physics in medicine and biology · 2026Review
- On-Scanner Correction of Gradient Nonlinearity Bias for Accurate Assessment of Diffusion Heterogeneity Across Bone Sites in Myelofibrosis Patients.Magnetic resonance in medicine · 2026Article
- What's next for VI-RADS? Updates and future perspectives from the ACR VI-RADS steering committee.Cancer imaging : the official publication of the International Cancer Imaging Society · 2026Review
- Time-dependent Diffusion MRI for Predicting Response to Induction Chemotherapy in Nasopharyngeal Carcinoma.Radiology. Imaging cancer · 2026Article
- Impact of deep learning image reconstruction on ADC quantification and histogram metrics: a phantom study.European radiology experimental · 2026Article
- Mapping the Intratumoral and Peritumoral Microenvironment: Multilayered Shell ADC Analysis and Its Association with Multiparametric Biomarkers in Invasive Breast Cancer.Tomography (Ann Arbor, Mich.) · 2026Article
- Precision Diffusion-Weighted Imaging of Head and Neck Squamous Cell Carcinoma.AJNR. American journal of neuroradiology · 2026Article
- Ultrasound - based deep learning radiomics nomogram for noninvasive prediction of p53 mutation status in hepatocellular carcinoma: a variational autoencoder based development and validation study.Frontiers in oncology · 2026Article
- Test-Retest Apparent Diffusion Coefficient Reproducibility in Head and Neck Cancer Using a 1.5-T MR-Linac.Radiology. Imaging cancer · 2026Article
- Intravoxel incoherent motion diffusion-weighted imaging in the staging of rectal non-mucinous adenocarcinoma.Polish journal of radiology · 2026Article
- Application of magnetic resonance diffusion tensor imaging for the treatment of hemifacial spasm.American journal of translational research · 2026Article
- Personalised medicine through AI-enhanced integration of diagnostic imaging and radiation therapy.European radiology experimental · 2025Review
- Qualitative and quantitative assessment of accelerated liver diffusion-weighted imaging using deep-learning reconstruction in oncologic patients.BMC medical imaging · 2025Observational
- Diagnostic performance of apparent diffusion coefficient values in differentiating benign from malignant lesions in prostate PI-RADS v2.1 category 1 "nodules in nodule".Abdominal radiology (New York) · 2025Article
- Diffusion-weighted magnetic resonance imaging of the pancreas: A narrative review.World journal of radiology · 2025Review
Corrections and comments
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Authors and funding
16 authors.
Michael A BossFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0002-9492-767X
Dariya MalyarenkoFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).
Savannah PartridgeFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0001-6370-9111
Nancy ObuchowskiFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0003-1891-7477
Amita Shukla-DaveFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0001-7456-3197
Jessica M WinfieldFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0001-6069-5252
Clifton D FullerFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0002-5264-3994
Kevin MillerFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).
Virendra MishraFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0002-0452-6400
Michael OhligerFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0001-6878-8189
Lisa J WilmesFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).
Raj AttariwalaFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0002-0120-0528
Trevor AndrewsFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0003-0331-1798
Nandita M deSouzaFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0003-4232-476X
Daniel J MargolisFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0001-8212-707X
Thomas L ChenevertFrom the Center for Research and Innovation, American College of Radiology, 50 S 16th St, Philadelphia, PA 19102 (M.A.B.); Department of Radiology, University of Michigan, Ann Arbor, Mich (D.M., T.L.C.); Department of Radiology, University of Washington, Seattle, Wash (S.P.); Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio (N.O.); Departments of Medical Physics and Radiology, Memorial Sloan Kettering Cancer Center, New York, NY (A.S.D.); The Institute of Cancer Research, London, UK (J.M.W., N.M.d.S.); The Royal Marsden NHS Foundation Trust, London, UK (J.M.W., N.M.d.S.); Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, Tex (C.D.F.); CaliberMRI, Boulder, Colo (K.M.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (V.M.); Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, Calif (M.O., L.J.W.); Aim Medical Imaging, Vancouver, Canada (R.A.); Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Mo (T.A.); and Department of Radiology, Weill Cornell Medical College, New York, NY (D.J.M.).ORCID 0000-0003-1476-4274
Funding
X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4MElimination of Instrumental Bias for Quantitative Diffusion Imaging in Clinical Oncology TrialsR01CA190299 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI MALYARENKO, DARIYA I. · 2015 to 2025
$6.4MMulti-Modality Quantitiative Imaging for Evaluation of Response to Cancer TherapyU01CA140204 · NCI · JOHNS HOPKINS UNIVERSITY · PI DU, YONG, SOLNES, LILJA · 2011 to 2022
$6.1MDevelopment of functional magnetic resonance imaging-guided adaptive radiotherapy for head and neck cancer patients using novel MR-Linac deviceR01DE028290 · NIDCR · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI CHRISTODOULEAS, JOHN PAUL, FULLER, CLIFTON DAVID · 2019 to 2023
$4.3MTowards Generating a Multimodal and Multivariate Classification Model from Imaging and Non-Imaging Measures for Accurate Diagnosis and Monitoring of Dementia in Parkinsons disease.R01NS117547 · NINDS · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI MISHRA, VIRENDRA R · 2020 to 2024
$3.6MQuantitative Imaging for Assessing Breast Cancer Response to TreatmentU01CA225427 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI HYLTON-WATSON, NOLA M. · 2018 to 2022
$3.2MUniversity of Michigan Quantitative Co-Clinical Imaging Research ResourceU24CA237683 · NCI · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI CHENEVERT, THOMAS L, LUKER, GARY D · 2019 to 2023
$3.1MMulticenter Quantitative MRI Assessment of Breast Cancer Therapy ResponseR01CA248192 · NCI · WILLIAM BEAUMONT HOSPITAL RESEARCH INST · PI WEI HUANG, James H Holmes · 2021 to 2026
$2.8MValidation and Standardization of the Apparent Diffusion Coefficient as a Quantitative Imaging Biomarker in Breast CancerR01CA207290 · NCI · UNIVERSITY OF WASHINGTON · PI PARTRIDGE, SAVANNAH CORRINA · 2017 to 2022
$2.2MNCI NIH HHS P30 CA008748NCI NIH HHS R01 CA190299NCI NIH HHS R01 CA207290NCI NIH HHS R01 CA248192NCI NIH HHS U01 CA140204NCI NIH HHS U01 CA225427NCI NIH HHS U24 CA237683NIBIB NIH HHS HHSN268201000050CNIDCR NIH HHS R01 DE028290NINDS NIH HHS R01 NS117547
Abstract
The apparent diffusion coefficient (ADC) provides a quantitative measure of water mobility that can be used to probe alterations in tissue microstructure due to disease or treatment. Establishment of the accepted level of variance in ADC measurements for each clinical application is critical for its successful implementation. The Diffusion-Weighted Imaging Biomarker Committee of the Quantitative Imaging Biomarkers Alliance (QIBA) has recently advanced the ADC Profile from the consensus to clinically feasible stage for the brain, liver, prostate, and breast. This profile distills multiple studies on ADC repeatability and describes detailed procedures to achieve stated performance claims on an observed ADC change within acceptable confidence limits. In addition to reviewing the current ADC Profile claims, this report has used recent literature to develop proposed updates for establishing metrology benchmarks for mean lesion ADC change that account for measurement variance. Specifically, changes in mean ADC exceeding 8% for brain lesions, 27% for liver lesions, 27% for prostate lesions, and 15% for breast lesions are claimed to represent true changes with 95% confidence. This report also discusses the development of the ADC Profile, highlighting its various stages, and describes the workflow essential to achieving a standardized implementation of advanced quantitative diffusion-weighted MRI in the clinic. The presented QIBA ADC Profile guidelines should enable successful clinical application of ADC as a quantitative imaging biomarker and ensure reproducible ADC measurements that can be used to confidently evaluate longitudinal changes and treatment response for individual patients.
Indexed as
Diffusion Magnetic Resonance ImagingBiomarkersFemaleHumansMaleReproducibility of ResultsBiomarkers
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