Evidence map›Paper›PMID 36098640›Full record

ReviewRadiology2022

Pulse-Echo Quantitative US Biomarkers for Liver Steatosis: Toward Technical Standardization.

David T Fetzer, Ivan M Rosado-Mendez, Michael Wang, Michelle L Robbin, Arinc Ozturk, Keith A Wear, Juvenal Ormachea, Timothy A Stiles, J Brian Fowlkes, Timothy J Hall and 1 more

Open access · greenAbstract readReview
In one paragraph

Review in Radiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.

0numbers the graph read from it
0cells of the map it votes in
24citing papers in PubMed
5.5field-weighted citation impact, top 3% of its field
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

24 citing papers in PubMed, 38 citations in OpenAlex.

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  15. Ultrasound evaluation of chronic liver disease.Abdominal radiology (New York) · 2025
    Review
  16. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors at 1 institution in 2 countries.

David T Fetzer *From the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-2420-082X
Ivan M Rosado-Mendez *From the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0003-0778-1260
Michael WangFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-5784-8550
Michelle L RobbinFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0003-4456-5081
Arinc OzturkFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-5335-3737
Keith A WearFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0003-0318-4821
Juvenal OrmacheaFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0003-2481-8133
Timothy A StilesFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-2113-1697
J Brian FowlkesFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-4536-3919
Timothy J HallFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0001-9850-6031
Anthony E SamirFrom the Department of Radiology, University of Texas Southwestern Medical Center, Dallas, Tex (D.T.F.); Departments of Medical Physics (I.M.R.M., T.J.H.) and Radiology (I.M.R.M.), University of Wisconsin, Institutes for Medical Research, 1111 Highland Ave, Room 1005, Madison, WI 53705; General Electric Healthcare, Milwaukee, Wis (M.W.); Department of Radiology, University of Alabama at Birmingham, Birmingham, Ala (M.L.R.); Department of Radiology, Massachusetts General Hospital, Boston, Mass (A.O.); U.S. Food and Drug Administration, Silver Spring, Md (K.A.W.); Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY (J.O.); Department of Natural Sciences, Kettering University, Flint, Mich (T.A.S.); Departments of Biomedical Engineering and Radiology, University of Michigan, Ann Arbor, Mich (J.B.F.); RSNA Quantitative Imaging Biomarkers Alliance (T.J.H.); and Center for Ultrasound Research & Translation, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Mass (A.E.S.).ORCID 0000-0002-7801-8724
University of Wisconsin System · US

Funding

Development of a Machine Learning Model to Integrate Clinical, Laboratory, Sonographic, and Elastographic Data for Noninvasive Liver Tissue Characterization in NAFLDR01DK119860 · NIDDK · MASSACHUSETTS GENERAL HOSPITAL · PI SAMIR, ANTHONY EDWARD · 2019 to 2023
$2.3M
NIDDK NIH HHS R01 DK119860
6 · The paper itself

Abstract

Excessive liver fat (steatosis) is now the most common cause of chronic liver disease worldwide and is an independent risk factor for cirrhosis and associated complications. Accurate and clinically useful diagnosis, risk stratification, prognostication, and therapy monitoring require accurate and reliable biomarker measurement at acceptable cost. This article describes a joint effort by the American Institute of Ultrasound in Medicine (AIUM) and the RSNA Quantitative Imaging Biomarkers Alliance (QIBA) to develop standards for clinical and technical validation of quantitative biomarkers for liver steatosis. The AIUM Liver Fat Quantification Task Force provides clinical guidance, while the RSNA QIBA Pulse-Echo Quantitative Ultrasound Biomarker Committee develops methods to measure biomarkers and reduce biomarker variability. In this article, the authors present the clinical need for quantitative imaging biomarkers of liver steatosis, review the current state of various imaging modalities, and describe the technical state of the art for three key liver steatosis pulse-echo quantitative US biomarkers: attenuation coefficient, backscatter coefficient, and speed of sound. Lastly, a perspective on current challenges and recommendations for clinical translation for each biomarker is offered.

Indexed as

Fatty LiverNon-alcoholic Fatty Liver DiseaseBiomarkersHumansLiverMagnetic Resonance ImagingReference StandardsUltrasonographyBiomarkers

Identifiers

PMID36098640
PMCPMC9613608
OpenAlexW4295359249

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.