T 2 Clusters Are More Sensitive Than Mean T 2 Change to Detect Early and Longitudinal Changes in Anterior Cruciate Ligament Reconstructed and Healthy Knees
Post-traumatic osteoarthritis (PTOA) often follows anterior cruciate ligament reconstruction (ACLR), leading to early cartilage degradation. Change in mean T fails to capture subject-specific spatial-temporal variations, highlighting the need for robust quantitative methods for early PTOA detection...
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Published in | Journal of magnetic resonance imaging Vol. 61; no. 6; pp. 2615 - 2629 |
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Main Authors | , , , , , , , , , , , |
Format | Journal Article |
Language | English |
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01.06.2025
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Abstract | Post-traumatic osteoarthritis (PTOA) often follows anterior cruciate ligament reconstruction (ACLR), leading to early cartilage degradation. Change in mean T
fails to capture subject-specific spatial-temporal variations, highlighting the need for robust quantitative methods for early PTOA detection and monitoring.
Develop and apply 3D T
cluster analysis to ACLR and healthy knees over 2.5 years.
Longitudinal case-control study.
ACLR and contralateral knees of 15 subjects (9 male/6 female, 37.7 ± 10 years) and right knee of 15 matched controls (9 male/6 female, 37.1 ± 12 years) were scanned at 3 weeks, 3, 9, 18, and 30 months post-ACLR.
3 T Quantitative double echo steady state sequence.
"T
cluster analysis" was developed, incorporating registration and thresholding methods to identify and quantify elevated T
regions (T
clusters, T
C) in femoral cartilage. Percentage of cartilage covered by T
clusters (T
C
), mean cluster size (T
C
), the number of clusters (T
C
), and ΔT
Mean (change in mean femoral cartilage T
relative to visit 1) were computed for all knees.
A linear mixed model assessed knee, time, and knee-time interaction effects on each outcome metric (P < 0.05), with effect sizes (η
) describing the sensitivity of these effects to longitudinal changes.
T
C
(η
= 0.22), T
C
, (η
= 0.14), and T
C
(η
= 0.51) showed significant and systematic difference between knees (ACLR > contralateral > control). T
C
(η
= 0.24), T
C
(η
= 0.17), and T
C
(η
= 0.11) showed significant longitudinal change across all knees. Specifically, ACLR knees exhibited a significant increase in T
C
(η
= 0.21), T
C
(η
= 0.13), and a decrease in T
C
(η
= 0.07) with time. ΔT
Mean showed significant difference between knees (η
= 0.15), increase with time (η
= 0.04), with no significant knee-time interaction (η
= 0.00, P = 0.772 [contralateral], P = 0.482 [control]).
T
C metrics are more sensitive than ΔT
Mean for longitudinal monitoring of femoral cartilage post ACLR. Our findings suggest potential merging of T
clusters overtime, forming larger areas of cartilage degradation in ACLR knees.
1 TECHNICAL EFFICACY: Stage 2. |
---|---|
AbstractList | Post-traumatic osteoarthritis (PTOA) often follows anterior cruciate ligament reconstruction (ACLR), leading to early cartilage degradation. Change in mean T
fails to capture subject-specific spatial-temporal variations, highlighting the need for robust quantitative methods for early PTOA detection and monitoring.
Develop and apply 3D T
cluster analysis to ACLR and healthy knees over 2.5 years.
Longitudinal case-control study.
ACLR and contralateral knees of 15 subjects (9 male/6 female, 37.7 ± 10 years) and right knee of 15 matched controls (9 male/6 female, 37.1 ± 12 years) were scanned at 3 weeks, 3, 9, 18, and 30 months post-ACLR.
3 T Quantitative double echo steady state sequence.
"T
cluster analysis" was developed, incorporating registration and thresholding methods to identify and quantify elevated T
regions (T
clusters, T
C) in femoral cartilage. Percentage of cartilage covered by T
clusters (T
C
), mean cluster size (T
C
), the number of clusters (T
C
), and ΔT
Mean (change in mean femoral cartilage T
relative to visit 1) were computed for all knees.
A linear mixed model assessed knee, time, and knee-time interaction effects on each outcome metric (P < 0.05), with effect sizes (η
) describing the sensitivity of these effects to longitudinal changes.
T
C
(η
= 0.22), T
C
, (η
= 0.14), and T
C
(η
= 0.51) showed significant and systematic difference between knees (ACLR > contralateral > control). T
C
(η
= 0.24), T
C
(η
= 0.17), and T
C
(η
= 0.11) showed significant longitudinal change across all knees. Specifically, ACLR knees exhibited a significant increase in T
C
(η
= 0.21), T
C
(η
= 0.13), and a decrease in T
C
(η
= 0.07) with time. ΔT
Mean showed significant difference between knees (η
= 0.15), increase with time (η
= 0.04), with no significant knee-time interaction (η
= 0.00, P = 0.772 [contralateral], P = 0.482 [control]).
T
C metrics are more sensitive than ΔT
Mean for longitudinal monitoring of femoral cartilage post ACLR. Our findings suggest potential merging of T
clusters overtime, forming larger areas of cartilage degradation in ACLR knees.
1 TECHNICAL EFFICACY: Stage 2. |
Author | Desai, Arjun D. Gatti, Anthony A. Kogan, Feliks Young, Katherine A. Gold, Garry E. Chaudhari, Akshay S. Pai S, Anoosha Black, Marianne S. Sherman, Seth L. Barbieri, Marco Asay, Jessica L. Hargreaves, Brian A. |
Author_xml | – sequence: 1 givenname: Anoosha orcidid: 0000-0002-3186-9660 surname: Pai S fullname: Pai S, Anoosha organization: Department of Bioengineering Stanford University Stanford California USA – sequence: 2 givenname: Anthony A. surname: Gatti fullname: Gatti, Anthony A. organization: Department of Radiology Stanford University Stanford California USA – sequence: 3 givenname: Marianne S. surname: Black fullname: Black, Marianne S. organization: Department of Mechanical Engineering University of Victoria Victoria British Columbia Canada – sequence: 4 givenname: Katherine A. surname: Young fullname: Young, Katherine A. organization: Department of Radiology Stanford University Stanford California USA – sequence: 5 givenname: Arjun D. surname: Desai fullname: Desai, Arjun D. organization: Department of Electrical Engineering Stanford University Stanford California USA – sequence: 6 givenname: Marco orcidid: 0000-0002-8795-1073 surname: Barbieri fullname: Barbieri, Marco organization: Department of Radiology Stanford University Stanford California USA – sequence: 7 givenname: Jessica L. surname: Asay fullname: Asay, Jessica L. organization: Department of Radiology Stanford University Stanford California USA – sequence: 8 givenname: Seth L. surname: Sherman fullname: Sherman, Seth L. organization: Department of Orthopaedics Stanford University Stanford California USA – sequence: 9 givenname: Garry E. orcidid: 0000-0002-3207-822X surname: Gold fullname: Gold, Garry E. organization: Department of Radiology Stanford University Stanford California USA – sequence: 10 givenname: Feliks surname: Kogan fullname: Kogan, Feliks organization: Department of Radiology Stanford University Stanford California USA – sequence: 11 givenname: Brian A. surname: Hargreaves fullname: Hargreaves, Brian A. organization: Department of Bioengineering Stanford University Stanford California USA, Department of Radiology Stanford University Stanford California USA, Department of Electrical Engineering Stanford University Stanford California USA – sequence: 12 givenname: Akshay S. orcidid: 0000-0002-3667-6796 surname: Chaudhari fullname: Chaudhari, Akshay S. organization: Department of Radiology Stanford University Stanford California USA, Integrative Biomedical Imaging Informatics Stanford University Stanford California USA, Department of Biomedical Data Science Stanford University Stanford California USA |
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Keywords | post‐traumatic osteoarthritis ACL‐reconstruction T2 relaxometry cluster analysis femoral cartilage |
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Snippet | Post-traumatic osteoarthritis (PTOA) often follows anterior cruciate ligament reconstruction (ACLR), leading to early cartilage degradation. Change in mean T... |
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SubjectTerms | Adult Anterior Cruciate Ligament - diagnostic imaging Anterior Cruciate Ligament - surgery Anterior Cruciate Ligament Injuries - diagnostic imaging Anterior Cruciate Ligament Reconstruction Cartilage, Articular - diagnostic imaging Case-Control Studies Cluster Analysis Female Humans Imaging, Three-Dimensional Knee - diagnostic imaging Knee Joint - diagnostic imaging Longitudinal Studies Magnetic Resonance Imaging - methods Male Middle Aged Osteoarthritis, Knee - diagnostic imaging |
Title | T 2 Clusters Are More Sensitive Than Mean T 2 Change to Detect Early and Longitudinal Changes in Anterior Cruciate Ligament Reconstructed and Healthy Knees |
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