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 inJournal of magnetic resonance imaging Vol. 61; no. 6; pp. 2615 - 2629
Main Authors Pai S, Anoosha, Gatti, Anthony A., Black, Marianne S., Young, Katherine A., Desai, Arjun D., Barbieri, Marco, Asay, Jessica L., Sherman, Seth L., Gold, Garry E., Kogan, Feliks, Hargreaves, Brian A., Chaudhari, Akshay S.
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Published United States 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.
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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...
SourceID pubmed
crossref
SourceType Index Database
StartPage 2615
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
URI https://www.ncbi.nlm.nih.gov/pubmed/39740037
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