Investigating the associations between lumbar paraspinal muscle health and age, BMI, sex, physical activity, and back pain using an automated computer-vision model: a UK Biobank study

被引:9
作者
Wesselink, Evert Onno [1 ,2 ]
Pool-Goudzwaard, Annelies [1 ,3 ]
De Leener, Benjamin [4 ]
Law, Christine Sze Wan [2 ]
Fenyo, Meredith Blair [2 ]
Ello, Gabriella Marie [2 ]
Coppieters, Michel Willem [1 ,5 ]
Elliott, James Matthew [6 ,7 ]
Mackey, Sean [2 ]
Weber II, Kenneth Arnold [2 ]
机构
[1] Vrije Univ Amsterdam, Fac Behav & Movement Sci, Amsterdam Movement Sci, Boechorststr 9, NL-1081 BT Amsterdam, Netherlands
[2] Stanford Univ, Div Pain Med, Dept Anesthesiol Perioperat & Pain Med, 1070 Arastradero Rd, Palo Alto, CA 94304 USA
[3] SOMT Univ Physiotherapy, Softwareweg 5, NL-3821 BN Amersfoort, Netherlands
[4] Polytech Montreal, Dept Comp Engn & Software Engn, 2900 Edouard Montpetit Blvd, Quebec City, PQ H3T 1J4, Canada
[5] Griffith Univ, Menzies Hlth Inst Queensland, Sch Hlth Sci & Social Work, 170 Kessels Rd, Brisbane 4111, Australia
[6] Univ Sydney, Fac Med & Hlth, Reserve Rd, Sydney, NSW 2065, Australia
[7] Northern Sydney Local Hlth Dist, Kolling Inst, Reserve Rd, Sydney, NSW 2065, Australia
关键词
Adipose tissue; Artificial intelligence; Back muscles; Fatty infiltration; Low back pain; Magnetic resonance imaging; FATTY INFILTRATION; STRENGTH; QUANTIFICATION; MULTIFIDUS; TISSUE; ADULTS;
D O I
10.1016/j.spinee.2024.02.013
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BACKGROUND CONTEXT: The role of lumbar paraspinal muscle health in back pain (BP) is not straightforward. Challenges in this field have included the lack of tools and large, heterogenous datasets to interrogate the association between muscle health and BP. Computer -vision models have been transformative in this space, enabling the automated quantification of muscle health and the processing of large datasets. PURPOSE: To investigate the associations between lumbar paraspinal muscle health and age, sex, BMI, physical activity, and BP in a large, heterogenous dataset using an automated computer-vision model. DESIGN: Cross-sectional study. PATIENT SAMPLE: Participants from the UK Biobank with abdominal Dixon fat -water MRI (N=9,564) were included (41.8% women, mean [SD] age: 63.5 [7.6] years, BMI: 26.4 [4.1] kg/m(2) ) of whom 6,953 reported no pain, 930 acute BP, and 1,681 chronic BP. OUTCOME MEASURES: Intramuscular fat (IMF) and average cross-sectional area (aCSA) were automatically derived using a computer -vision model for the left and right lumbar multifidus (LM), erector spinae (ES), and psoas major (PM) from the L1 to L5 vertebral levels. METHODS: Two -tailed partial Pearson correlations were generated for each muscle to assess the relationships between the muscle measures (IMF and aCSA) and age (controlling for BMI, sex, and physical activity), BMI (controlling for age, sex, and physical activity), and physical activity (controlling for age, sex, and BMI). One-way ANCOVA was used to identify sex differences in IMF and aCSA for each muscle while controlling for age, BMI, and physical activity. Similarly, one-way ANCOVA was used to identify between -group differences (no pain, acute BP, and chronic BP) for each muscle and along the superior -inferior expanse of the lumbar spine while controlling for age, BMI, sex, and physical activity ( a =0.05). RESULTS: Females had higher IMF (LM mean difference [MD]=11.1%, ES MD=10.2%, PM MD=0.3%, p < .001) and lower aCSA (LM MD=47.6 mm(2) , ES MD=350.0 mm(2) , PM MD=321.5 mm(2) , p < .001) for all muscles . Higher age was associated with higher IMF and lower aCSA for all muscles (r >= 0.232, p < .001) except for LM and aCSA (r <= 0.013, p >= .267). Higher BMI was associated with higher IMF and aCSA for all muscles (r >= 0.174, p < .001). Higher physical activity was associated with lower IMF and higher aCSA for all muscles (r >= 0.036, p <= .002) except for LM and aCSA (r <= 0.010, p >= .405). People with chronic BP had higher IMF and lower aCSA than people with no pain (IMF MD <= 1.6%, aCSA MD <= 27.4 mm(2) , p < .001) and higher IMF compared to acute BP (IMF MD <= 1.1%, p <= .044). The differences between people with BP and people with no pain were not spatially localized to the inferior lumbar levels but broadly distributed across the lumbar spine. CONCLUSIONS: Paraspinal muscle health is associated with age, BMI, sex, and physical activity with the exception of the association between LM aCSA and age and physical activity. People with BP (chronic > acute) have higher IMF and lower aCSA than people reporting no pain. The differences were not localized but broadly distributed across the lumbar spine. When interpreting measures of paraspinal muscle health in the research or clinical setting, the associations with age, BMI, sex, and physical activity should be considered. (c) 2024 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/)
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收藏
页码:1253 / 1266
页数:14
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