Skip to main content
Top
Published in: BMC Musculoskeletal Disorders 1/2021

Open Access 01-12-2021 | Mood Disorders | Research

Role of psychosocial factors on the effect of physical activity on physical function in patients after lumbar spine surgery

Authors: Hiral Master, Renan Castillo, Stephen T. Wegener, Jacquelyn S. Pennings, Rogelio A. Coronado, Christine M. Haug, Richard L. Skolasky, Lee H. Riley III, Brian J. Neuman, Joseph S. Cheng, Oran S. Aaronson, Clinton J. Devin, Kristin R. Archer

Published in: BMC Musculoskeletal Disorders | Issue 1/2021

Login to get access

Abstract

Background

The purpose of this study was to investigate the longitudinal postoperative relationship between physical activity, psychosocial factors, and physical function in patients undergoing lumbar spine surgery.

Methods

We enrolled 248 participants undergoing surgery for a degenerative lumbar spine condition. Physical activity was measured using a triaxial accelerometer (Actigraph GT3X) at 6-weeks (6wk), 6-months (6M), 12-months (12M) and 24-months (24M) following spine surgery. Physical function (computerized adaptive test domain version of Patient-Reported Outcomes Measurement Information System) and psychosocial factors (pain self-efficacy, depression and fear of movement) were assessed at preoperative visit and 6wk, 6M, 12M and 24M after surgery. Structural equation modeling (SEM) techniques were utilized to analyze data, and results are represented as standardized regression weights (SRW). Overall SRW were computed across five imputed datasets to account for missing data. The mediation effect of each psychosocial factor on the effect of physical activity on physical function were computed [(SRW for effect of activity on psychosocial factor X SRW for effect of psychosocial factor on function) ÷ SRW for effect of activity on function]. Each SEM model was tested for model fit by assessing established fit indexes.

Results

The overall effect of steps per day on physical function (SRW ranged from 0.08 to 0.19, p<0.05) was stronger compared to the overall effect of physical function on steps per day (SRW ranged from non-existent to 0.14, p<0.01 to 0.3). The effect of steps per day on physical function and function on steps per day remained consistent after accounting for psychosocial factors in each of the mediation models. Depression and fear of movement at 6M mediated 3.4% and 5.4% of the effect of steps per day at 6wk on physical function at 12M, respectively. Pain self-efficacy was not a statistically significant mediator.

Conclusions

The findings of this study suggest that the relationship between physical activity and physical function is stronger than the relationship of function to activity. However, future research is needed to examine whether promoting physical activity during the early postoperative period may result in improvement of long-term physical function. Since depression and fear of movement had a very small mediating effect, additional work is needed to investigate other potential mediating factors such as pain catastrophizing, resilience and exercise self-efficacy.
Appendix
Available only for authorised users
Literature
1.
go back to reference Yoshihara H, Yoneoka D. National trends in the surgical treatment for lumbar degenerative disc disease: United States, 2000 to 2009. Spine J. 2015;15(2):265–71.PubMedCrossRef Yoshihara H, Yoneoka D. National trends in the surgical treatment for lumbar degenerative disc disease: United States, 2000 to 2009. Spine J. 2015;15(2):265–71.PubMedCrossRef
2.
go back to reference Pannell WC, Savin DD, Scott TP, Wang JC, Daubs MD. Trends in the surgical treatment of lumbar spine disease in the United States. Spine J. 2015;15(8):1719–27.PubMedCrossRef Pannell WC, Savin DD, Scott TP, Wang JC, Daubs MD. Trends in the surgical treatment of lumbar spine disease in the United States. Spine J. 2015;15(8):1719–27.PubMedCrossRef
3.
go back to reference Martin BI, Mirza SK, Spina N, Spiker WR, Lawrence B, Brodke DS. Trends in lumbar fusion procedure rates and associated hospital costs for degenerative spinal diseases in the United States, 2004 to 2015. Spine (Phila Pa 1976). 2019;44(5):369–76.CrossRef Martin BI, Mirza SK, Spina N, Spiker WR, Lawrence B, Brodke DS. Trends in lumbar fusion procedure rates and associated hospital costs for degenerative spinal diseases in the United States, 2004 to 2015. Spine (Phila Pa 1976). 2019;44(5):369–76.CrossRef
4.
go back to reference Mancuso CA, Duculan R, Girardi FP. Healthy physical activity levels below recommended thresholds two years after lumbar spine surgery. Spine (Phila Pa 1976). 2017;42(4):E241–E7.CrossRef Mancuso CA, Duculan R, Girardi FP. Healthy physical activity levels below recommended thresholds two years after lumbar spine surgery. Spine (Phila Pa 1976). 2017;42(4):E241–E7.CrossRef
5.
go back to reference Smuck M, Muaremi A, Zheng P, Norden J, Sinha A, Hu R, et al. Objective measurement of function following lumbar spinal stenosis decompression reveals improved functional capacity with stagnant real-life physical activity. Spine J. 2018;18(1):15–21.PubMedCrossRef Smuck M, Muaremi A, Zheng P, Norden J, Sinha A, Hu R, et al. Objective measurement of function following lumbar spinal stenosis decompression reveals improved functional capacity with stagnant real-life physical activity. Spine J. 2018;18(1):15–21.PubMedCrossRef
6.
go back to reference Gilmore SJ, Hahne AJ, Davidson M, McClelland JA. Physical activity patterns of patients immediately after lumbar surgery. Disabil Rehabil. 2020;42(26):3793–9. Gilmore SJ, Hahne AJ, Davidson M, McClelland JA. Physical activity patterns of patients immediately after lumbar surgery. Disabil Rehabil. 2020;42(26):3793–9.
7.
go back to reference Coronado R, White D, Bird M, Buchowski M, Aaronson O, Cheng J, et al. Early postoperative physical activity, performance-based tests, and patient-reported outcomes after lumbar spine surgery. J Orthop Sports Phys Ther. 2016;46(1):A6. Coronado R, White D, Bird M, Buchowski M, Aaronson O, Cheng J, et al. Early postoperative physical activity, performance-based tests, and patient-reported outcomes after lumbar spine surgery. J Orthop Sports Phys Ther. 2016;46(1):A6.
8.
go back to reference Gilmore SJ, Hahne AJ, Davidson M, McClelland JA. Predictors of substantial improvement in physical function six months after lumbar surgery: is early post-operative walking important? A prospective cohort study. BMC Musculoskelet Disord. 2019;20(1):418.PubMedPubMedCentralCrossRef Gilmore SJ, Hahne AJ, Davidson M, McClelland JA. Predictors of substantial improvement in physical function six months after lumbar surgery: is early post-operative walking important? A prospective cohort study. BMC Musculoskelet Disord. 2019;20(1):418.PubMedPubMedCentralCrossRef
9.
go back to reference Master H, Pennings JS, Coronado RA, Bley J, Robinette PE, Haug CM, et al. How many steps per day during the early postoperative period is associated with patient-reported outcomes of disability, pain, and opioid use after lumbar spine surgery. Arch Phys Med Rehabil. 2021 Jun 25. Online ahead of print. Master H, Pennings JS, Coronado RA, Bley J, Robinette PE, Haug CM,  et al. How many steps per day during the early postoperative period is associated with patient-reported outcomes of disability, pain, and opioid use after lumbar spine surgery. Arch Phys Med Rehabil. 2021 Jun 25. Online ahead of print. 
10.
go back to reference White DK, Tudor-Locke C, Zhang Y, Fielding R, LaValley M, Felson DT, et al. Daily walking and the risk of incident functional limitation in knee osteoarthritis: an observational study. Arthritis Care Res. 2014;66(9):1328–36.CrossRef White DK, Tudor-Locke C, Zhang Y, Fielding R, LaValley M, Felson DT, et al. Daily walking and the risk of incident functional limitation in knee osteoarthritis: an observational study. Arthritis Care Res. 2014;66(9):1328–36.CrossRef
11.
go back to reference Dunlop DD, Song J, Semanik PA, Sharma L, Chang RW. Physical activity levels and functional performance in the osteoarthritis initiative: a graded relationship. Arthritis Rheum. 2011;63(1):127–36.PubMedPubMedCentralCrossRef Dunlop DD, Song J, Semanik PA, Sharma L, Chang RW. Physical activity levels and functional performance in the osteoarthritis initiative: a graded relationship. Arthritis Rheum. 2011;63(1):127–36.PubMedPubMedCentralCrossRef
12.
go back to reference Chalé-Rush A, Guralnik JM, Walkup MP, Miller ME, Rejeski WJ, Katula JA, et al. Relationship between physical functioning and physical activity in the lifestyle interventions and independence for elders pilot. J Am Geriatr Soc. 2010;58(10):1918–24.PubMedPubMedCentralCrossRef Chalé-Rush A, Guralnik JM, Walkup MP, Miller ME, Rejeski WJ, Katula JA, et al. Relationship between physical functioning and physical activity in the lifestyle interventions and independence for elders pilot. J Am Geriatr Soc. 2010;58(10):1918–24.PubMedPubMedCentralCrossRef
13.
go back to reference Hillsdon MM, Brunner EJ, Guralnik JM, Marmot MG. Prospective study of physical activity and physical function in early old age. Am J Prev Med. 2005;28(3):245–50.PubMedCrossRef Hillsdon MM, Brunner EJ, Guralnik JM, Marmot MG. Prospective study of physical activity and physical function in early old age. Am J Prev Med. 2005;28(3):245–50.PubMedCrossRef
14.
go back to reference Master H, Thoma LM, Christiansen MB, Polakowski E, Schmitt LA, White DK. Minimum performance on clinical tests of physical function to predict walking 6000 steps/day in knee osteoarthritis: An observational study. Arthritis Care Res. 2018;70(7):1005–11.CrossRef Master H, Thoma LM, Christiansen MB, Polakowski E, Schmitt LA, White DK. Minimum performance on clinical tests of physical function to predict walking 6000 steps/day in knee osteoarthritis: An observational study. Arthritis Care Res. 2018;70(7):1005–11.CrossRef
15.
go back to reference Garber CE, Greaney ML, Riebe D, Nigg CR, Burbank PA, Clark PG. Physical and mental health-related correlates of physical function in community dwelling older adults: a cross sectional study. BMC Geriatr. 2010;10(1):6.PubMedPubMedCentralCrossRef Garber CE, Greaney ML, Riebe D, Nigg CR, Burbank PA, Clark PG. Physical and mental health-related correlates of physical function in community dwelling older adults: a cross sectional study. BMC Geriatr. 2010;10(1):6.PubMedPubMedCentralCrossRef
16.
go back to reference Dorow M, Löbner M, Stein J, Konnopka A, Meisel HJ, Günther L, et al. Risk Factors for Postoperative Pain Intensity in Patients Undergoing Lumbar Disc Surgery: A Systematic Review. PLoS One. 2017;12(1):e0170303.PubMedPubMedCentralCrossRef Dorow M, Löbner M, Stein J, Konnopka A, Meisel HJ, Günther L, et al. Risk Factors for Postoperative Pain Intensity in Patients Undergoing Lumbar Disc Surgery: A Systematic Review. PLoS One. 2017;12(1):e0170303.PubMedPubMedCentralCrossRef
17.
go back to reference den Boer JJ, Oostendorp RA, Beems T, Munneke M, Oerlemans M, Evers AW. A systematic review of bio-psychosocial risk factors for an unfavourable outcome after lumbar disc surgery. Eur Spine J. 2006;15(5):527–36.CrossRef den Boer JJ, Oostendorp RA, Beems T, Munneke M, Oerlemans M, Evers AW. A systematic review of bio-psychosocial risk factors for an unfavourable outcome after lumbar disc surgery. Eur Spine J. 2006;15(5):527–36.CrossRef
18.
go back to reference Archer KR, Seebach CL, Mathis SL, Riley LH 3rd, Wegener ST. Early postoperative fear of movement predicts pain, disability, and physical health six months after spinal surgery for degenerative conditions. Spine J. 2014;14(5):759–67.PubMedCrossRef Archer KR, Seebach CL, Mathis SL, Riley LH 3rd, Wegener ST. Early postoperative fear of movement predicts pain, disability, and physical health six months after spinal surgery for degenerative conditions. Spine J. 2014;14(5):759–67.PubMedCrossRef
19.
go back to reference Järvimäki V, Kautiainen H, Haanpää M, Koponen H, Spalding M, Alahuhta S, et al. Depressive symptoms are associated with poor outcome for lumbar spine surgery. Scand J Pain. 2016;12:13–7.PubMedCrossRef Järvimäki V, Kautiainen H, Haanpää M, Koponen H, Spalding M, Alahuhta S, et al. Depressive symptoms are associated with poor outcome for lumbar spine surgery. Scand J Pain. 2016;12:13–7.PubMedCrossRef
20.
go back to reference McGirt MJ, Bydon M, Archer KR, Devin CJ, Chotai S, Parker SL, et al. An analysis from the Quality Outcomes Database, Part 1. Disability, quality of life, and pain outcomes following lumbar spine surgery: predicting likely individual patient outcomes for shared decision-making. J Neurosurg Spine. 2017;27(4):357–69.PubMedCrossRef McGirt MJ, Bydon M, Archer KR, Devin CJ, Chotai S, Parker SL, et al. An analysis from the Quality Outcomes Database, Part 1. Disability, quality of life, and pain outcomes following lumbar spine surgery: predicting likely individual patient outcomes for shared decision-making. J Neurosurg Spine. 2017;27(4):357–69.PubMedCrossRef
21.
go back to reference Mannion AF, Elfering A, Staerkle R, Junge A, Grob D, Dvorak J, et al. Predictors of multidimensional outcome after spinal surgery. Eur Spine J. 2007;16(6):777–86.PubMedCrossRef Mannion AF, Elfering A, Staerkle R, Junge A, Grob D, Dvorak J, et al. Predictors of multidimensional outcome after spinal surgery. Eur Spine J. 2007;16(6):777–86.PubMedCrossRef
22.
go back to reference Coronado RA, Robinette PE, Henry AL, Pennings JS, Haug CM, Skolasky RL, et al. Bouncing back after lumbar spine surgery: early postoperative resilience is associated with 12-month physical function, pain interference, social participation, and disability. Spine J. 2021;21(1):55–63. Coronado RA, Robinette PE, Henry AL, Pennings JS, Haug CM, Skolasky RL, et al. Bouncing back after lumbar spine surgery: early postoperative resilience is associated with 12-month physical function, pain interference, social participation, and disability. Spine J. 2021;21(1):55–63.
23.
go back to reference Jakobsson M, Brisby H, Gutke A, Hägg O, Lotzke H, Smeets R, et al. Prediction of Objectively Measured Physical Activity and Self-Reported Disability Following Lumbar Fusion Surgery. World Neurosurg. 2019;121:e77–88.PubMedCrossRef Jakobsson M, Brisby H, Gutke A, Hägg O, Lotzke H, Smeets R, et al. Prediction of Objectively Measured Physical Activity and Self-Reported Disability Following Lumbar Fusion Surgery. World Neurosurg. 2019;121:e77–88.PubMedCrossRef
24.
go back to reference Castillo RC, Wegener ST, Heins SE, Haythornthwaite JA, Mackenzie EJ, Bosse MJ. Longitudinal relationships between anxiety, depression, and pain: results from a two-year cohort study of lower extremity trauma patients. Pain. 2013;154(12):2860–6.PubMedCrossRef Castillo RC, Wegener ST, Heins SE, Haythornthwaite JA, Mackenzie EJ, Bosse MJ. Longitudinal relationships between anxiety, depression, and pain: results from a two-year cohort study of lower extremity trauma patients. Pain. 2013;154(12):2860–6.PubMedCrossRef
25.
go back to reference Wegener ST, Castillo RC, Haythornthwaite J, MacKenzie EJ, Bosse MJ, Group LS. Psychological distress mediates the effect of pain on function. Pain. 2011;152(6):1349–57.PubMedCrossRef Wegener ST, Castillo RC, Haythornthwaite J, MacKenzie EJ, Bosse MJ, Group LS. Psychological distress mediates the effect of pain on function. Pain. 2011;152(6):1349–57.PubMedCrossRef
26.
go back to reference Mullen SP, McAuley E, Satariano WA, Kealey M, Prohaska TR. Physical activity and functional limitations in older adults: the influence of self-efficacy and functional performance. J Gerontol Ser B Psychol Sci Soc Sci. 2012;67(3):354–61. Mullen SP, McAuley E, Satariano WA, Kealey M, Prohaska TR. Physical activity and functional limitations in older adults: the influence of self-efficacy and functional performance. J Gerontol Ser B Psychol Sci Soc Sci. 2012;67(3):354–61.
27.
go back to reference McAuley E, Morris KS, Doerksen SE, Motl RW, Liang H, White SM, et al. Effects of change in physical activity on physical function limitations in older women: mediating roles of physical function performance and self-efficacy. J Am Geriatr Soc. 2007;55(12):1967–73.PubMedCrossRef McAuley E, Morris KS, Doerksen SE, Motl RW, Liang H, White SM, et al. Effects of change in physical activity on physical function limitations in older women: mediating roles of physical function performance and self-efficacy. J Am Geriatr Soc. 2007;55(12):1967–73.PubMedCrossRef
28.
go back to reference Archer KR, Coronado RA, Haug CM, Vanston SW, Devin CJ, Fonnesbeck CJ, et al. A comparative effectiveness trial of postoperative management for lumbar spine surgery: changing behavior through physical therapy (CBPT) study protocol. BMC Musculoskelet Disord. 2014;15:325.PubMedPubMedCentralCrossRef Archer KR, Coronado RA, Haug CM, Vanston SW, Devin CJ, Fonnesbeck CJ, et al. A comparative effectiveness trial of postoperative management for lumbar spine surgery: changing behavior through physical therapy (CBPT) study protocol. BMC Musculoskelet Disord. 2014;15:325.PubMedPubMedCentralCrossRef
29.
go back to reference Archer KR, Haug CM, Pennings J. Comparing two programs to Improve disability, pain, and health among patients who have had back surgery. Washington, DC: Patient-Centered Outcomes Research Institute (PCORI); 2020. Archer KR, Haug CM, Pennings J. Comparing two programs to Improve disability, pain, and health among patients who have had back surgery. Washington, DC: Patient-Centered Outcomes Research Institute (PCORI); 2020.
30.
go back to reference Trost SG, McIver KL, Pate RR. Conducting accelerometer-based activity assessments in field-based research. Med Sci Sports Exerc. 2005;37(11 Suppl):S531–S43.PubMedCrossRef Trost SG, McIver KL, Pate RR. Conducting accelerometer-based activity assessments in field-based research. Med Sci Sports Exerc. 2005;37(11 Suppl):S531–S43.PubMedCrossRef
31.
go back to reference Berlin JE, Storti KL, Brach JS. Using activity monitors to measure physical activity in free-living conditions. Phys Ther. 2006;86(8):1137–45.PubMedCrossRef Berlin JE, Storti KL, Brach JS. Using activity monitors to measure physical activity in free-living conditions. Phys Ther. 2006;86(8):1137–45.PubMedCrossRef
32.
go back to reference Troiano RP, Berrigan D, Dodd KW, Masse LC, Tilert T, McDowell M. Physical activity in the United States measured by accelerometer. Med Sci Sports Exerc. 2008;40(1):181.PubMedCrossRef Troiano RP, Berrigan D, Dodd KW, Masse LC, Tilert T, McDowell M. Physical activity in the United States measured by accelerometer. Med Sci Sports Exerc. 2008;40(1):181.PubMedCrossRef
33.
go back to reference Song J, Semanik P, Sharma L, Chang RW, Hochberg MC, Mysiw WJ, et al. Assessing physical activity in persons with knee osteoarthritis using accelerometers: data from the osteoarthritis initiative. Arthritis Care Res. 2010;62(12):1724–32.CrossRef Song J, Semanik P, Sharma L, Chang RW, Hochberg MC, Mysiw WJ, et al. Assessing physical activity in persons with knee osteoarthritis using accelerometers: data from the osteoarthritis initiative. Arthritis Care Res. 2010;62(12):1724–32.CrossRef
34.
go back to reference Cella D, Yount S, Rothrock N, Gershon R, Cook K, Reeve B, et al. The Patient-Reported Outcomes Measurement Information System (PROMIS): progress of an NIH Roadmap cooperative group during its first two years. Med Care. 2007;45(5 Suppl 1):S3–s11.PubMedPubMedCentralCrossRef Cella D, Yount S, Rothrock N, Gershon R, Cook K, Reeve B, et al. The Patient-Reported Outcomes Measurement Information System (PROMIS): progress of an NIH Roadmap cooperative group during its first two years. Med Care. 2007;45(5 Suppl 1):S3–s11.PubMedPubMedCentralCrossRef
35.
go back to reference Brodke DS, Goz V, Voss MW, Lawrence BD, Spiker WR, Hung M. PROMIS PF CAT Outperforms the ODI and SF-36 Physical Function Domain in Spine Patients. Spine (Phila Pa 1976). 2017;42(12):921–9.CrossRef Brodke DS, Goz V, Voss MW, Lawrence BD, Spiker WR, Hung M. PROMIS PF CAT Outperforms the ODI and SF-36 Physical Function Domain in Spine Patients. Spine (Phila Pa 1976). 2017;42(12):921–9.CrossRef
36.
go back to reference Patel AA, Dodwad SM, Boody BS, Bhatt S, Savage JW, Hsu WK, et al. Validation of Patient Reported Outcomes Measurement Information System (PROMIS) Computer Adaptive Tests (CATs) in the Surgical Treatment of Lumbar Spinal Stenosis. Spine (Phila Pa 1976). 2018;43(21):1521–8.CrossRef Patel AA, Dodwad SM, Boody BS, Bhatt S, Savage JW, Hsu WK, et al. Validation of Patient Reported Outcomes Measurement Information System (PROMIS) Computer Adaptive Tests (CATs) in the Surgical Treatment of Lumbar Spinal Stenosis. Spine (Phila Pa 1976). 2018;43(21):1521–8.CrossRef
37.
go back to reference Purvis TE, Neuman BJ, Riley LH 3rd, Skolasky RL. Discriminant Ability, Concurrent Validity, and Responsiveness of PROMIS Health Domains Among Patients With Lumbar Degenerative Disease Undergoing Decompression With or Without Arthrodesis. Spine (Phila Pa 1976). 2018;43(21):1512–20.CrossRef Purvis TE, Neuman BJ, Riley LH 3rd, Skolasky RL. Discriminant Ability, Concurrent Validity, and Responsiveness of PROMIS Health Domains Among Patients With Lumbar Degenerative Disease Undergoing Decompression With or Without Arthrodesis. Spine (Phila Pa 1976). 2018;43(21):1512–20.CrossRef
38.
go back to reference Pennings JS, Devin CJ, Khan I, Bydon M, Asher AL, Archer KR. Prediction of Oswestry Disability Index (ODI) using PROMIS-29 in a national sample of lumbar spine surgery patients. Qual Life Res. 2019;28(10):2839–50.PubMedCrossRef Pennings JS, Devin CJ, Khan I, Bydon M, Asher AL, Archer KR. Prediction of Oswestry Disability Index (ODI) using PROMIS-29 in a national sample of lumbar spine surgery patients. Qual Life Res. 2019;28(10):2839–50.PubMedCrossRef
39.
go back to reference Nicholas MK. The pain self-efficacy questionnaire: Taking pain into account. Eur J Pain (London, England). 2007;11(2):153–63.CrossRef Nicholas MK. The pain self-efficacy questionnaire: Taking pain into account. Eur J Pain (London, England). 2007;11(2):153–63.CrossRef
40.
go back to reference Miles CL, Pincus T, Carnes D, Taylor SJ, Underwood M. Measuring pain self-efficacy. Clin J Pain. 2011;27(5):461–70.PubMedCrossRef Miles CL, Pincus T, Carnes D, Taylor SJ, Underwood M. Measuring pain self-efficacy. Clin J Pain. 2011;27(5):461–70.PubMedCrossRef
42.
go back to reference Kroenke K, Spitzer RL, Williams JB, Löwe B. The patient health questionnaire somatic, anxiety, and depressive symptom scales: a systematic review. Gen Hosp Psychiatry. 2010;32(4):345–59.PubMedCrossRef Kroenke K, Spitzer RL, Williams JB, Löwe B. The patient health questionnaire somatic, anxiety, and depressive symptom scales: a systematic review. Gen Hosp Psychiatry. 2010;32(4):345–59.PubMedCrossRef
43.
go back to reference Jenkins NW, Parrish JM, Brundage TS, Hrynewycz NM, Yoo JS, Singh K. Validity of Patient Health Questionnaire-9 in Minimally Invasive Lumbar Interbody Fusion. Spine. 2020;45(11):E663–9. Jenkins NW, Parrish JM, Brundage TS, Hrynewycz NM, Yoo JS, Singh K. Validity of Patient Health Questionnaire-9 in Minimally Invasive Lumbar Interbody Fusion. Spine. 2020;45(11):E663–9.
44.
go back to reference Roelofs J, Goubert L, Peters ML, Vlaeyen JW, Crombez G. The Tampa Scale for Kinesiophobia: further examination of psychometric properties in patients with chronic low back pain and fibromyalgia. Eur J Pain (London, England). 2004;8(5):495–502.CrossRef Roelofs J, Goubert L, Peters ML, Vlaeyen JW, Crombez G. The Tampa Scale for Kinesiophobia: further examination of psychometric properties in patients with chronic low back pain and fibromyalgia. Eur J Pain (London, England). 2004;8(5):495–502.CrossRef
45.
go back to reference Neblett R, Hartzell M, Mayer T, Bradford E, Gatchel RJ. Establishing clinically meaningful severity levels for the Tampa Scale for Kinesiophobia (TSK-13). Eur J Pain. 2016;20(5):701–10.PubMedCrossRef Neblett R, Hartzell M, Mayer T, Bradford E, Gatchel RJ. Establishing clinically meaningful severity levels for the Tampa Scale for Kinesiophobia (TSK-13). Eur J Pain. 2016;20(5):701–10.PubMedCrossRef
46.
go back to reference Archer KR, Phelps KD, Seebach CL, Song Y, Riley LH 3rd, Wegener ST. Comparative study of short forms of the Tampa Scale for Kinesiophobia: fear of movement in a surgical spine population. Arch Phys Med Rehabil. 2012;93(8):1460–2.PubMedCrossRef Archer KR, Phelps KD, Seebach CL, Song Y, Riley LH 3rd, Wegener ST. Comparative study of short forms of the Tampa Scale for Kinesiophobia: fear of movement in a surgical spine population. Arch Phys Med Rehabil. 2012;93(8):1460–2.PubMedCrossRef
47.
go back to reference Cook AJ, Brawer PA, Vowles KE. The fear-avoidance model of chronic pain: validation and age analysis using structural equation modeling. Pain. 2006;121(3):195–206.PubMedCrossRef Cook AJ, Brawer PA, Vowles KE. The fear-avoidance model of chronic pain: validation and age analysis using structural equation modeling. Pain. 2006;121(3):195–206.PubMedCrossRef
48.
go back to reference Farrell AD. Structural equation modeling with longitudinal data: strategies for examining group differences and reciprocal relationships. J Consult Clin Psychol. 1994;62(3):477–87.PubMedCrossRef Farrell AD. Structural equation modeling with longitudinal data: strategies for examining group differences and reciprocal relationships. J Consult Clin Psychol. 1994;62(3):477–87.PubMedCrossRef
49.
go back to reference Slover J, Abdu WA, Hanscom B, Weinstein JN. The impact of comorbidities on the change in short-form 36 and oswestry scores following lumbar spine surgery. Spine (Phila Pa 1976). 2006;31(17):1974–80.CrossRef Slover J, Abdu WA, Hanscom B, Weinstein JN. The impact of comorbidities on the change in short-form 36 and oswestry scores following lumbar spine surgery. Spine (Phila Pa 1976). 2006;31(17):1974–80.CrossRef
50.
go back to reference Takenaka H, Sugiura H, Kamiya M, Nishihama K, Ito A, Suzuki J, et al. Predictors of walking ability after surgery for lumbar spinal canal stenosis: a prospective study. Spine J. 2019;19(11):1824–31.PubMedCrossRef Takenaka H, Sugiura H, Kamiya M, Nishihama K, Ito A, Suzuki J, et al. Predictors of walking ability after surgery for lumbar spinal canal stenosis: a prospective study. Spine J. 2019;19(11):1824–31.PubMedCrossRef
51.
go back to reference Celestin J, Edwards RR, Jamison RN. Pretreatment psychosocial variables as predictors of outcomes following lumbar surgery and spinal cord stimulation: a systematic review and literature synthesis. Pain Med. 2009;10(4):639–53.PubMedCrossRef Celestin J, Edwards RR, Jamison RN. Pretreatment psychosocial variables as predictors of outcomes following lumbar surgery and spinal cord stimulation: a systematic review and literature synthesis. Pain Med. 2009;10(4):639–53.PubMedCrossRef
52.
go back to reference Browne MW, Cudeck R. Alternative ways of assessing model fit. Testing Struct Equation Models. 1993;154:136. Browne MW, Cudeck R. Alternative ways of assessing model fit. Testing Struct Equation Models. 1993;154:136.
53.
go back to reference Bentler PM. Comparative fit indexes in structural models. Psychol Bull. 1990;107(2):238–46. Bentler PM. Comparative fit indexes in structural models. Psychol Bull. 1990;107(2):238–46.
54.
go back to reference Kline RB. Principles and practice of structural equation modeling: Guilford publications; 2015. Kline RB. Principles and practice of structural equation modeling: Guilford publications; 2015.
55.
go back to reference Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Struct Equ Model Multidiscip J. 1999;6(1):1–55.CrossRef Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Struct Equ Model Multidiscip J. 1999;6(1):1–55.CrossRef
56.
go back to reference Acock AC. Discovering structural equation modeling using Stata: Stata Press books; 2013. Acock AC. Discovering structural equation modeling using Stata: Stata Press books; 2013.
57.
58.
go back to reference Barnard J, Rubin DB. Small-sample degrees of freedom with multiple imputation. Biometrika. 1999;86(4):948–55.CrossRef Barnard J, Rubin DB. Small-sample degrees of freedom with multiple imputation. Biometrika. 1999;86(4):948–55.CrossRef
59.
go back to reference StataCorp. Stata Statistical Software: Release 12. College Station, TX: StataCorp LP; 2011. StataCorp. Stata Statistical Software: Release 12. College Station, TX: StataCorp LP; 2011.
60.
go back to reference MacKinnon DP, Dwyer JH. Estimating mediated effects in prevention studies. Eval Rev. 1993;17(2):144–58.CrossRef MacKinnon DP, Dwyer JH. Estimating mediated effects in prevention studies. Eval Rev. 1993;17(2):144–58.CrossRef
61.
go back to reference VanderWeele TJ, Ding P. Sensitivity Analysis in Observational Research: Introducing the E-Value. Ann Intern Med. 2017;167(4):268–74.PubMedCrossRef VanderWeele TJ, Ding P. Sensitivity Analysis in Observational Research: Introducing the E-Value. Ann Intern Med. 2017;167(4):268–74.PubMedCrossRef
62.
go back to reference Dunlop DD, Song J, Lee J, Gilbert AL, Semanik PA, Ehrlich-Jones L, et al. Physical Activity Minimum Threshold Predicting Improved Function in Adults With Lower-Extremity Symptoms. Arthritis Care Res. 2017;69(4):475–83.CrossRef Dunlop DD, Song J, Lee J, Gilbert AL, Semanik PA, Ehrlich-Jones L, et al. Physical Activity Minimum Threshold Predicting Improved Function in Adults With Lower-Extremity Symptoms. Arthritis Care Res. 2017;69(4):475–83.CrossRef
63.
go back to reference Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, et al. The physical activity guidelines for Americans. JAMA. 2018;320(19):2020–8.PubMedCrossRef Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, et al. The physical activity guidelines for Americans. JAMA. 2018;320(19):2020–8.PubMedCrossRef
64.
go back to reference Foong YC, Chherawala N, Aitken D, Scott D, Winzenberg T, Jones G. Accelerometer-determined physical activity, muscle mass, and leg strength in community-dwelling older adults. J Cachexia Sarcopenia Muscle. 2016;7(3):275–83.PubMedCrossRef Foong YC, Chherawala N, Aitken D, Scott D, Winzenberg T, Jones G. Accelerometer-determined physical activity, muscle mass, and leg strength in community-dwelling older adults. J Cachexia Sarcopenia Muscle. 2016;7(3):275–83.PubMedCrossRef
65.
go back to reference Fisher SR, Kuo Y-F, Sharma G, Raji MA, Kumar A, Goodwin JS, et al. Mobility after hospital discharge as a marker for 30-day readmission. J Gerontol A Biol Sci Med Sci. 2013;68(7):805–10.PubMedCrossRef Fisher SR, Kuo Y-F, Sharma G, Raji MA, Kumar A, Goodwin JS, et al. Mobility after hospital discharge as a marker for 30-day readmission. J Gerontol A Biol Sci Med Sci. 2013;68(7):805–10.PubMedCrossRef
66.
go back to reference Guerra ML, Singh PJ, Taylor NF. Early mobilization of patients who have had a hip or knee joint replacement reduces length of stay in hospital: a systematic review. Clin Rehabil. 2015;29(9):844–54.PubMedCrossRef Guerra ML, Singh PJ, Taylor NF. Early mobilization of patients who have had a hip or knee joint replacement reduces length of stay in hospital: a systematic review. Clin Rehabil. 2015;29(9):844–54.PubMedCrossRef
67.
go back to reference Lee I-M, Shiroma EJ, Kamada M, Bassett DR, Matthews CE, Buring JE. Association of Step Volume and Intensity With All-Cause Mortality in Older Women. JAMA Intern Med. 2019;179(8):1105–12. Lee I-M, Shiroma EJ, Kamada M, Bassett DR, Matthews CE, Buring JE. Association of Step Volume and Intensity With All-Cause Mortality in Older Women. JAMA Intern Med. 2019;179(8):1105–12.
68.
go back to reference Christiansen MB, Thoma LM, Master H, Voinier D, Schmitt LA, Ziegler ML, et al. The feasibility and preliminaryoutcomes of a physical therapist-administered physical activity intervention after total knee replacement. Arthritis Care Res (Hoboken). 2020;72(5):661–8. Christiansen MB, Thoma LM, Master H, Voinier D, Schmitt LA, Ziegler ML, et al. The feasibility and preliminaryoutcomes of a physical therapist-administered physical activity intervention after total knee replacement. Arthritis Care Res (Hoboken). 2020;72(5):661–8.
69.
go back to reference Paxton RJ, Forster JE, Miller MJ, Gerron KL, Stevens-Lapsley JE, Christiansen CL. A Feasibility Study for Improved Physical Activity After Total Knee Arthroplasty. J Aging Phys Act. 2018;26(1):7–13.PubMedCrossRef Paxton RJ, Forster JE, Miller MJ, Gerron KL, Stevens-Lapsley JE, Christiansen CL. A Feasibility Study for Improved Physical Activity After Total Knee Arthroplasty. J Aging Phys Act. 2018;26(1):7–13.PubMedCrossRef
70.
go back to reference Van der Walt N, Salmon LJ, Gooden B, Lyons MC, O'Sullivan M, Martina K, et al. Feedback From Activity Trackers Improves Daily Step Count After Knee and Hip Arthroplasty: A Randomized Controlled Trial. J Arthroplast. 2018;33(11):3422–8.CrossRef Van der Walt N, Salmon LJ, Gooden B, Lyons MC, O'Sullivan M, Martina K, et al. Feedback From Activity Trackers Improves Daily Step Count After Knee and Hip Arthroplasty: A Randomized Controlled Trial. J Arthroplast. 2018;33(11):3422–8.CrossRef
71.
go back to reference Strawbridge WJ, Deleger S, Roberts RE, Kaplan GA. Physical Activity Reduces the Risk of Subsequent Depression for Older Adults. Am J Epidemiol. 2002;156(4):328–34.PubMedCrossRef Strawbridge WJ, Deleger S, Roberts RE, Kaplan GA. Physical Activity Reduces the Risk of Subsequent Depression for Older Adults. Am J Epidemiol. 2002;156(4):328–34.PubMedCrossRef
72.
go back to reference McAuley E, Konopack JF, Motl RW, Morris KS, Doerksen SE, Rosengren KR. Physical activity and quality of life in older adults: Influence of health status and self-efficacy. Ann Behav Med. 2006;31(1):99.PubMedCrossRef McAuley E, Konopack JF, Motl RW, Morris KS, Doerksen SE, Rosengren KR. Physical activity and quality of life in older adults: Influence of health status and self-efficacy. Ann Behav Med. 2006;31(1):99.PubMedCrossRef
73.
go back to reference Leeuw M, Goossens MEJB, Linton SJ, Crombez G, Boersma K, Vlaeyen JWS. The Fear-Avoidance Model of Musculoskeletal Pain: Current State of Scientific Evidence. J Behav Med. 2007;30(1):77–94.PubMedCrossRef Leeuw M, Goossens MEJB, Linton SJ, Crombez G, Boersma K, Vlaeyen JWS. The Fear-Avoidance Model of Musculoskeletal Pain: Current State of Scientific Evidence. J Behav Med. 2007;30(1):77–94.PubMedCrossRef
74.
go back to reference Lethem J, Slade PD, Troup JD, Bentley G. Outline of a Fear-Avoidance Model of exaggerated pain perception--I. Behav Res Ther. 1983;21(4):401–8.PubMedCrossRef Lethem J, Slade PD, Troup JD, Bentley G. Outline of a Fear-Avoidance Model of exaggerated pain perception--I. Behav Res Ther. 1983;21(4):401–8.PubMedCrossRef
75.
go back to reference Coronado RA, George SZ, Devin CJ, Wegener ST, Archer KR. Pain Sensitivity and Pain Catastrophizing Are Associated With Persistent Pain and Disability After Lumbar Spine Surgery. Arch Phys Med Rehabil. 2015;96(10):1763–70.PubMedPubMedCentralCrossRef Coronado RA, George SZ, Devin CJ, Wegener ST, Archer KR. Pain Sensitivity and Pain Catastrophizing Are Associated With Persistent Pain and Disability After Lumbar Spine Surgery. Arch Phys Med Rehabil. 2015;96(10):1763–70.PubMedPubMedCentralCrossRef
76.
go back to reference Abbott AD, Tyni-Lenné R, Hedlund R. Leg pain and psychological variables predict outcome 2-3 years after lumbar fusion surgery. Eur Spine J. 2011;20(10):1626–34.PubMedPubMedCentralCrossRef Abbott AD, Tyni-Lenné R, Hedlund R. Leg pain and psychological variables predict outcome 2-3 years after lumbar fusion surgery. Eur Spine J. 2011;20(10):1626–34.PubMedPubMedCentralCrossRef
77.
go back to reference Kim HJ, Cho CH, Kang KT, Chang BS, Lee CK, Yeom JS. The significance of pain catastrophizing in clinical manifestations of patients with lumbar spinal stenosis: mediation analysis with bootstrapping. Spine J. 2015;15(2):238–46.PubMedCrossRef Kim HJ, Cho CH, Kang KT, Chang BS, Lee CK, Yeom JS. The significance of pain catastrophizing in clinical manifestations of patients with lumbar spinal stenosis: mediation analysis with bootstrapping. Spine J. 2015;15(2):238–46.PubMedCrossRef
78.
go back to reference Papaioannou M, Skapinakis P, Damigos D, Mavreas V, Broumas G, Palgimesi A. The role of catastrophizing in the prediction of postoperative pain. Pain Med. 2009;10(8):1452–9.PubMedCrossRef Papaioannou M, Skapinakis P, Damigos D, Mavreas V, Broumas G, Palgimesi A. The role of catastrophizing in the prediction of postoperative pain. Pain Med. 2009;10(8):1452–9.PubMedCrossRef
79.
go back to reference Wideman TH, Asmundson GGJ, Smeets R, Zautra AJ, Simmonds MJ, Sullivan MJL, et al. Rethinking the fear avoidance model: toward a multidimensional framework of pain-related disability. Pain. 2013;154(11):2262–5.PubMedPubMedCentralCrossRef Wideman TH, Asmundson GGJ, Smeets R, Zautra AJ, Simmonds MJ, Sullivan MJL, et al. Rethinking the fear avoidance model: toward a multidimensional framework of pain-related disability. Pain. 2013;154(11):2262–5.PubMedPubMedCentralCrossRef
80.
go back to reference Crombez G, Eccleston C, Van Damme S, Vlaeyen JW, Karoly P. Fear-avoidance model of chronic pain: the next generation. Clin J Pain. 2012;28(6):475–83.PubMedCrossRef Crombez G, Eccleston C, Van Damme S, Vlaeyen JW, Karoly P. Fear-avoidance model of chronic pain: the next generation. Clin J Pain. 2012;28(6):475–83.PubMedCrossRef
81.
go back to reference Lotzke H, Brisby H, Gutke A, Hägg O, Jakobsson M, Smeets R, et al. A Person-Centered Prehabilitation Program Based on Cognitive-Behavioral Physical Therapy for Patients Scheduled for Lumbar Fusion Surgery: A Randomized Controlled Trial. Phys Ther. 2019;99(8):1069–88.PubMedPubMedCentralCrossRef Lotzke H, Brisby H, Gutke A, Hägg O, Jakobsson M, Smeets R, et al. A Person-Centered Prehabilitation Program Based on Cognitive-Behavioral Physical Therapy for Patients Scheduled for Lumbar Fusion Surgery: A Randomized Controlled Trial. Phys Ther. 2019;99(8):1069–88.PubMedPubMedCentralCrossRef
82.
go back to reference Coronado RA, Patel AM, McKernan LC, Wegener ST, Archer KR. Preoperative and postoperative psychologically informed physical therapy: A systematic review of randomized trials among patients with degenerative spine, hip, and knee conditions. J Appl Behav Res. 2019;24(1):e12159.CrossRef Coronado RA, Patel AM, McKernan LC, Wegener ST, Archer KR. Preoperative and postoperative psychologically informed physical therapy: A systematic review of randomized trials among patients with degenerative spine, hip, and knee conditions. J Appl Behav Res. 2019;24(1):e12159.CrossRef
83.
go back to reference Engels JM, Diehr P. Imputation of missing longitudinal data: a comparison of methods. J Clin Epidemiol. 2003;56(10):968–76.PubMedCrossRef Engels JM, Diehr P. Imputation of missing longitudinal data: a comparison of methods. J Clin Epidemiol. 2003;56(10):968–76.PubMedCrossRef
85.
go back to reference Madley-Dowd P, Hughes R, Tilling K, Heron J. The proportion of missing data should not be used to guide decisions on multiple imputation. J Clin Epidemiol. 2019;110:63–73.PubMedPubMedCentralCrossRef Madley-Dowd P, Hughes R, Tilling K, Heron J. The proportion of missing data should not be used to guide decisions on multiple imputation. J Clin Epidemiol. 2019;110:63–73.PubMedPubMedCentralCrossRef
Metadata
Title
Role of psychosocial factors on the effect of physical activity on physical function in patients after lumbar spine surgery
Authors
Hiral Master
Renan Castillo
Stephen T. Wegener
Jacquelyn S. Pennings
Rogelio A. Coronado
Christine M. Haug
Richard L. Skolasky
Lee H. Riley III
Brian J. Neuman
Joseph S. Cheng
Oran S. Aaronson
Clinton J. Devin
Kristin R. Archer
Publication date
01-12-2021
Publisher
BioMed Central
Published in
BMC Musculoskeletal Disorders / Issue 1/2021
Electronic ISSN: 1471-2474
DOI
https://doi.org/10.1186/s12891-021-04622-w

Other articles of this Issue 1/2021

BMC Musculoskeletal Disorders 1/2021 Go to the issue