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      KCI등재 SCOPUS SCIE

      A prediction model of low back pain risk: a population based cohort study in Korea

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      https://www.riss.kr/link?id=A106829871

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      다국어 초록 (Multilingual Abstract)

      Background: Well-validated risk prediction models help to identify individuals at high risk of diseases and suggest preventive measures. A recent systematic review reported lack of validated prediction models for low back pain (LBP). We aimed to devel...

      Background: Well-validated risk prediction models help to identify individuals at high risk of diseases and suggest preventive measures. A recent systematic review reported lack of validated prediction models for low back pain (LBP). We aimed to develop prediction models to estimate the 8-year risk of developing LBP and its re-currence.Methods: A population based prospective cohort study using data from 435,968 participants in the National Health Insurance Service–National Sample Cohort en-rolled from 2002 to 2010. We used Cox proportional hazards models.Results: During median follow-up period of 8.4 years, there were 143,396 (32.9%) first onset LBP cases. The prediction model of first onset consisted of age, sex, in-come grade, alcohol consumption, physical exercise, body mass index (BMI), total cholesterol, blood pressure, and medical history of diseases. The model of 5-year recurrence risk was comprised of age, sex, income grade, BMI, length of prescrip-tion, and medical history of diseases. The Harrell’s C-statistic was 0.812 (95% con-fidence interval [CI], 0.804-0.820) and 0.916 (95% CI, 0.907-0.924) in validation cohorts of LBP onset and recurrence models, respectively. Age, disc degeneration, and sex conferred the highest risk points for onset, whereas age, spondylolisthesis, and disc degeneration conferred the highest risk for recurrence. Conclusions: LBP risk prediction models and simplified risk scores have been de-veloped and validated using data from general medical practice. This study also offers an opportunity for external validation and updating of the models by incorpo-rating other risk predictors in other settings, especially in this era of precision medi-cine.

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      참고문헌 (Reference)

      1 김현성, "요통 환자에서 엉치뼈 비대칭위치의 진단과 치료 -프롤로테라피의 임상 적용-" 대한통증학회 20 (20): 8-8, 2007

      2 Kim YE, "Trends and patterns of burden of disease and injuries in Korea using disability-adjusted life years" 34 (34): e75-, 2019

      3 Collins GS, "Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis(TRIPOD) : the TRIPOD statement" 162 : 55-63, 2015

      4 Paanalahti K, "The sex-specific interrelationship between spinal pain and psychological distress across time in the general population. Results from the Stockholm public health study" 14 : 1928-1935, 2014

      5 Hoy D, "The global burden of low back pain : estimates from the Global Burden of Disease 2010 study" 73 : 968-974, 2014

      6 Ha IH, "The association between the history of cardiovascular diseases and chronic low back pain in South Koreans : a cross-sectional study" 9 : e93671-, 2014

      7 Chou L, "The association between obesity and low back pain and disability is affected by mood disorders: a population-based, cross-sectional study of men" 95 : e3367-, 2016

      8 Nolet PS, "The association between a lifetime history of low back injury in a motor vehicle collision and future low back pain : a population-based cohort study" 27 : 136-144, 2018

      9 Pinheiro MB, "Symptoms of depression and risk of new episodes of low back pain : a systematic review and meta-analysis" 67 : 1591-1603, 2015

      10 Von Korff M, "Studying the natural history of back pain" 19 (19): 2041-2046, 1994

      1 김현성, "요통 환자에서 엉치뼈 비대칭위치의 진단과 치료 -프롤로테라피의 임상 적용-" 대한통증학회 20 (20): 8-8, 2007

      2 Kim YE, "Trends and patterns of burden of disease and injuries in Korea using disability-adjusted life years" 34 (34): e75-, 2019

      3 Collins GS, "Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis(TRIPOD) : the TRIPOD statement" 162 : 55-63, 2015

      4 Paanalahti K, "The sex-specific interrelationship between spinal pain and psychological distress across time in the general population. Results from the Stockholm public health study" 14 : 1928-1935, 2014

      5 Hoy D, "The global burden of low back pain : estimates from the Global Burden of Disease 2010 study" 73 : 968-974, 2014

      6 Ha IH, "The association between the history of cardiovascular diseases and chronic low back pain in South Koreans : a cross-sectional study" 9 : e93671-, 2014

      7 Chou L, "The association between obesity and low back pain and disability is affected by mood disorders: a population-based, cross-sectional study of men" 95 : e3367-, 2016

      8 Nolet PS, "The association between a lifetime history of low back injury in a motor vehicle collision and future low back pain : a population-based cohort study" 27 : 136-144, 2018

      9 Pinheiro MB, "Symptoms of depression and risk of new episodes of low back pain : a systematic review and meta-analysis" 67 : 1591-1603, 2015

      10 Von Korff M, "Studying the natural history of back pain" 19 (19): 2041-2046, 1994

      11 Park BJ, "Studying on diagnosis accuracy for health insurance claims data in Korea" Seoul National University 2003

      12 Fillingim RB, "Sex, gender, and pain : a review of recent clinical and experimental findings" 10 : 447-485, 2009

      13 Leino-Arjas P, "Serum lipids and low back pain : an association? A follow-up study of a working population sample" 31 : 1032-1037, 2006

      14 Hancock MJ, "Risk factors for a recurrence of low back pain" 15 : 2360-2368, 2015

      15 Bosman LC, "Prediction models to identify workers at risk of sick leave due to low-back pain in the Dutch construction industry" 44 : 156-162, 2018

      16 Panken G, "Predicting chronic low-back pain based on pain trajectories in patients in an occupational setting : an exploratory analysis" 42 : 520-527, 2016

      17 Manabe T, "Positive relationship between bone mineral density and low back pain in middleaged women" 12 : 596-601, 2003

      18 Heneweer H, "Physical fitness, rather than self-reported physical activities, is more strongly associated with low back pain : evidence from a working population" 21 : 1265-1272, 2012

      19 Pencina MJ, "Overall C as a measure of discrimination in survival analysis : model specific population value and confidence interval estimation" 23 : 2109-2123, 2004

      20 Dobbin KK, "Optimally splitting cases for training and testing high dimensional classifiers" 4 : 31-, 2011

      21 MacGregor AJ, "Occupational correlates of low back pain among U.S. Marines following combat deployment" 177 : 845-849, 2012

      22 Visuri T, "Narrowing of lumbar spinal canal predicts chronic low back pain more accurately than intervertebral disc degeneration : a magnetic resonance imaging study in young Finnish male conscripts" 170 : 926-930, 2005

      23 Jensen MC, "Magnetic resonance imaging of the lumbar spine in people without back pain" 331 : 69-73, 1994

      24 Marras WS, "Low back pain recurrence in occupational environments" 32 : 2387-2397, 2007

      25 Jöud A, "Low back pain : epidemiology of consultations" 64 : 1084-1088, 2012

      26 McIntosh G, "Lack of prognostic model validation in low back pain prediction studies : a systematic review" 34 : 748-754, 2018

      27 Fernandez M, "Is chronic low back pain associated with the prevalence of coronary heart disease when genetic susceptibility is considered? A co-twin control study of Spanish twins" 11 : e0155194-, 2016

      28 Ozguler A, "Individual and occupational determinants of low back pain according to various definitions of low back pain" 54 : 215-220, 2000

      29 Global Burden of Disease Study 2013 Collaborators, "Global, regional, and national incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in 188 countries, 1990-2013: a systematic analysis for the Global Burden of Disease Study 2013" 386 : 743-800, 2015

      30 Ferreira ML, "Factors defining care-seeking in low back pain--a meta-analysis of population based surveys" 14 : 747.e1-7, 2010

      31 D’Agostino RB, "Evaluation of the performance of survival analysis models : discrimination and calibration measures" 23 : 1-25, 2003

      32 Traeger AC, "Estimating the risk of chronic pain : development and validation of a prognostic model(PICKUP)for patients with acute low back pain" 13 : e1002019-, 2016

      33 Jones GT, "Epidemiology of low back pain in children and adolescents" 90 : 312-316, 2005

      34 Manchikanti L, "Epidemiology of low back pain in adults" 17 (17): 3-10, 2014

      35 Kamran M, "Epidemiology and natural history of low back pain" 20 : 87-92, 2008

      36 Andersson GB, "Epidemiological features of chronic low-back pain" 354 : 581-585, 1999

      37 Lambeek LC, "Effect of integrated care for sick listed patients with chronic low back pain : economic evaluation alongside a randomised controlled trial" 341 : c6414-, 2010

      38 Koes BW, "Diagnosis and treatment of low back pain" 332 : 1430-1434, 2006

      39 Hippisley-Cox J, "Development and validation of QMortality risk prediction algorithm to estimate short term risk of death and assess frailty : cohort study" 358 : j4208-, 2017

      40 Stanton TR, "Definitions of recurrence of an episode of low back pain : a systematic review" 34 : E316-322, 2009

      41 Lee J, "Cohort profile : the National Health Insurance Service-National Sample Cohort(NHIS-NSC), South Korea" 46 : e15-, 2017

      42 Hassoon A, "Chronic low-back pain in adult with diabetes : NHANES 2009-2010" 31 : 38-42, 2017

      43 Shiri R, "Cardiovascular and lifestyle risk factors in lumbar radicular pain or clinically defined sciatica : a systematic review" 16 : 2043-2054, 2007

      44 Machado GC, "Can recurrence after an acute episode of low back pain be predicted?" 97 : 889-895, 2017

      45 송선옥, "Background and Data Configuration Process of a Nationwide Population-Based Study Using the Korean National Health Insurance System" 대한당뇨병학회 38 (38): 395-403, 2014

      46 Deyo RA, "Back pain prevalence and visit rates: estimates from U.S. national surveys, 2002" 31 : 2724-2727, 2006

      47 Suman A, "Associations between measures of socio-economic status, beliefs about back pain, and exposure to a mass media campaign to improve back beliefs" 17 : 504-, 2017

      48 Lee S, "Association between low-back pain and lumbar spine bone density : a population-based cross-sectional study" 19 : 307-313, 2013

      49 Bae YH, "Association between Hypertension and the Prevalence of Low Back Pain and Osteoarthritis in Koreans : a cross-sectional study" 10 : e0138790-, 2015

      50 Swain MS, "An international survey of pain in adolescents" 14 : 447-, 2014

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      학술지 이력

      학술지 이력
      연월일 이력구분 이력상세 등재구분
      2023 평가예정 해외DB학술지평가 신청대상 (해외등재 학술지 평가)
      2020-01-01 평가 등재학술지 유지 (해외등재 학술지 평가) KCI등재
      2011-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2009-06-16 학술지명변경 한글명 : 대한통증학회지 -> The Korean Journal of Pain
      외국어명 : The Korean Journal of Pain -> 미등록
      KCI등재
      2009-01-01 평가 등재학술지 유지 (등재유지) KCI등재
      2007-01-01 평가 등재 1차 FAIL (등재유지) KCI등재
      2005-05-11 학술지명변경 외국어명 : The Journal of The Korean Pain Society -> The Korean Journal of Pain KCI등재
      2004-01-01 평가 등재학술지 선정 (등재후보2차) KCI등재
      2003-01-01 평가 등재후보 1차 PASS (등재후보1차) KCI등재후보
      2002-01-01 평가 등재후보학술지 유지 (등재후보1차) KCI등재후보
      2000-07-01 평가 등재후보학술지 선정 (신규평가) KCI등재후보
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      학술지 인용정보

      학술지 인용정보
      기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
      2016 0.26 0.26 0.24
      KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
      0.2 0.19 0.396 0.16
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