Skip to main content

Table 1 Characteristics of the categorical variables used in the second stage of the two-stage LCA

From: Identifying subgroups of patients using latent class analysis: should we use a single-stage or a two-stage approach? A methodological study using a cohort of patients with low back pain

Latent Class Analysis derived variable (domain-specific patient categories from each health domain)

Prevalence, %

Posterior probability, median (interquartile range)

Activity

 

0.97

 Very high degree of disability (on all features)

27

(0.85-0.99)

 Very high degree of disability, but no walking distance limitation

24

 

 Very low degree of disability

15

 

 Low degree of disability, but dressing problems

11

 

 Moderate degree of disability, no walking distance limitations

9

 

 Low degree of disability, but difficulties in household duties

9

 

 Moderate degree of disability, high degree of walking limitations (speed and distance)

5

 

Contextual factors

 

1.00

 Healthy males working full‐time or self‐employed

33

(0.98-1.00)

 Healthy females working full‐time or part‐time

21

 

 Females with comorbidity, working full‐time or part-time

16

 

 Males with comorbidity, working full‐time or self-employed

16

 

 Healthy patients in their 30s, higher BMI, working full-time, student or unemployed

6

 

 Healthy students (approx. 25 years of age), lower BMI, fewer with health insurance

4

 

 Retired patients (or working part‐time) with comorbidity, fewer with health insurance

4

 

Pain

 

0.97

 Recent LBP with high degree of back pain severity

27

(0.83-0.99)

 Recent LBP with high degree of back pain severity and moderate degree of leg pain severity

22

 

 Recent LBP with low degree of back pain severity

17

 

 Persistent LBP, high degree of back and leg pain severity

11

 

 Recent LBP with moderate degree of back pain severity, moderate degree of leg pain severity

10

 

 Persistent LBP, moderate degree of back pain severity and low degree of leg pain severity

9

 

 Recent LBP, moderate degree of LBP severity, moderate-high degree of leg pain severity, non-dominating LBP

5

 

Participation

 

0.88

 Very low work and SPL, low degree of physical workload

38

(0.66-0.94)

 Very low SPL, unsure if work aggravates/makes worse, whichever degree of physical workload

17

 

 Very low SPL, work is too heavy, aggravates/makes worse, pain caused by or at work, high degree of physical workload

14

 

 High degree of SPL, but low degree of work limitations whichever degree of physical workload

10

 

 Moderate degree of SPL, work aggravated/makes pain worse, very low degree of physical workload

8

 

 Low degree of SPL, pain caused by work, none with very low degree of physical workload

8

 

 High degree of SPL, work is too heavy, aggravates/makes worse, pain caused by work, high degree of physical workload

6

 

Physical impairment

 

0.98

 LBP on flexion and extension, no leg pain

28

(0.87-1.00)

 LBP on flexion, extension, and side glide, no leg pain, SI joint pain, TrP and painful buttock/leg muscles

19

 

 LBP on flexion, extension and side glide, no leg pain, diagnosis: reducible disc

16

 

 LBP on flexion, extension and side glide, no leg pain, diagnosis: partly reducible disc

15

 

 LBP on active range of motion in all directions

14

 

 Leg pain on flexion, extension and side glide, neurological signs, TrP and painful buttock/leg muscles

8

 

Psychology

 

0.97

 Treatment believers with low degree of depressive mood

21

(0.88-1.00)

 Pain-related concerns, moderate degree of depressive mood

17

 

 Uncomplicated psychological profile

14

 

 Sleep well, low degree of depressive mood

13

 

 Treatment believers with sleep issues and moderate degree of depressive mood

13

 

 Sleep issues, low degree of pain-related concerns

11

 

 The complicated psychological profile

6

 

 Pain-related concerns, low degree of depressive mood

5

 
  1. LCA Latent Class Analysis, BMI Body Mass Index, LBP low back pain, SPL social participation limitations, SI sacroiliac, TrP trigger points