| Literature DB >> 29563780 |
Signe B Bentsen1, Christine Miaskowski2, Bruce A Cooper3, Vivi L Christensen4,5, Anne H Henriksen6, Are M Holm7,8, Tone Rustøen5,9.
Abstract
Background: Few studies have examined changes in the pain experience of patients with COPD and predictors of pain in these patients.Entities:
Keywords: chronic obstructive pulmonary disease; latent profile analysis; pain; pain occurrence; patient-reported outcomes; worst pain severity
Mesh:
Year: 2018 PMID: 29563780 PMCID: PMC5846750 DOI: 10.2147/COPD.S150114
Source DB: PubMed Journal: Int J Chron Obstruct Pulmon Dis ISSN: 1176-9106
Characteristics in the total sample at enrollment into the study (n=267)
| Characteristics | Mean (SD) | Range |
|---|---|---|
| Age (years) | 63.2 (9.0) | 37–84 |
| FEV1 (liters) | 1.0 (0.6) | 0.2–2.9 |
| FEV1 % predicted | 38.9 (19.3) | 10.4–80.0 |
| Number of years with COPD | 7.6 (6.3) | 0–35 |
| Pack-years smoking | 35.7 (22.3) | 0.3–160 |
| Number of comorbidities | 2.3 (1.7) | 0–11 |
| BMI (kg/m2) | 23.9 (4.6) | 14.9–37.7 |
| 6MWT (meters) | 378.8 (131.5) | 36–720 |
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| Sex | ||
| Male | 126 | (47.2) |
| Female | 141 | (52.8) |
| Cohabitation | ||
| Living with someone | 175 | (66.3) |
| Living alone | 89 | (33.7) |
| Education | ||
| Primary | 96 | (36.8) |
| Secondary | 136 | (52.1) |
| University/college | 29 | (11.1) |
| Smoking | ||
| Current | 64 | (24.0) |
| Previous | 200 | (74.9) |
| Never | 3 | (1.1) |
| Disease severity based on GOLD criteria | ||
| Moderate | 83 | (31.1) |
| Severe | 61 | (22.8) |
| Very severe | 123 | (46.1) |
Abbreviations: BMI, body mass index; FEV1, forced expiratory volume in one second; FEV1%, forced expiratory volume in one second as a percentage of the predicted value; GOLD, Global Initiative for Chronic Obstructive Lung Disease; 6MWT, 6 Minute Walk Test.
Latent class profile analysis solutions and fit indices for the 1-class through 3-class solutions for probability of occurrence of pain and severity of worst pain
| Model | LL | AIC | BIC | Entropy | VLMR |
|---|---|---|---|---|---|
| 1-class | −505.66 | 1,021.32 | 1,037.94 | N/A | N/A |
| 2-class | −442.61 | 907.22 | 943.78 | 0.70 | 126.10 |
| 3-class | −439.76 | 913.52 | 970.01 | 0.73 | 5.70NS |
| 1-class | −1,541.10 | 3,110.20 | 3,156.58 | N/A | N/A |
| 2-class | −1,492.67 | 3,025.35 | 3,091.61 | 0.68 | 96.85 |
| 3-class | −1,476.31 | 3,004.63 | 3,090.77 | 0.77 | 32.71NS |
Notes:
p<0.0001.
The 2-class solution was selected for pain occurrence because the BIC for that solution was lower than the BIC for both the 1- and 3-class solutions. In addition, the VLMR was significant for the 2-class solution, indicating that 2-classes fit the data better than 1-class, but the VLMR was not significant for the 3-class solution, indicating that too many classes had been extracted. In addition, the 3-class solution resulted in a third, very small class (14 cases, 6.8% of the sample in the model) that is unlikely to generalize to other samples.
The 2-class solution was selected for pain severity because the BIC for that solution was lower than the BIC for the 1-class solution. In addition, the VLMR was significant for the 2-class solution, indicating that 2-classes fit the data better than 1-class, but the VLMR was not significant for the 3-class solution, indicating that too many classes had been extracted. In addition, the 3-class solution resulted in a third, very small class (9 cases, 4.6% of the sample in the model) that is unlikely to generalize to other samples.
Abbreviations: AIC, Akaike’s Information Criterion; BIC, Bayesian Information Criterion; LL, log-likelihood; N/A, not applicable; NS, not significant; VLMR, Vuong-Lo-Mendell-Rubin likelihood ratio test for the K vs K-1 model.
Figure 1Probability of pain occurrence in the two latent classes across five assessments.
Differences in demographic and clinical characteristics, and health-related quality of life among the three latent pain groups based on probability of occurrence of pain
| Characteristic | No pain (1) | Moderate probability of pain (2) | High probability of pain (3) | Statistics |
|---|---|---|---|---|
| 23.2% (n=62)
| 28.8% (n=77)
| 47.9% (n=128)
| ||
| Mean (SD) | Mean (SD) | Mean (SD) | ||
| Age (years) | 62.4 (8.5) | 62.1 (8.4) | 64.2 (9.6) | |
| SCQ score (0–57) | 2.4 (2.4) | 3.7 (3.0) | 6.4 (4.4) | |
| Number of comorbidities | 1.3 (1.2) | 2.0 (1.5) | 3.0 (1.8) | |
| Number of years since diagnosis of COPD | 7.3 (6.2) | 7.2 (5.9) | 8.1 (6.5) | |
| BMI (kg/m2) | 22.7 (4.2) | 24.2 (4.7) | 24.4 (4.6) | |
| FEV1 (liters) | 0.9 (0.6) | 1.1 (0.6) | 1.1 (0.6) | KW, |
| FEV1 % predicted | 31.5 (16.8) | 39.3 (19.0) | 42.2 (19.8) | KW, |
| 6MWT (meters) | 386.9 (140.6) | 394.2 (143.3) | 364.3 (117.6) | |
| Number of pain locations | N/A | 1.7 (2.7) | 6.0 (5.3) | |
| Pain inference (0–10) | N/A | 1.4 (1.5) | 3.5 (2.7) | |
| Symptoms (SGRQ, 0–100) | 56.2 (21.6) | 59.3 (20.3) | 65.4 (19.7) | |
| Activity (SGRQ, 0–100) | 70.3 (24.6) | 70.5 (22.7) | 70.7 (21.8) | |
| Impact (SGRQ, 0–100) | 40.1 (20.9) | 43.8 (20.7) | 48.3 (19.1) | |
| Total score (SGRQ, 0–100) | 52.8 (20.1) | 54.9 (18.2) | 58.2 (17.3) | |
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| Sex | ||||
| Male | 64.5 (40) | 49.4 (38) | 37.0 (48) | |
| Female | 35.5 (22) | 50.6 (39) | 63.0 (80) | |
| Cohabitation | ||||
| Lives alone | 24.6 (15) | 32.5 (25) | 38.9 (49) | |
| Lives with someone | 75.4 (46) | 67.5 (52) | 61.1 (77) | |
| Education | KW, | |||
| Primary | 23.3 (14) | 39.0 (30) | 41.9 (52) | |
| Secondary | 56.7 (34) | 50.6 (39) | 50.8 (63) | |
| University | 20.0 (12) | 10.4 (8) | 7.3 (9) | |
| Smoking | ||||
| Yes | 96.8 (60) | 100.0 (77) | 99.2 (127) | |
| No | 3.2 (2) | 0.0 (0) | 0.8 (1) | |
| Disease severity based on GOLD criteria | KW, | |||
| Moderate | 16.2 (10) | 35.0 (27) | 36.0 (46) | |
| Severe | 25.8 (16) | 18.2 (14) | 24.2 (31) | |
| Very severe | 58.0 (36) | 46.8 (36) | 39.8 (51) | |
| Comorbid conditions | ||||
| Heart disease | 10.2 (6) | 12.9 (9) | 25.9 (29) | |
| High blood pressure | 29.3 (17) | 23.6 (17) | 34.8 (40) | |
| Cancer | 0.0 (0) | 0.0 (0) | 4.6 (5) | |
| Diabetes | 5.0 (3) | 11.1 (8) | 8.1 (9) | |
| Ulcer or stomach disease | 3.4 (2) | 4.2 (3) | 8.4 (9) | |
| Bowel disease | 1.7 (1) | 4.3 (3) | 6.5 (7) | |
| Kidney disease | 1.7 (1) | 1.4 (1) | 2.8 (3) | |
| Liver disease | 0.0 (0) | 0.0 (0) | 0.9 (1) | |
| Anemia or other blood disease | 0.0 (0) | 2.9 (2) | 1.9 (2) | |
| Headache | 8.5 (5) | 22.9 (16) | 32.4 (35) | |
| Depression | 15.0 (9) | 24.3 (17) | 33.0 (37) | |
| Osteoarthritis | 3.5 (2) | 10.0 (7) | 31.5 (35) | |
| Back and neck pain | 8.5 (5) | 43.1 (31) | 68.7 (79) | |
| Rheumatoid arthritis | 5.2 (3) | 2.9 (2) | 5.5 (6) | |
| Disease of muscle/connective tissue | 1.7 (1) | 2.9 (82) | 15.7 (17) | |
| Skin diseases | 12.1 (7) | 17.1 (12) | 17.7 (20) | |
Note:
Reference group.
indicates significant differences among the latent classes, but no significant pairwise group differences.
Abbreviations: BMI, body mass index; FEV1, forced expiratory volume in one second; FEV1%, forced expiratory volume in one second as a percentage of the predicted value; GOLD, Global Initiative for Chronic Obstructive Pulmonary Disease; KW, Kruskal–Wallis test; N/A, not applicable; SCQ, self-administered comorbidity questionnaire; SGRQ, St George Respiratory Questionnaire; 6MWT, 6 Minute Walk Test.
Figure 2Severity of worst pain in the two latent classes across five assessments.
Differences in demographic and clinical characteristics, and health-related quality of life among the three latent pain groups based on ratings of severity of worst pain
| Characteristics | No pain (1) | Mild pain (2) | Moderate pain (3) | Statistics |
|---|---|---|---|---|
| Mean (SD) | Mean (SD) | Mean (SD) | ||
| Age (years) | 62.3 (8.4) | 62.9 (8.4) | 64.1 (10.0) | |
| SCQ score (0–57) | 2.3 (2.4) | 4.0 (3.1) | 6.9 (4.6) | |
| Number of comorbidities | 1.2 (1.2) | 2.2 (1.4) | 3.2 (1.9) | |
| Number of years since diagnosis of COPD | 7.3 (6.1) | 7.7 (6.2) | 7.8 (6.5) | |
| BMI (kg/m2) | 22.7 (4.1) | 24.1 (4.6) | 24.6 (4.7) | |
| FEV1 (liters) | 0.9 (0.6) | 1.0 (0.5) | 1.2 (0.6) | KW, |
| FEV1 % predicted | 31.1 (16.6) | 37.6 (18.4) | 45.3 (19.9) | KW, |
| 6MWT (meters) | 385.3 (139.8) | 376.7 (130.6) | 376.5 (128.2) | |
| Number of pain locations | N/A | 2.5 (3.0) | 6.5 (5.7) | |
| Pain inference (0–10) | N/A | 1.6 (2.0) | 4.0 (2.6) | |
| Symptoms (SGRQ, 0–100) | 57.0 (21.7) | 60.9 (20.8) | 65.2 (19.2) | |
| Activity (SGRQ, 0–100) | 70.4 (24.3) | 70.9 (21.7) | 70.3 (22.7) | |
| Impact (SGRQ, 0–100) | 41.0 (21.3) | 45.5 (20.5) | 47.2 (18.9) | |
| Total score (SGRQ, 0–100) | 53.5 (20.2) | 56.0 (18.6) | 57.7 (16.5) | |
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| Sex | ||||
| Male | 62.5 (40) | 48.6 (51) | 35.7 (35) | |
| Female | 37.5 (24) | 51.4 (54) | 64.3 (63) | |
| Cohabitation | ||||
| Lives alone | 25.0 (16) | 34.0 (35) | 38.8 (38) | |
| Lives with someone | 75.0 (47) | 66.0 (68) | 61.2 (60) | |
| Education | KW, | |||
| Primary | 22.5 (14) | 39.4 (41) | 43.2 (41) | |
| Secondary | 56.5 (35) | 53.9 (56) | 47.4 (45) | |
| University | 21.0 (13) | 6.7 (7) | 9.4 (9) | |
| Smoking | ||||
| Yes | 96.9 (62) | 100.0 (105) | 99.0 (97) | |
| No | 3.1 (2) | 0.0 (0) | 1.0 (1) | |
| Disease severity based on GOLD criteria | KW, | |||
| Moderate | 15.6 (10) | 29.5 (31) | 42.9 (42) | |
| Severe | 25.0 (16) | 18.1 (19) | 26.5 (26) | |
| Very severe | 59.4 (38) | 52.4 (55) | 30.6 (30) | |
| Comorbid conditions | ||||
| Heart disease | 9.8 (6) | 15.3 (15) | 28.0 (23) | |
| High blood pressure | 28.3 (17) | 24.5 (24) | 37.9 (33) | |
| Cancer | 0.0 (0) | 1.0 (1) | 5.0 (4) | |
| Diabetes | 4.8 (3) | 7.1 (7) | 12.0 (10) | |
| Ulcer or stomach disease | 3.3 (2) | 6.1 (6) | 7.6 (6) | |
| Bowel disease | 1.7 (1) | 3.1 (3) | 8.8 (7) | |
| Kidney disease | 1.7 (1) | 1.0 (1) | 3.8 (3) | |
| Liver disease | 0.0 (0) | 1.0 (1) | 0.0 (0) | |
| Anemia or other blood disease | 0.0 (0) | 1.1 (1) | 3.7 (3) | |
| Headache | 8.2 (5) | 22.9 (22) | 36.2 (29) | |
| Depression | 16.1 (10) | 25.3 (24) | 34.1 (29) | |
| Osteoarthritis | 3.4 (2) | 13.7 (13) | 34.5 (29) | |
| Back and neck pain | 8.2 (5) | 49.0 (48) | 71.3 (62) | |
| Rheumatoid arthritis | 5.0 (3) | 1.0 (1) | 8.6 (7) | |
| Disease of muscle/connective tissue | 1.7 (1) | 5.4 (5) | 17.1 (14) | |
| Skin disease | 11.7 (7) | 18.6 (18) | 16.7 (14) | |
Notes:
Reference group;
indicates significant differences among the latent classes, but no significant pairwise group differences.
Abbreviations: BMI, body mass index; FEV1, forced expiratory volume in one second; FEV1%, forced expiratory volume in one second as a percentage of the predicted value; GOLD, Global Initiative for Chronic Obstructive Pulmonary Disease; KW, Kruskal–Wallis test; N/A, not applicable; SCQ, self-administered comorbidity questionnaire; SGRQ, St George Respiratory Questionnaire; 6MWT, 6 Minute Walk Test.