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. Author manuscript; available in PMC: 2019 Feb 1.
Published in final edited form as: J Pain Symptom Manage. 2017 Aug 30;55(2):318–333.e4. doi: 10.1016/j.jpainsymman.2017.08.020

Table 5.

Differences in Demographic and Clinical Characteristics Among the Patient Subgroups Using K-Modes Analysis

Characteristic All Low n=536 (40.3%) (0) Moderate Physical & Lower Psychological n=205 (15.4%) (1) Moderate Physical & Higher Psychological n=280 (21.1%) (2) All High n=308 (23.2%) (3) Statistics

Mean (SD) Mean (SD) Mean (SD) Mean (SD)

Age (years) 59.6 (11.7) 58.1 (12.1) 55.3 (13.1) 54.4 (12.1) F(3,1325) = 15.10, p<.001
0 > 2 and 3
1 > 3

Education (years) 16.3 (3.1) 16.0 (2.9) 16.7 (3.0) 15.6 (2.9) F(3,1298) = 6.44, p<.001
0 > 2 and 3

Body mass index (kg/m2) 26.2 (5.5) 26.3 (5.8) 25.8 (5.2) 26.7 (6.3) F(3,1307) = 1.26, p = .287

Karnofsky Performance Status score 85.0 (11.3) 77.8 (12.2) 78.6 (11.9) 74.2 (11.7) F(3,1271) = 59.38, p<.001
0 >1, 2, and 3
1 and 2 > 3

Number of comorbidities 2.1 (1.3) 2.6 (1.4) 2.4 (1.4) 2.9 (1.6) F(3,1325) = 20.27, p<.001
0 <1 and 3
2 < 3

SCQ score 4.7 (2.7) 5.9 (3.1) 5.5 (3.0) 6.6 (3.8) F(3,1325) = 28.30, p<.001
0 <1, 2, and 3
1 and 2 < 3

AUDIT score 3.1 (2.2) 2.3 (1.9) 3.1 (2.7) 3.1 (2.9) F(3,856) = 3.92, p = .009
1 < 0, 2 and 3

Time since cancer diagnosis (years) 2.0 (3.8) 2.2 (4.0) 2.1 (4.3) 1.7 (3.6) KW, p = .831

Time since cancer diagnosis (median) 0.42 0.40 0.45 0.42

Number of prior cancer treatments 1.6 (1.5) 1.6 (1.5) 1.7 (1.5) 1.6 (1.5) F(3,1312) = 0.41, p = .748

Number of metastatic sites including lymph node involvement 1.3 (1.2) 1.4 (1.3) 1.2 (1.2) 1.1 (1.2) F(3,1325) = 2.33, p = .073

Number of metastatic sites excluding lymph node involvement 0.8 (1.0) 0.9 (1.1) 0.8 (1.1) 0.7 (1.0) F(3,1325) = 1.83, p = .140

% (n) % (n) % (n) % (n)

Gender X2 = 50.10, p<.001
 Female+ 69.6 (373) 74.1 (152) 83.9 (235) 88.6 (273) 0 < 2 and 3
 Male 30.4 (163) 25.9 (53) 15.7 (44) 11.4 (35) 1 < 3
 Transgender* 0.0 (0) 0.0 (0) 0.4 (1) 0.0 (0)

Ethnicity X2 = 24.93, p = .003
 White 71.2 (375) 60.7 (122) 77.8 (217) 66.6 (203) 1 and 3 < 2
 Black 12.7 (67) 16.9 (34) 8.6 (24) 11.8 (36) 1 > 2
 Asian or Pacific Islander 7.2 (38) 10.9 (22) 4.3 (12) 7.5 (23) 1 > 2
 Hispanic Mixed or Other 8.9 (47) 11.4 (23) 9.3 (26) 14.1 (43) NS

Married or partnered (% yes) 66.9 (354) 64.4 (130) 60.9 (167) 63.0 (192) X2 = 3.16, p = .367

Lives alone (% yes) 20.7 (109) 20.2 (41) 23.3 (64) 22.5 (69) X2 = 1.12, p = .773

Child care responsibilities (% yes) 19.4 (102) 17.4 (34) 20.4 (57) 31.0 (93) X2 = 19.01, p = .000
0, 1, and 2 < 3

Care of adult responsibilities (% yes) 6.1 (30) 9.9 (18) 8.3 (21) 9.4 (26) X2 = 4.15, p = .246

Currently employed (% yes) 38.9 (206) 36.0 (73) 37.5 (104) 25.9 (79) X2 = 15.42, p = .001
0 and 2 > 3

Income KW, p = .001
 < $30,000+ 15.1 (70) 20.4 (38) 15.1 (39) 25.6 (72) 0 and 2 < 3
 $30,000 to <$70,000 19.8 (92) 21.0 (39) 22.8 (59) 22.1 (62)
 $70,000 to < $100,000 18.8 (87) 17.7 (33) 13.1 (34) 16.0 (45)
 ≥ $100,000 46.3 (215) 40.9 (76) 49.0 (127) 36.3 (102)

Specific comorbidities (% yes)

 Heart disease 6.3 (34) 7.3 (15) 4.6 (13) 4.9 (15) X2 = 2.33, p = .507

 High blood pressure 30.4 (163) 36.1 (74) 25.7 (72) 31.2 (96) X2 = 6.13, p = .106

 Lung disease 11.2 (60) 9.3 (19) 12.1 (34) 12.0 (37) X2 = 1.21, p = .752

 Diabetes 8.8 (47) 15.1 (31) 5.7 (16) 8.8 (27) X2 = 12.97, p = .005
1 > 2

 Ulcer or stomach disease 3.4 (18) 4.9 (10) 3.9 (11) 8.1 (25) X2 = 10.29, p = .016
0 < 3

 Kidney disease 0.9 (5) 1.5 (3) 1.4 (4) 2.3 (7) X2 = 2.49, p = .476

 Liver disease 6.2 (33) 8.3 (17) 5.7 (16) 6.5 (20) X2 = 1.48, p = .688

 Anemia or blood disease 8.6 (46) 15.1 (31) 9.3 (26) 19.8 (61) X2 = 26.75, p<.001
0 and 2 < 3

 Depression 7.5 (40) 13.7 (28) 28.6 (80) 34.7 (107) X2 = 115.51, p<.001
0 and 1 < 2 and 3

 Osteoarthritis 9.9 (53) 12.2 (25) 13.2 (37) 15.6 (48) X2 = 6.20, p = .102

 Back pain 16.0 (86) 29.3 (60) 26.4 (74) 39.9 (123) X2 = 60.12, p<.001
0 <1, 2, and 3
2 < 3

 Rheumatoid arthritis 3.2 (17) 3.9 (8) 1.8 (5) 4.2 (13) X2 = 3.13, p = .372

Exercise on a regular basis (% yes) 73.6 (388) 69.0 (138) 74.2 (204) 64.4 (192) X2 = 9.73, p = .021
0 > 3

Smoking, current or history of (% yes) 35.5 (188) 34.0 (68) 37.9 (105) 33.6 (101) X2 = 1.38, p = .710

Cancer diagnosis X2 = 43.25, p<.001
 Breast 34.9 (187) 37.1 (76) 47.1 (132) 45.1 (139) 0 < 2 and 3
 Gastrointestinal 34.9 (187) 40.5 (83) 20.4 (57) 26.0 (80) 0 and 1 > 2 and 3
 Gynecological 16.8 (90) 10.7 (22) 22.1 (62) 19.2 (59) 1 < 2
 Lung 13.4 (72) 11.7 (24) 10.4 (29) 9.7 (30) NS

Type of prior cancer treatment KW, p = .226
 No prior treatment 25.9 (135) 30.8 (61) 20.1 (55) 24.0 (72)
 Only surgery, CTX, or RT 41.7 (217) 37.9 (75) 44.3 (121) 43.3 (130)
 Surgery & CTX, or Surgery & RT, or CTX & RT 20.0 (104) 19.7 (39) 22.7 (62) 17.3 (52)
 Surgery & CTX & RT 12.5 (65) 11.6 (23) 12.8 (35) 15.3 (46)

Abbreviations: AUDIT = Alcohol Use Disorders Identification Test, CTX = chemotherapy, kg = kilograms, KW = Kruskal Wallis; m2 = meter squared, NS = not significant, RT = radiation therapy, SCQ = Self-Administered Comorbidity Questionnaire, SD = standard deviation

*

Chi Square analysis and post hoc contrasts done without the transgender patient include in the analyses

+

Reference group for the post hoc comparisons