
Journal of Shanghai Jiao Tong University (Medical Science) ›› 2026, Vol. 46 ›› Issue (8): 1134-1142.doi: 10.3969/j.issn.1674-8115.2026.08.014
• Public health • Previous Articles
Wang Tao1,2, Zhao Mengqing1, Qu Chunjin1, Wang Lin1(
)
Received:2026-02-27
Accepted:2026-04-14
Online:2026-08-28
Published:2026-08-28
Contact:
Wang Lin
E-mail:wanglsd@shsmu.edu.cn
About author:First author contact:The study was designed by Wang Tao. The manuscript was drafted and revised by Wang Tao and Wang Lin. Zhao Mengqing and Qu Chunjin participated in the data collection for this study. All authors have read the final version of the manuscript and consented to its submission.
Supported by:CLC Number:
Wang Tao, Zhao Mengqing, Qu Chunjin, Wang Lin. Analysis of latent profiles and associated factors of resilience among young and middle-aged patients with gastrointestinal cancer undergoing chemotherapy[J]. Journal of Shanghai Jiao Tong University (Medical Science), 2026,(8): 1134-1142.
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URL: https://xuebao.shsmu.edu.cn/EN/10.3969/j.issn.1674-8115.2026.08.014
| Item | Total (n=393) | Passive vulnerability group (n=84) | Stable adaptation group (n=201) | Active growth group (n=108) | χ2/F/H value | P value |
|---|---|---|---|---|---|---|
| Gender/n(%) | 10.966 | 0.004 | ||||
| Male | 205 (52.16) | 31 (36.90) | 109 (54.23) | 65 (60.19) | ||
| Female | 188 (47.84) | 53 (63.10) | 92 (45.77) | 43 (39.81) | ||
| Age/year | 51.0 (43.0, 55.0) | 50.50 (41.0, 56.0) | 51.00 (43.0, 56.0) | 50.50 (44.0, 54.0) | 0.686 | 0.709 |
| Living arrangement/n(%) | 4.875 | 0.087 | ||||
| Alone | 17 (4.33) | 2 (2.38) | 13 (6.47) | 2 (1.85) | ||
| Not alone | 376 (95.67) | 82 (97.62) | 188 (93.53) | 106 (98.15) | ||
| Religion/n(%) | 6.019 | 0.049 | ||||
| Yes | 28 (7.12) | 10 (11.90) | 15 (7.46) | 3 (2.78) | ||
| No | 365 (92.88) | 74 (88.10) | 186 (92.54) | 105 (97.22) | ||
| Education level/n(%) | 14.811 | 0.022 | ||||
| Primary school and below | 38 (9.67) | 15 (17.86) | 18 (8.96) | 5 (4.63) | ||
| Junior middle school | 111 (28.24) | 22 (26.19) | 57 (28.36) | 32 (29.63) | ||
| Senior middle school | 110 (27.99) | 28 (33.33) | 50 (24.88) | 32 (29.63) | ||
| College and above | 134 (34.10) | 19 (22.62) | 76 (37.81) | 39 (36.11) | ||
| Marital status/n(%) | 2.439 | 0.295 | ||||
| Single/divorced/widowed | 39 (9.92) | 11 (13.10) | 21 (10.45) | 7 (6.48) | ||
| Married | 354 (90.08) | 73 (86.90) | 180 (89.55) | 101 (93.52) | ||
| Monthly income/n(%) | 23.351 | 0.001 | ||||
| <3 000 yuan | 131 (33.33) | 42 (50.00) | 62 (30.85) | 27 (25.00) | ||
| 3 000‒<7 000 yuan | 118 (30.03) | 21 (25.00) | 64 (31.84) | 33 (30.56) | ||
| 7 000‒<10 000 yuan | 58 (14.76) | 10 (11.90) | 36 (17.91) | 12 (11.11) | ||
| ≥10 000 yuan | 86 (21.88) | 11 (13.10) | 39 (19.40) | 36 (33.33) | ||
| Medical payment method/n(%) | 5.837 | 0.442 | ||||
| Urban resident basic medical insurance | 203 (51.65) | 39 (46.43) | 104 (51.74) | 60 (55.56) | ||
| Urban employee basic medical insurance | 127 (32.32) | 26 (30.95) | 64 (31.84) | 37 (34.26) | ||
| New rural cooperative medical insurance | 51 (12.98) | 16 (19.05) | 26 (12.94) | 9 (8.33) | ||
| Others | 12 (3.05) | 3 (3.57) | 7 (3.48) | 2 (1.85) | ||
| Cancer diagnosis/n(%) | 4.660 | 0.324 | ||||
| Gastric cancer | 134 (34.10) | 29 (34.52) | 75 (37.31) | 30 (27.78) | ||
| Colon cancer | 172 (43.77) | 40 (47.62) | 79 (39.30) | 53 (49.07) | ||
| Rectal cancer | 87 (22.14) | 15 (17.86) | 47 (23.38) | 25 (23.15) | ||
| Stage/n(%) | 6.109 | 0.411 | ||||
| Ⅰ | 6 (1.53) | 3 (3.57) | 2 (1.00) | 1 (0.93) | ||
| Ⅱ | 38 (9.67) | 7 (8.33) | 24 (11.94) | 7 (6.48) | ||
| Ⅲ | 115 (29.26) | 23 (27.38) | 55 (27.36) | 37 (34.26) | ||
| Ⅳ | 234 (59.54) | 51 (60.71) | 120 (59.70) | 63 (58.33) | ||
| Distant metastasis/n(%) | 0.124 | 0.940 | ||||
| Yes | 232 (59.03) | 50 (59.52) | 117 (58.21) | 65 (60.19) | ||
| No | 161 (40.97) | 34 (40.48) | 84 (41.79) | 43 (39.81) | ||
| Surgery/n(%) | 0.423 | 0.809 | ||||
| Yes | 330 (83.97) | 69 (82.14) | 171 (85.07) | 90 (83.33) | ||
| No | 63 (16.03) | 15 (17.86) | 30 (14.93) | 18 (16.67) | ||
| Hb level/(g·L-1) | 126.0 (111.5, 138.0) | 116.5 (108.0, 137.8) | 126 (115.0, 137.5) | 131 (111.3, 142.0) | 6.433 | 0.040 |
| Anxiety/score | 4.00 (1.00, 7.00) | 7.00 (3.00, 10.00) | 4.00 (1.00, 6.00) | 3.00 (1.00, 5.00) | 27.782 | <0.001 |
| Depression/score | 3.00 (1.00, 6.00) | 6.50 (3.00, 9.75) | 3.00 (1.00, 5.00) | 2.00 (1.00, 4.75) | 50.461 | <0.001 |
| Cognitive reappraisal/score | 30.34±5.06 | 27.61±5.21 | 30.40±4.42 | 32.36±5.13 | 23.253 | <0.001 |
| Expressive suppression/score | 14.71±4.97 | 15.51±4.74 | 14.39±4.82 | 14.69±5.38 | 1.520 | 0.220 |
| Subjective support/score | 24.52±4.33 | 23.06±4.66 | 24.36±4.24 | 25.96±3.79 | 11.506 | <0.001 |
| Objective support/score | 10.59±2.73 | 9.92±2.21 | 10.67±2.72 | 10.97±3.02 | 3.756 | 0.024 |
| Utilization of social support/score | 7.08±2.36 | 6.37±2.12 | 7.10±2.27 | 7.59±2.57 | 6.562 | 0.002 |
Tab 1 Univariate analysis of general information and latent profiles of resilience in patients
| Item | Total (n=393) | Passive vulnerability group (n=84) | Stable adaptation group (n=201) | Active growth group (n=108) | χ2/F/H value | P value |
|---|---|---|---|---|---|---|
| Gender/n(%) | 10.966 | 0.004 | ||||
| Male | 205 (52.16) | 31 (36.90) | 109 (54.23) | 65 (60.19) | ||
| Female | 188 (47.84) | 53 (63.10) | 92 (45.77) | 43 (39.81) | ||
| Age/year | 51.0 (43.0, 55.0) | 50.50 (41.0, 56.0) | 51.00 (43.0, 56.0) | 50.50 (44.0, 54.0) | 0.686 | 0.709 |
| Living arrangement/n(%) | 4.875 | 0.087 | ||||
| Alone | 17 (4.33) | 2 (2.38) | 13 (6.47) | 2 (1.85) | ||
| Not alone | 376 (95.67) | 82 (97.62) | 188 (93.53) | 106 (98.15) | ||
| Religion/n(%) | 6.019 | 0.049 | ||||
| Yes | 28 (7.12) | 10 (11.90) | 15 (7.46) | 3 (2.78) | ||
| No | 365 (92.88) | 74 (88.10) | 186 (92.54) | 105 (97.22) | ||
| Education level/n(%) | 14.811 | 0.022 | ||||
| Primary school and below | 38 (9.67) | 15 (17.86) | 18 (8.96) | 5 (4.63) | ||
| Junior middle school | 111 (28.24) | 22 (26.19) | 57 (28.36) | 32 (29.63) | ||
| Senior middle school | 110 (27.99) | 28 (33.33) | 50 (24.88) | 32 (29.63) | ||
| College and above | 134 (34.10) | 19 (22.62) | 76 (37.81) | 39 (36.11) | ||
| Marital status/n(%) | 2.439 | 0.295 | ||||
| Single/divorced/widowed | 39 (9.92) | 11 (13.10) | 21 (10.45) | 7 (6.48) | ||
| Married | 354 (90.08) | 73 (86.90) | 180 (89.55) | 101 (93.52) | ||
| Monthly income/n(%) | 23.351 | 0.001 | ||||
| <3 000 yuan | 131 (33.33) | 42 (50.00) | 62 (30.85) | 27 (25.00) | ||
| 3 000‒<7 000 yuan | 118 (30.03) | 21 (25.00) | 64 (31.84) | 33 (30.56) | ||
| 7 000‒<10 000 yuan | 58 (14.76) | 10 (11.90) | 36 (17.91) | 12 (11.11) | ||
| ≥10 000 yuan | 86 (21.88) | 11 (13.10) | 39 (19.40) | 36 (33.33) | ||
| Medical payment method/n(%) | 5.837 | 0.442 | ||||
| Urban resident basic medical insurance | 203 (51.65) | 39 (46.43) | 104 (51.74) | 60 (55.56) | ||
| Urban employee basic medical insurance | 127 (32.32) | 26 (30.95) | 64 (31.84) | 37 (34.26) | ||
| New rural cooperative medical insurance | 51 (12.98) | 16 (19.05) | 26 (12.94) | 9 (8.33) | ||
| Others | 12 (3.05) | 3 (3.57) | 7 (3.48) | 2 (1.85) | ||
| Cancer diagnosis/n(%) | 4.660 | 0.324 | ||||
| Gastric cancer | 134 (34.10) | 29 (34.52) | 75 (37.31) | 30 (27.78) | ||
| Colon cancer | 172 (43.77) | 40 (47.62) | 79 (39.30) | 53 (49.07) | ||
| Rectal cancer | 87 (22.14) | 15 (17.86) | 47 (23.38) | 25 (23.15) | ||
| Stage/n(%) | 6.109 | 0.411 | ||||
| Ⅰ | 6 (1.53) | 3 (3.57) | 2 (1.00) | 1 (0.93) | ||
| Ⅱ | 38 (9.67) | 7 (8.33) | 24 (11.94) | 7 (6.48) | ||
| Ⅲ | 115 (29.26) | 23 (27.38) | 55 (27.36) | 37 (34.26) | ||
| Ⅳ | 234 (59.54) | 51 (60.71) | 120 (59.70) | 63 (58.33) | ||
| Distant metastasis/n(%) | 0.124 | 0.940 | ||||
| Yes | 232 (59.03) | 50 (59.52) | 117 (58.21) | 65 (60.19) | ||
| No | 161 (40.97) | 34 (40.48) | 84 (41.79) | 43 (39.81) | ||
| Surgery/n(%) | 0.423 | 0.809 | ||||
| Yes | 330 (83.97) | 69 (82.14) | 171 (85.07) | 90 (83.33) | ||
| No | 63 (16.03) | 15 (17.86) | 30 (14.93) | 18 (16.67) | ||
| Hb level/(g·L-1) | 126.0 (111.5, 138.0) | 116.5 (108.0, 137.8) | 126 (115.0, 137.5) | 131 (111.3, 142.0) | 6.433 | 0.040 |
| Anxiety/score | 4.00 (1.00, 7.00) | 7.00 (3.00, 10.00) | 4.00 (1.00, 6.00) | 3.00 (1.00, 5.00) | 27.782 | <0.001 |
| Depression/score | 3.00 (1.00, 6.00) | 6.50 (3.00, 9.75) | 3.00 (1.00, 5.00) | 2.00 (1.00, 4.75) | 50.461 | <0.001 |
| Cognitive reappraisal/score | 30.34±5.06 | 27.61±5.21 | 30.40±4.42 | 32.36±5.13 | 23.253 | <0.001 |
| Expressive suppression/score | 14.71±4.97 | 15.51±4.74 | 14.39±4.82 | 14.69±5.38 | 1.520 | 0.220 |
| Subjective support/score | 24.52±4.33 | 23.06±4.66 | 24.36±4.24 | 25.96±3.79 | 11.506 | <0.001 |
| Objective support/score | 10.59±2.73 | 9.92±2.21 | 10.67±2.72 | 10.97±3.02 | 3.756 | 0.024 |
| Utilization of social support/score | 7.08±2.36 | 6.37±2.12 | 7.10±2.27 | 7.59±2.57 | 6.562 | 0.002 |
| Model | AIC | BIC | aBIC | LMR (P value) | BLRT (P value) | Entropy | Class probability |
|---|---|---|---|---|---|---|---|
| 1 | 26 786.203 | 26 984.893 | 26 826.244 | ‒ | ‒ | ‒ | 1 |
| 2 | 24 840.525 | 25 142.535 | 24 901.388 | <0.001 | <0.001 | 0.921 | 0.356/0.644 |
| 3 | 24 225.387 | 24 630.715 | 24 307.072 | 0.001 | <0.001 | 0.911 | 0.213/0.511/0.275 |
| 4 | 24 032.901 | 24 541.548 | 24 135.407 | 0.423 | <0.001 | 0.907 | 0.046/0.232/0.476/0.247 |
| 5 | 23 914.470 | 24 526.438 | 24 037.800 | 0.510 | <0.001 | 0.875 | 0.041/0.170/0.303/0.356/0.130 |
Tab 2 Model fit indices for LPA of resilience in young and middle-aged patients with gastrointestinal cancer undergoing chemotherapy
| Model | AIC | BIC | aBIC | LMR (P value) | BLRT (P value) | Entropy | Class probability |
|---|---|---|---|---|---|---|---|
| 1 | 26 786.203 | 26 984.893 | 26 826.244 | ‒ | ‒ | ‒ | 1 |
| 2 | 24 840.525 | 25 142.535 | 24 901.388 | <0.001 | <0.001 | 0.921 | 0.356/0.644 |
| 3 | 24 225.387 | 24 630.715 | 24 307.072 | 0.001 | <0.001 | 0.911 | 0.213/0.511/0.275 |
| 4 | 24 032.901 | 24 541.548 | 24 135.407 | 0.423 | <0.001 | 0.907 | 0.046/0.232/0.476/0.247 |
| 5 | 23 914.470 | 24 526.438 | 24 037.800 | 0.510 | <0.001 | 0.875 | 0.041/0.170/0.303/0.356/0.130 |
| Item | C1 vs C3 (C3 as the reference group) | C2 vs C3 (C3 as the reference group) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B | SE | Wald χ² | P value | OR | 95% CI | B | SE | Wald χ2 | P value | OR | 95% CI | |
| Male | 0.752 | 0.380 | 3.910 | 0.048 | 2.121 | 1.007‒4.470 | 0.201 | 0.283 | 0.502 | 0.479 | 1.222 | 0.701‒2.130 |
| Having religion | -1.997 | 0.778 | 6.591 | 0.010 | 0.136 | 0.030‒0.623 | -1.516 | 0.685 | 4.904 | 0.027 | 0.219 | 0.057‒0.840 |
| Education level | ||||||||||||
| Primary school and below | 0.713 | 0.737 | 0.937 | 0.333 | 2.040 | 0.481‒8.647 | 0.152 | 0.613 | 0.061 | 0.804 | 1.164 | 0.350‒3.872 |
| Junior high school | -0.354 | 0.544 | 0.424 | 0.515 | 0.702 | 0.241‒2.039 | -0.346 | 0.373 | 0.861 | 0.353 | 0.708 | 0.341‒1.469 |
| Senior high school | 0.253 | 0.488 | 0.270 | 0.603 | 1.288 | 0.495‒3.350 | -0.544 | 0.352 | 2.387 | 0.122 | 0.580 | 0.291‒1.157 |
| Monthly income | ||||||||||||
| <3 000 yuan | 1.276 | 0.597 | 4.571 | 0.033 | 3.582 | 1.112‒11.536 | 0.859 | 0.421 | 4.165 | 0.041 | 2.361 | 1.035‒5.388 |
| 3 000‒<7 000 yuan | 0.567 | 0.571 | 0.987 | 0.320 | 1.764 | 0.576‒5.403 | 0.786 | 0.376 | 4.355 | 0.037 | 2.194 | 1.049‒4.587 |
| 7 000‒<10 000 yuan | 0.590 | 0.663 | 0.793 | 0.373 | 1.804 | 0.492‒6.614 | 1.153 | 0.450 | 6.569 | 0.010 | 3.167 | 1.312‒7.646 |
| Anxiety level | -0.011 | 0.071 | 0.022 | 0.881 | 0.989 | 0.861‒1.137 | -0.012 | 0.055 | 0.046 | 0.831 | 0.988 | 0.888‒1.100 |
| Depression level | 0.263 | 0.086 | 9.377 | 0.002 | 1.301 | 1.099‒1.539 | 0.064 | 0.067 | 0.920 | 0.337 | 1.066 | 0.935‒1.216 |
| Subjective support | -0.127 | 0.049 | 6.793 | 0.009 | 0.880 | 0.800‒0.969 | -0.102 | 0.037 | 7.507 | 0.006 | 0.903 | 0.839‒0.971 |
| Objective support | 0.050 | 0.075 | 0.450 | 0.502 | 1.052 | 0.908‒1.218 | 0.050 | 0.051 | 0.952 | 0.329 | 1.051 | 0.951‒1.162 |
| Utilization of social support | -0.126 | 0.080 | 2.500 | 0.114 | 0.881 | 0.754‒1.031 | -0.015 | 0.056 | 0.067 | 0.795 | 0.986 | 0.883‒1.100 |
| Cognitive reappraisal | -0.129 | 0.041 | 10.164 | 0.001 | 0.879 | 0.811‒0.951 | -0.074 | 0.030 | 6.199 | 0.013 | 0.929 | 0.877‒0.984 |
| Hb level | -0.004 | 0.010 | 0.160 | 0.689 | 0.996 | 0.977‒1.015 | 0.004 | 0.008 | 0.270 | 0.603 | 1.004 | 0.989‒1.020 |
Tab 3 Multivariate Logistic regression analysis of latent profiles of resilience
| Item | C1 vs C3 (C3 as the reference group) | C2 vs C3 (C3 as the reference group) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| B | SE | Wald χ² | P value | OR | 95% CI | B | SE | Wald χ2 | P value | OR | 95% CI | |
| Male | 0.752 | 0.380 | 3.910 | 0.048 | 2.121 | 1.007‒4.470 | 0.201 | 0.283 | 0.502 | 0.479 | 1.222 | 0.701‒2.130 |
| Having religion | -1.997 | 0.778 | 6.591 | 0.010 | 0.136 | 0.030‒0.623 | -1.516 | 0.685 | 4.904 | 0.027 | 0.219 | 0.057‒0.840 |
| Education level | ||||||||||||
| Primary school and below | 0.713 | 0.737 | 0.937 | 0.333 | 2.040 | 0.481‒8.647 | 0.152 | 0.613 | 0.061 | 0.804 | 1.164 | 0.350‒3.872 |
| Junior high school | -0.354 | 0.544 | 0.424 | 0.515 | 0.702 | 0.241‒2.039 | -0.346 | 0.373 | 0.861 | 0.353 | 0.708 | 0.341‒1.469 |
| Senior high school | 0.253 | 0.488 | 0.270 | 0.603 | 1.288 | 0.495‒3.350 | -0.544 | 0.352 | 2.387 | 0.122 | 0.580 | 0.291‒1.157 |
| Monthly income | ||||||||||||
| <3 000 yuan | 1.276 | 0.597 | 4.571 | 0.033 | 3.582 | 1.112‒11.536 | 0.859 | 0.421 | 4.165 | 0.041 | 2.361 | 1.035‒5.388 |
| 3 000‒<7 000 yuan | 0.567 | 0.571 | 0.987 | 0.320 | 1.764 | 0.576‒5.403 | 0.786 | 0.376 | 4.355 | 0.037 | 2.194 | 1.049‒4.587 |
| 7 000‒<10 000 yuan | 0.590 | 0.663 | 0.793 | 0.373 | 1.804 | 0.492‒6.614 | 1.153 | 0.450 | 6.569 | 0.010 | 3.167 | 1.312‒7.646 |
| Anxiety level | -0.011 | 0.071 | 0.022 | 0.881 | 0.989 | 0.861‒1.137 | -0.012 | 0.055 | 0.046 | 0.831 | 0.988 | 0.888‒1.100 |
| Depression level | 0.263 | 0.086 | 9.377 | 0.002 | 1.301 | 1.099‒1.539 | 0.064 | 0.067 | 0.920 | 0.337 | 1.066 | 0.935‒1.216 |
| Subjective support | -0.127 | 0.049 | 6.793 | 0.009 | 0.880 | 0.800‒0.969 | -0.102 | 0.037 | 7.507 | 0.006 | 0.903 | 0.839‒0.971 |
| Objective support | 0.050 | 0.075 | 0.450 | 0.502 | 1.052 | 0.908‒1.218 | 0.050 | 0.051 | 0.952 | 0.329 | 1.051 | 0.951‒1.162 |
| Utilization of social support | -0.126 | 0.080 | 2.500 | 0.114 | 0.881 | 0.754‒1.031 | -0.015 | 0.056 | 0.067 | 0.795 | 0.986 | 0.883‒1.100 |
| Cognitive reappraisal | -0.129 | 0.041 | 10.164 | 0.001 | 0.879 | 0.811‒0.951 | -0.074 | 0.030 | 6.199 | 0.013 | 0.929 | 0.877‒0.984 |
| Hb level | -0.004 | 0.010 | 0.160 | 0.689 | 0.996 | 0.977‒1.015 | 0.004 | 0.008 | 0.270 | 0.603 | 1.004 | 0.989‒1.020 |
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