| Literature DB >> 32395531 |
Wei-Feng Qu1, Pei-Yun Zhou1, Wei-Ren Liu1, Meng-Xin Tian1, Lei Jin1, Xi-Fei Jiang1, Han Wang1, Chen-Yang Tao1, Yuan Fang1, Yu-Fu Zhou1, Shu-Shu Song1, Zhen-Bin Ding1, Yuan-Fei Peng1, Zhi Dai1, Shuang-Jian Qiu1, Jian Zhou1,2, Jia Fan1,2, Zheng Tang1, Ying-Hong Shi1.
Abstract
BACKGROUND: Comorbidity among cancer patients is prevalent and influential to prognosis after operation. Limited data are available on comorbidity evaluations in patients with intrahepatic cholangiocarcinoma (ICC). This study aimed to assess the comorbidity distribution in ICC patients and to adapt the Charlson Comorbidity Index (CCI) or the age-adjusted CCI (ACCI) for survival prediction.Entities:
Keywords: Intrahepatic cholangiocarcinoma (ICC); age-adjusted Charlson Comorbidity Index (ACCI); comorbidity; survival
Year: 2020 PMID: 32395531 PMCID: PMC7210176 DOI: 10.21037/atm.2020.03.23
Source DB: PubMed Journal: Ann Transl Med ISSN: 2305-5839
Different weights assigned for specific conditions in the age adjusted Charlson Comorbidity Index and patients’ distribution
| Scores | Conditions | N=268, n (%) |
|---|---|---|
| Assigned weights for disease | ||
| 1 | Myocardial infarction | 0 (0.0) |
| Congestive heart failure | 1 (0.4) | |
| Peripheral vascular disease | 0 (0.0) | |
| Dementia | 2 (0.7) | |
| Cerebrovascular disease | 3 (1.1) | |
| Chronic pulmonary disease | 4 (1.5) | |
| Ulcer disease | 12 (4.5) | |
| Diabetes | 13 (4.9) | |
| Hypertension | 36 (13.4) | |
| Mild liver disease | 83 (31.0) | |
| 2 | Moderate or severe renal disease | 0 (0.0) |
| Hemiplegia | 1 (0.4) | |
| Malignant lymphoma | 2 (0.7) | |
| Any tumor | 10 (3.7) | |
| 3 | Moderate or severe liver disease | 41 (15.3) |
| 6 | Metastatic solid tumor | 0 (0.0) |
| Acquired immune deficiency syndrome | 0 (0.0) | |
| Assigned weights for age | ||
| 1 | For each decade over age 40 years (up to 4 points) |
Demographic, clinical, and tumor characteristics of patients with intrahepatic cholangiocarcinoma
| Patient demographics | Variables | N (%) |
|---|---|---|
| Gender | Female | 106 (39.6) |
| Male | 162 (60.4) | |
| Age (y) | Median (R) | 55 (27, 89) |
| HBsAg | − | 183 (68.3) |
| + | 85 (31.7) | |
| Anti-HCV | − | 257 (97.0) |
| + | 8 (3.0) | |
| TB (mg/dL) | <17 | 192 (71.6) |
| ≥17 | 76 (28.4) | |
| AST (U/L) | Median (R) | 28 (10, 246) |
| ALB (g/dL) | Median (R) | 44 (26, 57) |
| ALT (U/L) | <35 | 161 (60.3) |
| ≥35 | 106 (39.7) | |
| PT (s) | <13 | 244 (91.0) |
| ≥13 | 24 (9.0) | |
| AFP (ng/mL) | <20 | 227 (88.3) |
| ≥20 | 30 (11.7) | |
| CEA (μg/mL) | <5 | 191 (77.0) |
| ≥5 | 57 (23.0) | |
| CA19-9 (U/mL) | <37 | 88 (36.1) |
| ≥37 | 156 (63.9) | |
| CCI Score | Median (R) | 1 (0, 6) |
| 0 | 103 (38.4) | |
| 1 | 87 (32.5) | |
| ≥2 | 78 (29.1) | |
| ACCI Score | Median (R) | 3 (0, 6) |
| ≤2 | 98 (36.6) | |
| 3 | 61 (22.8) | |
| ≥4 | 109 (40.7) | |
| Max-diameter(cm) | Median (R) | 6.0 (1.0, 18.0) |
| Tumor number | Median (R) | 1 (1, 20) |
| Lymphoid metastasis | None | 206 (76.9) |
| Yes | 62 (23.1) | |
| Tumor capsule | None & partial | 229 (87.1) |
| Complete | 34 (12.9) | |
| Differentiation | I | 2 (1.0) |
| I–II, II | 118 (59.0) | |
| II–III, III | 79 (39.5) | |
| III–IV, IV | 1 (0.5) | |
| TNM | I | 150 (56.0) |
| II | 45 (16.8) | |
| III | 8 (3.0) | |
| IVa | 65 (24.3) | |
| MVI | None | 234 (87.3) |
| Yes | 34 (12.7) | |
| VI | None | 234 (87.3) |
| Yes | 34 (12.7) |
Values are presented as No. (%) or median (minimum, maximum). Median (R), median (range); HBsAg, hepatitis B surface antigen; HCV, hepatitis C virus; TB, total bilirubin; PT, prothrombin time; AST, aspartate transaminase; ALB, albumin; AFP, α-fetoprotein; CEA, carcinoembryonic antigen; CA19-9, carbohydrate 19-9; ALT, alanine aminotransferase; CCI, Charlson Comorbidities Index; ACCI, age-adjusted Charlson Comorbidities Index; TNM, tumor node metastasis stage; VI, vascular invasion; MVI, micro vascular invasion.
Figure 1Kaplan-Meier curve estimates of overall survival according to (A) CCI, (B) ACCI, (C) CCI three staging and (D) ACCI three staging. Survival probability is plotted on the Y-axis against postoperative time on the X-axis. Different color stands for different index scores. ACCI, age-adjusted Charlson Comorbidity Index; CCI, Charlson Comorbidity Index.
Figure 2Kaplan-Meier curve estimates of disease-free survival according to (A) CCI, (B) ACCI, (C) CCI three staging and (D) ACCI three staging. Survival probability is plotted on the Y-axis against postoperative time on the X-axis. Different color stands for different index scores. ACCI, age-adjusted Charlson Comorbidity Index; CCI, Charlson Comorbidity Index.
Cox proportional hazards regression model showing the multivariate analysis of variables with OS and DFS according to ACCI
| Variable | OS | DFS | |||||
|---|---|---|---|---|---|---|---|
| HR | 95% CI | P value | HR | 95% CI | P value | ||
| Sex (female/male) | 1.122 | 0.724–1.740 | 0.606 | 1.281 | 0.848–1.935 | 0.239 | |
| HBsAg (yes/no) | 0.651 | 0.426–0.994 | 0.047 | 0.691 | 0.469–1.017 | 0.061 | |
| Anti-HCV (yes/no) | 0.388 | 0.090–1.675 | 0.205 | 0.354 | 0.083–1.507 | 0.160 | |
| AFP (≥20/<20, ng/mL) | 1.710 | 0.932–3.139 | 0.083 | 1.840 | 1.042–3.249 | 0.035 | |
| CEA (≥5/<5, ng/mL) | 1.804 | 1.133–2.874 | 0.013 | 1.809 | 1.161–2.819 | 0.009 | |
| CA19-9 (≥37/<37, U/mL) | 1.838 | 1.219–2.771 | 0.004 | 1.155 | 0.791–1.686 | 0.456 | |
| ALT (≥35/<35, U/L) | 0.932 | 0.558–1.556 | 0.786 | 0.732 | 0.450–1.191 | 0.209 | |
| AST, U/L | 1.004 | 0.998–1.010 | 0.202 | 1.004 | 0.998–1.010 | 0.190 | |
| PT (≥13/<13, s) | 0.635 | 0.304–1.327 | 0.227 | 0.630 | 0.320–1.243 | 0.183 | |
| TB (≥17/<17, μmol/L) | 1.456 | 0.924–2.295 | 0.106 | 1.365 | 0.889–2.096 | 0.155 | |
| Lymphoid metastasis (yes/no) | 1.536 | 0.983–2.400 | 0.059 | 1.439 | 0.942–2.199 | 0.093 | |
| Tumor numbers | 0.984 | 0.892–1.086 | 0.751 | 0.973 | 0.874–1.084 | 0.620 | |
| Max diameter, cm | 1.078 | 1.004–1.158 | 0.040 | 1.088 | 1.019–1.163 | 0.012 | |
| VI | 1.038 | 0.692–1.556 | 0.857 | 0.632 | 0.424–0.941 | 0.024 | |
| MVI | 1.107 | 0.269–4.548 | 0.888 | 7.374 | 1.812–30.005 | 0.005 | |
| Capsule | 0.731 | 0.400–1.338 | 0.310 | 0.617 | 0.344–1.105 | 0.104 | |
| Tumor differentiation | 0.007 | 0.063 | |||||
| I | 1.816 | 0.119–27.656 | 0.668 | 0.691 | 0.047–10.081 | 0.787 | |
| I–II, II | 1.195 | 0.140–10.213 | 0.871 | 0.423 | 0.050–3.547 | 0.427 | |
| II–III, III | 2.308 | 0.261–20.386 | 0.452 | 0.669 | 0.078–5.753 | 0.715 | |
| ACCI | 1.134 | 1.015–1.267 | 0.026 | 1.069 | 0.964–1.186 | 0.205 | |
| ACCI 3 staging | 0.040 | 0.253 | |||||
| ≤2 | 0.706 | 0.462–1.078 | 0.107 | 0.793 | 0.535–1.175 | 0.247 | |
| 3 | 1.254 | 1.077–1.398 | 0.045 | 0.679 | 0.417–1.105 | 0.119 | |
OS, overall survival; DFS, disease free survival; HBsAg, hepatitis B surface antigen; HCV, hepatitis C virus; TB, total bilirubin; PT, prothrombin time; AST, aspartate transaminase; ALB, albumin; AFP, α-fetoprotein; CEA, carcinoembryonic antigen; CA19-9, carbohydrate 19-9; ALT, alanine aminotransferase; CCI, Charlson Comorbidities Index; ACCI, age-adjusted Charlson Comorbidities Index; TNM, tumor node metastasis stage; VI, vascular invasion; MVI, micro vascular invasion.
Cox proportional hazards regression model showing the multivariate analysis of variables with OS and DFS according to CCI
| Variable | OS | DFS | |||||
|---|---|---|---|---|---|---|---|
| HR | 95% CI | P value | HR | 95% CI | P value | ||
| Sex (female/male) | 1.173 | 0.751–1.832 | 0.482 | 1.353 | 0.889–2.059 | 0.158 | |
| Age, years | 1.030 | 1.011–1.050 | 0.002 | 1.028 | 1.010–1.046 | 0.003 | |
| HBsAg (yes/no) | 0.927 | 0.554–1.549 | 0.771 | 1.009 | 0.631–1.614 | 0.971 | |
| Anti-HCV (yes/no) | 0.350 | 0.081–1.517 | 0.160 | 0.306 | 0.072–1.303 | 0.109 | |
| AFP (≥20/<20, ng/mL) | 1.674 | 0.913–3.072 | 0.096 | 1.793 | 1.015–3.166 | 0.044 | |
| CEA (≥5/<5, ng/mL) | 1.710 | 1.071–2.731 | 0.025 | 1.709 | 1.093–2.672 | 0.019 | |
| CA19-9 (≥37/<37, U/mL) | 1.820 | 1.202–2.757 | 0.005 | 1.150 | 0.782–1.690 | 0.477 | |
| ALT (≥35/<35, U/L) | 0.940 | 0.561–1.574 | 0.815 | 0.744 | 0.455–1.215 | 0.237 | |
| AST, U/L | 1.006 | 0.999–1.012 | 0.082 | 1.006 | 1.000–1.012 | 0.050 | |
| PT (≥13/<13, s) | 0.711 | 0.338–1.495 | 0.369 | 0.690 | 0.350–1.363 | 0.285 | |
| TB (≥17/<17, μmol/L) | 1.420 | 0.895–2.253 | 0.137 | 1.334 | 0.866–2.057 | 0.191 | |
| Lymphoid metastasis (yes/no) | 1.612 | 1.031–2.520 | 0.036 | 1.487 | 0.973–2.274 | 0.067 | |
| Tumor numbers | 0.980 | 0.890–1.080 | 0.686 | 0.971 | 0.874–1.079 | 0.589 | |
| Max diameter, cm | 1.092 | 1.015–1.175 | 0.018 | 1.106 | 1.033–1.185 | 0.004 | |
| VI | 0.980 | 0.645–1.488 | 0.924 | 0.592 | 0.395–0.889 | 0.011 | |
| MVI | 1.233 | 0.289–5.258 | 0.777 | 8.608 | 2.081–35.612 | 0.003 | |
| Capsule | 0.709 | 0.384–1.306 | 0.270 | 0.589 | 0.326–1.063 | 0.079 | |
| Tumor differentiation | 0.015 | 0.109 | |||||
| I | 0.996 | 0.062–15.894 | 0.997 | 0.361 | 0.024–5.517 | 0.464 | |
| I–II, II | 1.038 | 0.121–8.920 | 0.973 | 0.367 | 0.043–3.097 | 0.357 | |
| II–III, III | 1.909 | 0.215–16.956 | 0.562 | 0.553 | 0.064–4.784 | 0.590 | |
| CCI | 0.972 | 0.820–1.153 | 0.747 | 0.901 | 0.764–1.063 | 0.217 | |
| CCI 3 staging | 0.980 | 0.503 | |||||
| ≤2 | 1.002 | 0.594–1.692 | 0.993 | 1.304 | 0.788–2.159 | 0.302 | |
| 3 | 0.956 | 0.572–1.599 | 0.864 | 1.006 | 0.620–1.630 | 0.982 | |
OS, overall survival; DFS, disease free survival; HBsAg, hepatitis B surface antigen; HCV, hepatitis C virus; TB, total bilirubin; PT, prothrombin time; AST, aspartate transaminase; ALB, albumin; AFP, α-fetoprotein; CEA, carcinoembryonic antigen; CA19-9, carbohydrate 19-9; ALT, alanine aminotransferase; CCI, Charlson Comorbidities Index; TNM, tumor node metastasis stage; VI, vascular invasion; MVI, micro vascular invasion.
Explained variance (R2) of ACCI by the 6 most predictive factors
| Order | Comorbidity | Partial R2 | R2 | C(p) | F | Pr > F |
|---|---|---|---|---|---|---|
| 1 | Moderate and severe liver disease | 0.2294 | 0.3941 | 104.474 | 98.82 | <0.001 |
| 2 | Ulcer | 0.0559 | 0.4499 | 73.4218 | 26.41 | <0.001 |
| 3 | Tumor | 0.0473 | 0.4973 | 47.4101 | 24.39 | <0.001 |
| 4 | Diabetes | 0.0288 | 0.5260 | 32.3989 | 15.65 | <0.001 |
| 5 | Mild liver disease | 0.0287 | 0.5548 | 17.4072 | 16.58 | <0.001 |
| 6 | lymphoma | 0.0108 | 0.5656 | 12.9937 | 6.39 | 0.0121 |
All models are adjusted for age. ACCI, age-adjusted Charlson Comorbidities Index.
Figure S1The calculation process for the multivariate liner regression analysis. The data results satisfy the condition of multiple linear regression: the homogeneity of independent normal variance. The 6 most predictive comorbidities explain approximately 56.56% of the variance (R2) of ACCI scores.