| Literature DB >> 30449080 |
Ji Yeon Kim1, Sungkyoung Choi2, Taesung Park2,3, Seul Ki Kim4, Yoon Suk Jung4, Jung Ho Park4, Hong Joo Kim4, Yong Kyun Cho4, Chong Il Sohn4, Woo Kyu Jeon4, Byung Ik Kim4, Kyu Yong Choi4, Dong Il Park4.
Abstract
BACKGROUND/AIM: Colorectal cancer incidence among patients aged ≤50 years is increasing. This study aimed to develop and validate an advanced colorectal neoplasm (ACRN) screening model for young adults aged <50 years in Korea.Entities:
Keywords: Colorectal neoplasm; Early detection of cancer; Risk assessment; Young adults
Year: 2018 PMID: 30449080 PMCID: PMC6505099 DOI: 10.5217/ir.2018.00062
Source DB: PubMed Journal: Intest Res ISSN: 1598-9100
Characteristics of Participants in the Derivation and Validation Cohorts
| Characteristic | Derivation cohort (n=41,702) | Validation cohort (n=17,873) | |
|---|---|---|---|
| Age (yr) | 38.9±5.3 | 38.9±5.4 | 0.878 |
| <30 | 345 (0.8) | 163 (0.9) | |
| 30-39 | 21,776 (52.2) | 9,397 (52.6) | |
| 40-49 | 19,581 (47.0) | 8,313 (46.5) | |
| Sex | 0.679 | ||
| Female | 11,933 (28.6) | 5,145 (28.8) | |
| Male | 29,769 (71.4) | 12,728 (71.2) | |
| Alcohol drinking | |||
| No | 12,878 (30.9) | 5,563 (31.1) | |
| Non-heavy drinker | 27,548 (66.0) | 11,741 (65.7) | 0.495 |
| Heavy drinker[ | 1,276 (3.1) | 569 (3.2) | 0.566 |
| Smoking | |||
| Never | 23,091 (55.4) | 9,864 (55.2) | |
| Former smoker | 6,646 (15.9) | 2,927 (16.4) | 0.231 |
| Current smoker | 11,965 (28.7) | 5,082 (28.4) | 0.789 |
| Family history of colorectal cancer | 0.445 | ||
| No | 40,242 (96.5) | 17,224 (96.4) | |
| Yes | 1,460 (3.5) | 649 (3.6) | |
| Exercise | 0.608 | ||
| No | 18,436 (44.2) | 7,860 (44.0) | |
| Yes[ | 23,266 (55.8) | 10,013 (56.0) | |
| BMI (kg/m2) | 23.8±3.2 | 23.8±3.2 | 0.820 |
| Obesity | 0.578 | ||
| No | 27,757 (66.6) | 11,939 (66.8) | |
| Yes[ | 13,945 (33.4) | 5,934 (33.2) | |
| Diabetes | 0.247 | ||
| No | 32,605 (78.2) | 14,051 (78.6) | |
| Yes | 9,097 (21.8) | 3,822 (21.4) | |
| Insulin (μIU/mL) | 5.1±3.3 | 5.1±3.3 | 0.952 |
| HbA1c (%) | 5.6±0.5 | 5.6±0.4 | 0.363 |
| <6.5 | 40,681 (97.5) | 17,413 (97.4) | |
| ≥6.5 | 1,021 (2.5) | 460 (2.6) | |
| Glucose (mg/dL) | 92.9±13.7 | 92.9±13.7 | 0.565 |
| <100 | 33,472 (80.3) | 14,383 (80.5) | |
| ≥100 | 8,230 (19.7) | 3,490 (19.5) | |
| Total cholesterol (mg/dL) | 199.8±34.2 | 199.0±34.5 | 0.053 |
| <200 | 19,189 (46.0) | 9,465 (53.0) | |
| ≥200 | 22,513 (54.0) | 8,408 (47.0) | |
| HDL-cholesterol (mg/dL) | 55.1±13.7 | 55.3±13.9 | 0.065 |
| ≥40 (male), ≥50 (female) | 35,602 (85.4) | 15,287 (85.5) | |
| <40 (male), <50 (female) | 6,100 (14.6) | 2,586 (14.5) | |
| LDL-cholesterol (mg/dL) | 124.0±31.7 | 124.3±31.82 | 0.296 |
| <100 | 9,441 (22.6) | 4,071 (22.8) | |
| ≥100 | 32,261 (77.4) | 13,802 (77.2) | |
| Triglyceride (mg/dL) | 115.1±76.2 | 115.7±78.1 | 0.375 |
| ≤150 | 32,712 (78.4) | 13,962 (78.1) | |
| >150 | 8,990 (21.6) | 3,911 (21.9) | |
| SBP (mmHg) | 113.0±12.9 | 112.9±12.9 | 0.799 |
| DBP (mmHg) | 72.3±9.6 | 72.3±9.5 | 0.943 |
| ACRN | 0.999 | ||
| No | 41,309 (99.1) | 17,704 (99.1) | |
| Yes | 393 (0.9) | 169 (0.9) | |
| Colorectal cancer | 0.999 | ||
| No | 41,684 (99.96) | 17,866 (99.96) | |
| Yes | 18 (0.04) | 7 (0.04) |
Values are presented as mean±SD or number (%).
More than 4 times per week as heavy.
More than once per week.
BMI ≥25 kg/m2.
HbA1c, hemoglobin A1c; SBP, systolic blood pressure; DBP, diastolic blood pressure; ACRN, advanced colorectal neoplasm.
Univariate and Multivariate Analyses in the Derivation Cohort
| Variable | Total cohort | ACRN (n=393) | Non-ACRN (n=41,309) | Univariate analysis | Multivariate analysis |
|---|---|---|---|---|---|
| Age (yr) | 41.1±5.0 | 38.9±5.3 | <0.001 | <0.001 | |
| Sex | 0.016 | 0.164 | |||
| Female | 11,933 | 91 (0.8) | 11,842 (99.2) | ||
| Male | 29,769 | 302 (1.0) | 29,467 (99.0) | ||
| Alcohol | |||||
| No | 12,878 | 141 (1.1) | 12,737 (98.9) | ||
| Non-heavy drinker | 27,548 | 240 (0.9) | 27,308 (99.1) | 0.030 | 0.005 |
| Heavy drinker[ | 1,276 | 12 (0.9) | 1,264 (99.1) | 0.611 | 0.209 |
| Smoking | |||||
| Never | 23,091 | 204 (0.9) | 22,887 (99.1) | ||
| Former smoker | 6,646 | 49 (0.7) | 6,597 (99.3) | 0.254 | 0.330 |
| Current smoker | 11,965 | 140 (1.2) | 11,825 (98.8) | 0.010 | 0.009 |
| Family history of colorectal cancer | 0.537 | 0.991 | |||
| No | 40,242 | 377 (0.9) | 39,865 (99.1) | ||
| Yes | 1,460 | 16 (1.1) | 1,444 (98.9) | ||
| Exercise | 0.592 | 0.798 | |||
| No | 18,436 | 179 (1.0) | 18,257 (99.0) | ||
| Yes[ | 23,266 | 214 (0.9) | 23,052 (99.1) | ||
| Obesity | <0.001 | 0.114 | |||
| No | 27,757 | 227 (0.8) | 27,530 (99.2) | ||
| Yes[ | 13,945 | 166 (1.2) | 13,779 (98.8) | ||
| Diabetes | <0.001 | 0.678 | |||
| No | 32,605 | 269 (0.8) | 32,336 (99.2) | ||
| Yes | 9,097 | 124 (1.4) | 8,973 (98.6) | ||
| Insulin (FB) | 5.6±3.4 | 5.1±3.3 | 0.003 | 0.750 | |
| HbA1c ≥6.5% | <0.001 | 0.015 | |||
| No | 40,681 | 367 (0.9) | 40,314 (99.1) | ||
| Yes | 1,021 | 26 (2.5) | 995 (97.5) | ||
| Glucose ≥100 (mg/dL) | <0.001 | 0.262 | |||
| No | 33,472 | 277 (0.8) | 33,195 (99.2) | ||
| Yes | 8,230 | 116 (1.4) | 8,114 (98.6) | ||
| Total cholesterol (mg/dL) | 204.4±35.4 | 198.4±34.2 | <0.001 | 0.413 | |
| HDL-cholesterol (mg/dL) | 53.3±12.9 | 55.1±13.7 | 0.008 | 0.501 | |
| LDL-cholesterol (mg/dL) | 129.4±31.8 | 124.0±31.7 | <0.001 | 0.242 | |
| Triglyceride (mg/dL) | 130.6±85.9 | 115.0±76.1 | <0.001 | 0.255 | |
| SBP (mmHg) | 113.0±13.4 | 113.0±12.9 | 0.890 | 0.698 | |
| DBP (mmHg) | 72.2±9.7 | 72.3±9.6 | 0.325 | 0.469 |
Values are presented as mean±SD or number (%).
More than 4 times per week as heavy.
More than once per week.
BMI ≥25 kg/m2.
ACRN, advanced colorectal neoplasm; FB, fasting blood; HbA1c, hemoglobin A1c; SBP, systolic blood pressure; DBP, diastolic blood pressure.
Predictors of Advanced Colorectal Neoplasm in the New Logistic Regression Model and the Associated Prediction Rule in the Derivation Cohort (n=41,702)
| Variable | Coefficients | OR (95% CI) | Points assigned | |
|---|---|---|---|---|
| Sex | ||||
| Female | 1 (Reference) | 0 | ||
| Male | 0.1996 | 1.22 (0.95–1.56) | 0.113 | 1 |
| Age (yr) | ||||
| <40 | 1 (Reference) | 0 | ||
| 40–49 | 0.7142 | 2.04 (1.66–2.52) | <0.001 | 3 |
| Alcohol | ||||
| Never or non-heavy drinker | 1 (Reference) | 0 | ||
| Heavy drinker[ | 0.3394 | 1.40 (1.13–1.74) | 0.002 | 1 |
| Smoking | ||||
| Never or former smoker | 1 (Reference) | 0 | ||
| Current smoker | 0.3443 | 1.41 (1.14–1.75) | 0.002 | 1 |
| Obesity | ||||
| No | 1 (Reference) | 0 | ||
| Yes[ | 0.2543 | 1.29 (1.04–1.59) | 0.018 | 1 |
| HbA1c ≥6.5% or glucose ≥100 mg/dL | ||||
| No | 1 (Reference) | 0 | ||
| Yes | 0.4377 | 1.55 (1.24–1.93) | <0.001 | 2 |
| Family history of colorectal cancer | ||||
| No | 1 (Reference) | 0 | ||
| Yes | 0.0843 | 1.09 (0.66–1.80) | 0.743 | 1 |
More than 4 times per week as heavy.
BMI ≥25 kg/m2.
HbA1c, hemoglobin A1c.
Distribution of Participants for Each Advanced Colorectal Neoplasm Risk Score
| Risk score | APCS score | KCS score | YCS score | |||
|---|---|---|---|---|---|---|
| Total | ACRN | Total | ACRN | Total | ACRN | |
| Derivation cohort | ||||||
| 0 | 9,151 | 71 (0.8) | 7,935 | 58 (0.7) | 2,088 | 14 (0.7) |
| 1 | 21,840 | 188 (0.9) | 15,092 | 100 (0.7) | 6,344 | 20 (0.3) |
| 2 | 9,629 | 122 (1.3) | 14,120 | 183 (1.3) | 6,776 | 38 (0.6) |
| 3 | 772 | 6 (0.8) | 4,413 | 50 (1.1) | 5,794 | 54 (0.9) |
| 4 | 310 | 6 (1.9) | 142 | 2 (1.4) | 7,049 | 50 (0.7) |
| 5 | 6,710 | 90 (1.3) | ||||
| 6 | 3,609 | 55 (1.5) | ||||
| 7 | 2,108 | 50 (2.4) | ||||
| 8 | 1,094 | 18 (1.6) | ||||
| 9 | 128 | 4 (3.1) | ||||
| 10 | 2 | 0 | ||||
| Validation cohort | ||||||
| 0 | 3,943 | 26 (0.7) | 3,406 | 22 (0.6) | 931 | 4 (0.4) |
| 1 | 9,360 | 72 (0.8) | 6,476 | 37 (0.6) | 2,745 | 8 (0.3) |
| 2 | 4,080 | 57 (1.4) | 6,111 | 80 (1.3) | 2,984 | 16 (0.5) |
| 3 | 372 | 8 (2.2) | 1,825 | 27 (1.5) | 2,428 | 23 (0.9) |
| 4 | 118 | 6 (5.1) | 55 | 3 (5.5) | 3,011 | 22 (0.7) |
| 5 | 2,804 | 39 (1.4) | ||||
| 6 | 1,508 | 25 (1.7) | ||||
| 7 | 933 | 14 (1.5) | ||||
| 8 | 456 | 16 (3.5) | ||||
| 9 | 71 | 2 (2.8) | ||||
| 10 | 2 | 0 | ||||
Values are presented as number (%).
APCS, Asia-Pacific Colorectal Screening; KCS, Korean Colorectal Screening; YCS, Young adult Colorectal Screening; ACRN, advanced colorectal neoplasm.
Prevalence of Advanced Colorectal Neoplasm by Risk Category
| Risk | APCS score | KCS score | YCS score | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Total | ACRN | OR (95% CI) | Total | ACRN | OR (95% CI) | Total | ACRN | OR (95% CI) | |
| Derivation cohort | |||||||||
| Average | 30,991 (74.4) | 259 (0.8) | Reference | 23,027 (55.3) | 158 (0.7) | Reference | 28,051 (67.3) | 176 (0.6) | Reference |
| Moderate | 10,401 (24.9) | 128 (1.2) | 1.5 (1.2–1.8) | 18,533 (44.4) | 233 (1.3) | 1.8 (1.5–2.3) | 12,427 (29.8) | 195 (1.6) | 2.5 (2.1–3.1) |
| High | 310 (0.7) | 6 (1.9) | 2.3 (1.0–5.3) | 142 (0.3) | 2 (1.4) | 2.1 (0.5–8.4) | 1,224 (2.9) | 22 (1.8) | 2.9 (1.9–4.5) |
| Total | 41,702 (100.0) | 393 (0.9) | 41,702 (100.0) | 393 (0.9) | 41,702 (100.0) | 393 (0.9) | |||
| Validation cohort | |||||||||
| Low | 13,303 (74.4) | 98 (0.7) | Reference | 9,882 (55.3) | 59 (0.6) | Reference | 12,099 (67.7) | 73 (0.6) | Reference |
| Moderate | 4,452 (24.9) | 65 (1.5) | 2.0 (1.5–2.7) | 7,936 (44.4) | 107 (1.3) | 2.3 (1.7–3.1) | 5,245 (29.3) | 78 (1.5) | 2.5 (1.8–3.4) |
| High | 118 (0.7) | 6 (5.1) | 7.2 (3.1–16.8) | 55 (0.3) | 3 (5.5) | 9.6 (2.9–31.6) | 529 (3.0) | 18 (3.4) | 5.8 (3.4–9.8) |
| Total | 17,873 (100.0) | 169 (0.9) | 17,873 (100.0) | 169 (0.9) | 17,873 (100.0) | 169 (0.9) | |||
Values are presented as number (%).
APCS, Asia-Pacific Colorectal Screening; KCS, Korean Colorectal Screening; YCS, Young adult Colorectal Screening; ACRN, advanced colorectal neoplasm.
APCS score risk category: low (0-1), moderate (2-3), high (4-7); KCS score risk category: low (0-1), moderate (2-3), high (4-8); YCS score risk category: low (0-4), moderate (5-7), high (8-10).
Diagnostic Performance of the Risk Score for Detection of Advanced Colorectal Neoplasm in the Validation Cohort
| APCS score | KCS score | YCS score | |
|---|---|---|---|
| HR vs. MR+LR | |||
| Sensitivity | 3.6 | 1.8 | 10.7 |
| Specificity | 99.4 | 99.7 | 97.1 |
| Balanced accuracy | 51.5 | 50.7 | 53.9 |
| MR+HR vs. LR | |||
| Sensitivity | 42.0 | 65.1 | 56.8 |
| Specificity | 74.6 | 55.5 | 67.9 |
| Balanced accuracy | 58.3 | 60.3 | 62.4 |
Values are presented as percentage.
APCS, Asia-Pacific Colorectal Screening; KCS, Korean Colorectal Screening; YCS, Young adult Colorectal Screening; HR, high risk; MR, moderate risk; LR, low risk.
Results of the Comparison of Methods by McNemar Test
| HR vs. MR+LR | HR+MR vs. LR | ||||||
|---|---|---|---|---|---|---|---|
| Method1 | Method2 | Sensitivity | Specificity | Method1 | Method2 | Sensitivity | Specificity |
| APCS | KCS | 0.248 | <0.001 | APCS | KCS | <0.001 | <0.001 |
| APCS | YCS | 0.014 | <0.001 | APCS | YCS | 0.002 | <0.001 |
| KCS | YCS | 0.001 | <0.001 | KCS | YCS | 0.052 | <0.001 |
HR, high risk; MR, moderate risk; LR, low risk; APCS, Asia-Pacific Colorectal Screening; KCS, Korean Colorectal Screening; YCS, Young adult Colorectal Screening.
Fig. 1.ROC curve for YCS, APCS and KCS score models. AUC for the risk score was significantly higher in the YCS score (0.660; 95% CI, 0.65–0.77) than APCS score (0.595; 95% CI, 0.59–0.60; P=0.007) and KCS score (0.606; 95% CI, 0.60–0.61; P=0.012), when results of APCS and KCS score were deducted by using the validation cohort of the present study. ROC, receiver operating characteristic; AUC, area under the curve; YCS, Young Adult Colorectal Screening; APCS, Asia-Pacific Colorectal Screening; KCS, Korean Colorectal Screening.