Risk of Colorectal Cancer among Patients with One or Multiple Metabolic Syndrome Components
Abstract
:Simple Summary
Abstract
1. Introduction
2. Materials and Methods
- Insulin resistance (IR): average fasting glucose ≥100 mg/dL, HbA1c >= 5.7 at any point, receiving drug therapy for hyperglycemia, or type 2 diabetes listed as a billing diagnosis or under the problem list.
- Hypertension (HTN): blood pressure ≥130/85 mm Hg, receiving drug therapy for hypertension, hypertension listed as a billing diagnosis or under the problem list.
- Hypertriglyceridemia (HG): average triglycerides ≥150 mg/dL, receiving drug therapy for hypertriglyceridemia, or hypertriglyceridemia listed as a billing diagnosis or under the problem list.
- Low high-density lipoprotein cholesterol (HDL-C): average HDL-C < 40 mg/dL in men or <50 mg/dL in women, receiving drug therapy for reduced HDL-C, or low HDL-C listed as a billing diagnosis or under the problem list.
- Obesity: average BMI > 30, or obesity listed as a billing diagnosis or under the problem list.
- Demographic variables—current age and gender.
- Body Mass Index (BMI) (in k Lamichhane, g/m2)—Current BMI. We chose BMI because waist circumference was not available in the data.
- Socioeconomic status (SES)—Insurance was used as a proxy for SES, as patient income and education information was unavailable. We accounted for two categories of insurance: Medicaid and Others or unknown, which also included self-pay. Due to a lack of information on different insurance types, we could not further break down the insurance categories.
- Family history of colorectal cancer (CRC)—patients with a family history of CRC were identified using diagnosis codes (ICD9 or ICD10), SNOMED codes, and problem lists.
- Social history (tobacco and alcohol use history)—If the use of any tobacco, including smoking, or alcohol was ever documented during the study period, the patient was said to have a history of tobacco and/or alcohol use. Conversely, if the patient had a documented history of never using tobacco and/or alcohol, they were said to have no history of tobacco and/or alcohol use, respectively.
- Inherited syndromes—whether the patient had a history of familial adenomatous polyposis, hereditary non-polyposis colorectal cancer, Lynch Syndrome, Turcot Syndrome, or Peutz–Jeghers Syndrome.
- History of polyps.
- History of inflammatory bowel disease.
- Presence or absence of insulin resistance, hypertension, low HDL-C, hypertriglyceridemia, and obesity.
- The number of MetS criteria met by the patient.
- Metabolic syndrome (MetS)—patients who met 3 or more of the 5 conditions mentioned above were classified as MetS patients. In contrast, those who did not meet at least 3 criteria were classified as non-MetS patients.
- Presence or absence of colorectal cancer.
- Individual MetS components—IR, low HDL, HTN, and HG.
Statistical Analyses
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variables | Mean or n | SE or % | |
---|---|---|---|
Total Sample | 263,023 | ||
Age (in yrs.) | 59.9 (median = 61) | 0.03 | |
BMI (in Kg/m2) | 30.9 | 0.02 | |
No. of Criteria Met | 3.6 (median = 4) | 0.00 | |
Colorectal Cancer (CRC) | |||
Yes | 3474 | 1.3 | |
No | 259,549 | 98.7 | |
Gender | |||
Female | 140,469 | 53.4 | |
Male | 122,554 | 46.6 | |
Weight Category | |||
Obese | 124,456 | 47.9 | |
Overweight | 77,585 | 29.9 | |
Others | 57,704 | 22.2 | |
Age Group | |||
<50 yrs. | 68,610 | 26.1 | |
50–65 yrs | 84,498 | 32.1 | |
>=65 yrs. | 109,915 | 41.8 | |
Insurance | |||
Medicaid or Medicare | 14,964 | 5.7 | |
Others or unknown | 248,059 | 94.3 | |
Tobacco Use | |||
Yes | 128,469 | 48.8 | |
No | 134,554 | 51.2 | |
Alcohol Use | |||
Yes | 31,183 | 11.9 | |
No | 231,840 | 88.1 | |
Family History of CRC or Inherited Syndromes | |||
Yes | 17,617 | 6.7 | |
No | 245,406 | 93.3 | |
Inflammatory Bowel Disease | |||
Yes | 15,485 | 5.9 | |
No | 247,538 | 94.1 | |
History of Polyps | |||
Yes | 21,219 | 8.1 | |
No | 241,804 | 91.9 | |
Type II Diabetes | |||
Yes | 96,162 | 36.6 | |
No | 166,861 | 63.4 | |
MetS | |||
Yes | 211,510 | 80.4 | |
No | 51,513 | 19.6 | |
IR | |||
Yes | 194,400 | 73.9 | |
No | 68,623 | 26.1 | |
HDL | |||
Yes | 212,373 | 80.7 | |
No | 50,650 | 19.3 | |
HTN | |||
Yes | 211,116 | 80.3 | |
No | 51,907 | 19.7 | |
TG | |||
Yes | 204,356 | 77.7 | |
No | 58,667 | 22.3 | |
IR and HDL Only | |||
both IR and HDL but no TG, HTN, or obesity | 1812 | 10.5 | |
HTN, TG, or obesity but no IR or HDL | 15,495 | 89.5 |
Components | n | Risk Ratio (RR) | 95% CI | Attributable Risk (per 10,000) |
---|---|---|---|---|
MetS | 3092 | 1.97 | (1.77, 2.19) | 72 |
IR | 2970 | 2.08 | (1.89, 2.29) | 79 |
HDL | 3068 | 1.8 | (1.63, 2.00) | 64 |
HTN | 3071 | 1.87 | (1.69, 2.08) | 68 |
TG | 3008 | 1.85 | (1.68, 2.04) | 68 |
CI | ||||
---|---|---|---|---|
Symptom | RR | LL | UL | p-Value |
MetS | 1.28 | 1.14 | 1.42 | <0.001 |
IR | 1.60 | 1.45 | 1.76 | <0.001 |
HDL | 1.29 | 1.16 | 1.44 | <0.001 |
HTN | 1.13 | 1.01 | 1.26 | <0.001 |
TG | 1.17 | 1.06 | 1.30 | <0.001 |
CI | ||||
---|---|---|---|---|
Variables | RR | LL | UL | p-Value |
IR (Reference = No IR) | 1.55 | 1.40 | 1.71 | <0.0001 |
HTN (Reference = No HTN) | 1.04 | 0.93 | 1.16 | 0.536 |
HDL (Reference = No HDL) | 1.24 | 1.08 | 1.42 | 0.002 |
TG (Reference = No TG) | 0.98 | 0.86 | 1.12 | 0.752 |
BMI | 1.08 | 1.06 | 1.10 | <0.0001 |
Gender (Male; Reference = Female) | 1.02 | 0.95 | 1.09 | 0.563 |
Insurance (Reference = Others) | 1.46 | 1.26 | 1.70 | <0.0001 |
Age Group 50-65 yrs (Reference = <50 yrs) | 1.93 | 1.69 | 2.21 | <0.0001 |
Age Group 65 yrs. and above (Reference = <50 yrs) | 3.21 | 2.81 | 3.68 | <0.0001 |
Smoke (Reference = No History of Smoking) | 1.22 | 1.14 | 1.31 | <0.0001 |
Alcohol Use (Reference = No Alcohol Use) | 1.32 | 1.20 | 1.45 | <0.0001 |
History of CRC or Inherited Diseases (Reference = No History of CRC or Inherited Diseases) | 3.64 | 3.31 | 4.01 | <0.0001 |
History of Inflammatory Bowel Disease (Reference = No History of Inflammatory Bowel Disease) | 1.89 | 1.71 | 2.09 | <0.0001 |
History of Polyps (Reference = No History of Polyps) | 1.75 | 1.59 | 1.93 | <0.0001 |
CI | |||||
---|---|---|---|---|---|
Symptom | RR | LL | UL | p-Value | ROC-AUC (%) |
MetS | 1.28 | 1.14 | 1.42 | <0.001 | 72.6 |
IR+HDL Only | |||||
Both IR and HDL | 2.65 | 1.68 | 4.20 | <0.001 | 79.5 |
HTN or TG or Obese but no IR or HDL | Reference | ||||
Among Individuals <65 yrs. Old | |||||
IR+HDL | |||||
Both IR and HDL | 2.39 | 1.35 | 4.23 | <0.001 | 76.9 |
HTN or TG or Obese but no IR or HDL | Reference | ||||
Among 65-or-Older Age Group | |||||
IR+HDL Only | |||||
Both IR and HDL | 2.67 | 1.25 | 5.69 | <0.001 | 71.1 |
HTN or TG or Obese but no IR or HDL | Reference |
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Share and Cite
Sundaram, S.; Lamichhane, R.; Cecchetti, A.; Murughiyan, U.; Sundaram, U. Risk of Colorectal Cancer among Patients with One or Multiple Metabolic Syndrome Components. Cancers 2024, 16, 3350. https://doi.org/10.3390/cancers16193350
Sundaram S, Lamichhane R, Cecchetti A, Murughiyan U, Sundaram U. Risk of Colorectal Cancer among Patients with One or Multiple Metabolic Syndrome Components. Cancers. 2024; 16(19):3350. https://doi.org/10.3390/cancers16193350
Chicago/Turabian StyleSundaram, Shanmuga, Rajan Lamichhane, Alfred Cecchetti, Usha Murughiyan, and Uma Sundaram. 2024. "Risk of Colorectal Cancer among Patients with One or Multiple Metabolic Syndrome Components" Cancers 16, no. 19: 3350. https://doi.org/10.3390/cancers16193350
APA StyleSundaram, S., Lamichhane, R., Cecchetti, A., Murughiyan, U., & Sundaram, U. (2024). Risk of Colorectal Cancer among Patients with One or Multiple Metabolic Syndrome Components. Cancers, 16(19), 3350. https://doi.org/10.3390/cancers16193350