| Literature DB >> 34820338 |
Jennifer Marley1, Barbara I Nicholl1, Sara Macdonald1, Frances S Mair1, Bhautesh D Jani1.
Abstract
BACKGROUND/AIMS: Upper gastrointestinal cancers (oesophageal/stomach) have high mortality rates and are often diagnosed after the disease has progressed, making it important to identify populations at greater risk of upper gastrointestinal (UGI) cancer to promote earlier diagnosis. This study aims to determine if there is an association between a broad range of long-term conditions (LTCs) and incidence of UGI cancers.Entities:
Keywords: Cancer; Comorbidity; Incidence; Long-term conditions; Oesophageal cancer; Stomach cancer
Year: 2021 PMID: 34820338 PMCID: PMC8606912 DOI: 10.1177/26335565211056136
Source DB: PubMed Journal: J Multimorb Comorb ISSN: 2633-5565
Figure 1.Flowchart of the study population. Study population was reduced following the exclusion criteria.
Candidate risk factors for oesophageal and stomach cancer. Table 1 lists the candidate risk factors for oesophageal and stomach cancer. These LTCs were obtained from participant information collected at the beginning of this study.
| Alcohol addiction | Anorexia/bulimia | Anxiety | Asthma | Atrial fibrillation |
|---|---|---|---|---|
| Barrett’s oesophagus | Bronchiectasis | Chronic fatigue syndrome | Chronic kidney disease | Chronic liver disease |
| Chronic obstructive pulmonary disease | Chronic sinusitis | Constipation | Coronary heart disease | Dementia |
| Depression | Diabetes | Diverticular disease | Duodenal ulcer | Endometriosis |
| Epilepsy | Gastritis | Glaucoma | Heart failure | |
| Hiatus hernia | Hypertension | Indigestion | Inflammatory bowel disease | Irritable bowel syndrome |
| Meniere’s disease | Migraine | Multiple sclerosis | Oesophageal stricture | Osteoporosis |
| Painful condition | Parkinson’s disease | Peripheral vascular disease | Pernicious anaemia | Polycystic ovary syndrome |
| Prostate diseases | Psoriasis/eczema | Psychoactive disorders | Pyloric stenosis | Rheumatoid arthritis |
| Schizophrenia/bipolar disorder | Stomach ulcer | Stroke/transient ischaemic attack | Thyroid diseases | Viral hepatitis |
Participant characteristics for those with and without oesophageal and stomach cancer.
| Demographics | Participants with oesophageal cancer (n = 598) | Participants without oesophageal cancer (n = 487,200) | Participants with stomach cancer (n = 397) | Participants without stomach cancer (n = 487,401) | ||
|---|---|---|---|---|---|---|
|
| 62 (6) | 57 (8) | <0.01 | 62 (7) | 57 (8) | <0.01 |
|
| ||||||
| Male | 438 (73.5%) | 221,834 (45.5%) | <0.01 | 282 (70.7%) | 221,990 (54.4%) | <0.01 |
| Females | 160 (26.5%) | 265,366 (54.5%) | 115 (29.3%) | 265,411 (45.6%) | ||
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| Quintile 1 | 103 (16.8%) | 98,651 (20.1%) | <0.01 | 64 (15.6%) | 98,690 (20.1%) | 0.06 |
| Quintile 2 | 113 (18.5%) | 97,871 (20%) | 72 (18.1%) | 97,912 (19.9%) | ||
| Quintile 3 | 120 (20.1%) | 97,715 (20%) | 79 (20.2%) | 97,756 (20%) | ||
| Quintile 4 | 110 (18.1%) | 97,482 (20%) | 86 (21.7%) | 97,506 (20%) | ||
| Quintile 5 | 152 (26.5%) | 95,481 (19.9%) | 96 (24.3%) | 95,537 (20%) | ||
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| 1: <18.5 | 7 (1.1%) | 2494 (0.5%) | <0.01 | 2 (0.7%) | 2499 (0.5%) | <0.01 |
| 2: 18.5–25 | 122 (20.1%) | 154,024 (31.6%) | 90 (22.7%) | 154,056 (31.5%) | ||
| 3: 25–30 | 279 (46.8%) | 209,377 (42.9%) | 180 (45.2%) | 209,476 (42.9%) | ||
| 4: 30–35 | 139 (23.2%) | 87,131 (17.9%) | 78 (20%) | 87,192 (17.9%) | ||
| 5: 35–40 | 34 (5.8%) | 24,729 (5.1%) | 35 (8.5%) | 24,728 (5.2%) | ||
| 6: >40 | 17 (3%) | 9445 (2%) | 12 (2.9%) | 9450 (2%) | ||
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| ||||||
| High | 40 (6.5%) | 50,019 (10.1%) | <0.01 | 37 (9.1%) | 50,022 (10.1%) | <0.01 |
| Medium | 478 (78.4%) | 392,818 (79.5%) | 305 (74.7%) | 392,991 (79.5%) | ||
| Low | 42 (6.9%) | 18,871 (3.8%) | 31 (7.6%) | 18,882 (3.8%) | ||
| None | 50 (8.2%) | 32,765 (6.6%) | 35 (8.6%) | 32,780 (6.6%) | ||
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| 1 | 315 (53.1%) | 309,461 (63.6%) | <0.01 | 213 (54.1%) | 309,563 (63.6%) | |
| 2 | 200 (33.3%) | 147,593 (30.2%) | 148 (36.8%) | 147,645 (30.2%) | ||
| 3 | 83 (13.6%) | 30,146 (6.2%) | 36 (9.1%) | 30,193 (6.2%) | ||
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| Never | 184 (31.1%) | 267,421 (54.8%) | <0.01 | 148 (37.1%) | 267,457 (54.8%) | |
| Previous | 301 (50.3%) | 168,837 (34.6%) | 181 (45.2%) | 168,957 (34.6%) | ||
| Current | 113 (18.6%) | 50,942 (10.6%) | 68 (17.7%) | 50,987 (10.6%) | ||
Standard deviation (SD).
Townsend score: Quintile 1: least deprived and Quintile 5: most deprived.
Body Mass Index (BMI). Category 1 described a BMI of less than 18.5, category 2: 18.5–25, category 3: 25–30, category 4: 30–35 and category 5 was a BMI of more than 40.
Level of physical activity was described as high, medium, low or none.
Alcohol consumption: category 1: 1–14 units (sensible), category 2: 15–35 units in females and 15–50 units in males (hazardous) and category 3: >35 units in females and >50 units in males (harmful).
Variable selection and survival analysis results for candidate risk factors for oesophageal and stomach cancer. Table 2 lists the candidate risk factors for oesophageal and stomach cancer identified using variable selection and survival analysis.
| Oesophageal and stomach cancer candidate risk factors | ||
|---|---|---|
| LTCs | Hazard ratios (95% CI) | |
|
|
|
|
| Anxiety | 0.53 (0.18–1.07) | 0.16 |
| Asthma | 1.27 (1.00–1.60) | 0.05 |
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|
|
|
|
|
| Chronic heart disease | 0.75 (0.55–1.03) | 0.07 |
| Chronic liver disease | 1.71 (0.54–5.41) | 0.36 |
| Chronic obstructive pulmonary disease | 1.14 (0.75–1.73) | 0.54 |
| Dementia | 6.27 (0.88–44.71) | 0.07 |
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|
|
|
| Diverticular disease | 0.53 (0.22–1.28) | 0.16 |
| Epilepsy | 0.19 (0.03–1.35) | 0.10 |
| | 0.43 (0.06–3.05) | 0.40 |
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|
|
| Hypertension | 2.11 (0.93–1.33) | 0.23 |
| Indigestion | 2.37 (0.59–9.53) | 0.22 |
| Meniere’s disease | 1.65 (0.53–5.15) | 0.38 |
| Multiple sclerosis | 1.35 ×10−6 (0-inf*) | 0.99 |
|
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|
|
| Pernicious anaemia | 2.17 (0.81–5.81) | 0.12 |
|
|
|
|
| Stomach ulcer | 1.55 (0.85–2.83) | 0.15 |
| LTC count | 1.07 (0.96–1.20) | 0.23 |
| Stomach cancer candidate risk factors | ||
| LTCs | Hazard ratios (95% CI) | |
| Alcohol addiction | 2.00 ×10−7 (0-inf*) | 0.99 |
| |
|
|
| Anxiety | 0.58 (0.22–1.55) | 0.28 |
| Atrial fibrillation | 1.72 (0.85–3.47) | 0.13 |
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|
|
| Bronchiectasis | 3.10 ×10−7 (0-inf*) | 0.99 |
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|
|
| Chronic heart disease | 1.07 (0.76–1.51) | 0.68 |
| Chronic obstructive pulmonary disease | 0.54 (0.25–1.15) | 0.11 |
| Diabetes | 1.38 (1.00–1.91) | 0.05 |
| Duodenal ulcer | 0.36 (0.05–2.59) | 0.31 |
| Gastritis | 2.29 ×10−7 (0-inf*) | 1.00 |
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|
| Heart failure | 1.12x10−7 (0-inf*) | 1.00 |
| | 2.06x10−7 (0-inf*) | 0.99 |
| Meniere’s disease | 2.62 (0.84–8.15) | 0.10 |
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|
| Parkinson’s disease | 1.12x10−7 (0-inf*) | 1.00 |
| Peripheral vascular disease | 1.69 (0.54–5.30) | 0.37 |
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|
|
| Polycystic ovary syndrome | 6.40 (0.89–46.21) | 0.07 |
| Prostate diseases | 0.70 (0.37–1.31) | 0.26 |
| Psoriasis/eczema | 0.74 (0.40–1.34) | 0.323 |
| Stomach ulcer | 1.70 (0.80–3.60) | 0.16 |
| Thyroid diseases | 0.77 (0.46–1.28) | 0.31 |
| Viral hepatitis | 1.56 ×10−7 (0-inf*) | 0.99 |
| LTC count | 1.05 (0.96–1.15) | 0.12 |
Confidence interval (CI).
Statistically significant long-term conditions (LTCs) are shown in bold.
Models were adjusted for age, sex, socioeconomic status, BMI, level of physical activity, alcohol consumption and smoking status.
Statistical significance was indicated from a p-value of <0.05.
*Infinite coefficients.
Variable selection and survival analysis results for candidate risk factors for oesophageal and stomach cancer.
| Oesophageal cancer candidate risk factors | ||
|---|---|---|
| LTCs | Hazard ratios (95% CI) | |
| Alcohol addiction | 4.11 (2.01–8.43) | <0.01 |
| Barrett’s oesophagus | 5.68 (3.36–9.58) | <0.01 |
| Bronchiectasis | 2.72 (1.01–7.31) | 0.05 |
| Diabetes | 1.38 (1.06–1.81) | 0.02 |
| Hiatus hernia | 1.69 (1.16–2.45) | <0.01 |
| Parkinson’s disease | 3.86 (1.60–9.37) | <0.01 |
| Psoriasis/eczema | 1.53 (1.08–2.17) | 0.02 |
| Stomach cancer candidate risk factors | ||
|
|
|
|
| Anorexia/Bulimia | 8.86 (1.20–65.14) | 0.03 |
| Barrett’s oesophagus | 3.37 (1.39–8.14) | <0.01 |
| Chronic fatigue syndrome | 3.36 (1.25–9.03) | 0.02 |
| Glaucoma | 2.06 (1.16–3.67) | 0.01 |
| Multiple sclerosis | 4.60 (1.71–12.34) | <0.01 |
| Oesophageal stricture | 1.04 (1.46–74.46) | 0.02 |
| Pernicious anaemia | 6.93 (3.42–14.03) | <0.01 |
Multicollinearity assessment for the Survival Models.
| Survival model with oesophageal cancer as outcome variable | |
|---|---|
| Predictor variable | VIF value |
| Age | 1.09 |
| Sex | 1.78 |
| Townsend score | 1.11 |
| Body Mass Index | 1.21 |
| Smoking status | 1.42 |
| Alcohol consumption amount | 1.20 |
| Smoking in pack years | 1.43 |
| Long-term condition count | 2.63 |
| Dementia | 1.00 |
| Psychoactive substance misuse | 1.00 |
| Alcohol problem | 1.20 |
| Parkinson’s disease | 1.02 |
| Chronic liver disease | 1.03 |
| COPD | 1.11 |
| Pernicious anaemia | 1.01 |
| Epilepsy | 1.01 |
| CHD | 1.17 |
| Diabetes | 1.23 |
| Bronchiectasis | 1.02 |
| Hypertension | 1.46 |
| Multiple sclerosis | 1.00 |
| Asthma | 1.17 |
| Psoriasis/eczema | 1.05 |
| Anxiety | 1.01 |
| Painful conditions | 1.18 |
| Diverticular disease | 1.02 |
| Migraine | 1.02 |
| Barrett’s oesophagitis | 1.05 |
| Stomach ulcer | 1.02 |
| H. pylori infection | 1.00 |
| Hiatus hernia | 1.07 |
|
| |
| Predictor variable | VIF value |
| Age | 1.11 |
| Sex | 1.22 |
| Townsend score | 1.09 |
| Body Mass Index | 1.17 |
| Smoking status | 1.44 |
| Alcohol consumption amount | 1.18 |
| Smoking in pack years | 1.47 |
| Long-term condition count | 1.59 |
| Anxiety | 1.02 |
| Eating disorders | 1.03 |
| Atrial fibrillation | 1.03 |
| Barrett’s oesophagitis | 1.01 |
| Bronchieactasis | 1.00 |
| Chronic fatigue syndrome | 1.02 |
| CHD | 1.20 |
| COPD | 1.05 |
| Duodenal ulcer | 1.00 |
| Gastritis | 1.00 |
| Glaucoma | 1.02 |
| Heart failure | 1.00 |
| Pyloric stenosis | 1.00 |
| Meniere’s disease | 1.01 |
| Multiple sclerosis | 1.01 |
| Oesophageal stricture | 1.00 |
| Parkinson | 1.00 |
| Peripheral vascular disease | 1.02 |
| Pernicious anaemia | 1.04 |
| Polycystic ovarian syndrome | 1.02 |
| Prostate disease | 1.03 |
| Psoriasis/eczema | 1.02 |
| Stomach ulcer | 1.02 |
| Thyroid disease | 1.07 |
| Viral hepatitis | 1.00 |
VIF = variance inflation factor.
Proportion of participants who developed UGI cancer with and without an LTC identified as a candidate risk factor.
| LTC status | Number of participants | Number of participants that developed oesophageal cancer | LTC status | Number of participants | Number of participants that developed stomach cancer |
|---|---|---|---|---|---|
| With an alcohol addiction | 741 | 8 (1.1%) | With anorexia/bulimia | 360 | 1 (0.3%) |
| Without an alcohol addiction | 487,057 | 590 (0.1%) | Without anorexia/bulimia | 487,438 | 396 (0.08%) |
| With Barrett’s oesophagus | 1420 | 15 (1.1%) | With Barrett’s oesophagus | 1420 | 5 (0.4%) |
| Without Barrett’s oesophagus | 486,378 | 583 (0.1%) | Without Barrett’s oesophagus | 486,378 | 392 (0.08%) |
| With bronchiectasis | 1101 | 4 (0.4%) | With CFS | 2092 | 4 (0.2%) |
| Without bronchiectasis | 486,697 | 594 (0.1%) | Without CFS | 485,706 | 393 (0.08%) |
| With diabetes | 24,238 | 67 (0.3%) | With glaucoma | 5174 | 12 (0.2%) |
| Without diabetes | 463,560 | 531 (0.1%) | Without glaucoma | 482,624 | 385 (0.08%) |
| With hiatus hernia | 10,827 | 30 (0.3%) | With MS | 1486 | 4 (0.3%) |
| Without hiatus hernia | 476,971 | 568 (0.1%) | Without MS | 486,312 | 393 (0.08%) |
| With Parkinson’s disease | 808 | 5 (0.6%) | With oesophageal stricture | 103 | 1 (1%) |
| Without Parkinson’s disease | 486,990 | 593 (0.1%) | Without oesophageal stricture | 487,695 | 396 (0.08%) |
| With psoriasis/eczema | 17,470 | 34 (0.2%) | With pernicious anaemia | 1478 | 8 (0.5%) |
| Without psoriasis/eczema | 470,328 | 564 (0.1%) | Without pernicious anaemia | 486,320 | 389 (0.08%) |
Long-term conditions (LTCs).