| Literature DB >> 27231951 |
Tira Tan1, Whee Sze Ong2, Tanujaa Rajasekaran1, Khai Nee Koo3, Li Li Chan1, Donald Poon4,5, Anupama Roy Chowdhury6, Lalit Krishna1,5, Ravindran Kanesvaran1,5.
Abstract
PURPOSE: Elderly cancer patients are at increased risk for malnutrition. We aim to identify comprehensive geriatric assessment (CGA) based clinical factors associated with increased nutritional risk and develop a clinical scoring system to identify nutritional risk in elderly cancer patients. PATIENTS AND METHODS: CGA data was collected from 249 Asian patients aged 70 years or older. Nutritional risk was assessed based on the Nutrition Screening Initiative (NSI) checklist. Univariate and multivariate logistic regression analyses were applied to assess the association between patient clinical factors together with domains within the CGA and moderate to high nutritional risk. Goodness of fit was assessed using Hosmer-Lemeshow test. Discrimination ability was assessed based on the area under the receiver operating characteristics curve (AUC). Internal validation was performed using simulated datasets via bootstrapping.Entities:
Mesh:
Year: 2016 PMID: 27231951 PMCID: PMC4883801 DOI: 10.1371/journal.pone.0156008
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
The Nutrition Screening Initiative Checklist.
| Statement | Yes |
|---|---|
| I have an illness or condition that made me change the kind and / or amount of food I eat | 2 |
| I eat fewer than 2 meals per day | 3 |
| I eat few fruits or vegetables or milk products | 2 |
| I have 3 or more drinks of beer, liquor or wine almost everyday | 2 |
| I have tooth or mouth problems that make it hard for me to eat | 2 |
| I don’t always have enough money to buy the food I need | 4 |
| I eat alone most of the time | 1 |
| I take 3 or more different prescribed or over-the-counter drugs a day | 1 |
| Without want to, I have lost of gained 10 pounds in the last 6 months | 2 |
| I am not physically able to shop, cook and / or feed myself | 2 |
| Total Score |
Nutritional score: 0–2 low nutritional risk; 3–5 Moderate nutritional risk, 6 or more High nutritional risk
Patient characteristics by nutritional risk.
| Variable | Total (n = 249) | Low nutritional risk(n = 65) | Moderate / High nutritional risk (n = 184) | P | |||
|---|---|---|---|---|---|---|---|
| No. | % | No. | % | No. | % | ||
| Median (range) | 77 (70–94) | 76 (70–93) | 77 (70–94) | 0.903 | |||
| Male | 153 | 61.4 | 45 | 69.2 | 108 | 58.7 | 0.134 |
| Female | 96 | 38.6 | 20 | 30.8 | 76 | 41.3 | |
| Chinese | 227 | 91.2 | 60 | 92.3 | 167 | 90.8 | 0.073 |
| Malays | 12 | 4.8 | 2 | 3.1 | 10 | 5.4 | |
| Indians | 6 | 2.4 | 0 | 0 | 6 | 3.3 | |
| Others | 4 | 1.6 | 3 | 4.6 | 1 | 0.5 | |
| Head and neck | 6 | 2.4 | 1 | 1.5 | 5 | 2.7 | 0.003 |
| GI tract | 167 | 67.1 | 33 | 50.8 | 134 | 72.8 | |
| Breast | 5 | 2.0 | 1 | 1.5 | 4 | 2.2 | |
| Gynaecologic | 2 | 0.8 | 2 | 3.1 | 0 | 0 | |
| Lung | 29 | 11.6 | 15 | 23.1 | 14 | 7.6 | |
| Lymphoma | 2 | 0.8 | 0 | 0 | 2 | 1.1 | |
| Genitourinary | 12 | 4.8 | 4 | 6.2 | 8 | 4.3 | |
| Dual primaries | 7 | 2.8 | 1 | 1.5 | 6 | 3.3 | |
| Others | 19 | 7.6 | 8 | 12.3 | 11 | 6.0 | |
| Early (I–II) | 38 | 15.3 | 19 | 29.2 | 19 | 10.4 | <0.001 |
| Late (III–IV) | 210 | 84.7 | 46 | 70.8 | 164 | 89.6 | |
| 0–1 | 83 | 33.3 | 38 | 58.5 | 45 | 24.5 | <0.001 |
| 2–4 | 166 | 66.7 | 27 | 41.5 | 139 | 75.5 | |
| Independent (A–F) | 204 | 81.9 | 62 | 95.4 | 142 | 77.2 | 0.001 |
| Dependent (G & Others) | 45 | 18.1 | 3 | 4.6 | 42 | 22.8 | |
| < 7 | 219 | 88.3 | 49 | 76.6 | 170 | 92.4 | 0.001 |
| ≥ 7 | 29 | 11.7 | 15 | 23.4 | 14 | 7.6 | |
| Normal | 81 | 32.8 | 28 | 43.1 | 53 | 29.1 | 0.011 |
| Very slightly abnormal | 80 | 32.4 | 25 | 38.5 | 55 | 30.2 | |
| Mildly abnormal | 35 | 14.2 | 8 | 12.3 | 27 | 14.8 | |
| Moderately abnormal | 19 | 7.7 | 2 | 3.1 | 17 | 9.3 | |
| Severely abnormal | 32 | 13.0 | 2 | 3.1 | 30 | 16.5 | |
| Median (range) | 30 (0–90) | 40 (3.3–90) | 26.7 (0–80) | <0.001 | |||
| Low | 83 | 33.3 | 22 | 33.8 | 61 | 33.2 | 0.845 |
| Medium | 116 | 46.6 | 31 | 47.7 | 85 | 46.2 | |
| High | 37 | 14.9 | 10 | 15.4 | 27 | 14.7 | |
| Very high | 13 | 5.2 | 2 | 3.1 | 11 | 6.0 | |
| Normal (≤2) | 96 | 41.7 | 32 | 51.6 | 64 | 38.1 | 0.065 |
| Abnormal (>2) | 134 | 58.3 | 30 | 48.4 | 104 | 61.9 | |
| Normal (≥24) | 163 | 67.6 | 53 | 82.8 | 110 | 62.1 | 0.003 |
| Abnormal (<24) | 78 | 32.4 | 11 | 17.2 | 67 | 37.9 | |
| Normal (≤5) | 177 | 71.7 | 60 | 93.8 | 117 | 63.9 | <0.001 |
| Depressed (>5) | 70 | 28.3 | 4 | 6.3 | 66 | 36.1 | |
| Little or no burden | 188 | 77.0 | 57 | 89.1 | 131 | 72.8 | 0.013 |
| Mild to moderate burden | 55 | 22.5 | 7 | 10.9 | 48 | 26.7 | |
| Moderate to severe burden | 1 | 0.4 | 0 | 0 | 1 | 0.6 | |
| No | 98 | 39.5 | 36 | 56.3 | 62 | 33.7 | 0.002 |
| Yes | 150 | 60.5 | 28 | 43.8 | 122 | 66.3 | |
| No | 98 | 39.4 | 41 | 63.1 | 57 | 31.0 | <0.001 |
| Yes | 151 | 60.6 | 24 | 36.9 | 127 | 69.0 | |
| < 27.5 | 232 | 93.5 | 55 | 85.9 | 177 | 96.2 | 0.007 |
| ≥ 27.5 | 16 | 6.5 | 9 | 14.1 | 7 | 3.8 | |
| Normal (≥12) | 106 | 43.3 | 43 | 68.3 | 63 | 34.6 | < 0.001 |
| Abnormal (<12) | 139 | 56.7 | 20 | 31.7 | 119 | 65.4 | |
| Normal (≥60) | 156 | 68.1 | 40 | 71.4 | 116 | 67.1 | 0.541 |
| Abnormal (<60) | 73 | 31.9 | 16 | 28.6 | 57 | 32.9 | |
| Normal (>35) | 53 | 22.9 | 25 | 42.4 | 28 | 16.3 | < 0.001 |
| Abnormal (≤35) | 178 | 77.1 | 34 | 57.6 | 144 | 83.7 | |
| Normal (≤24) | 195 | 84.8 | 49 | 84.5 | 146 | 84.9 | 0.941 |
| Abnormal (>24) | 35 | 15.2 | 9 | 15.5 | 26 | 15.1 | |
| Normal (≤36) | 186 | 80.5 | 49 | 84.5 | 137 | 79.2 | 0.379 |
| Abnormal (>36) | 45 | 19.5 | 9 | 15.5 | 36 | 20.8 | |
| Normal (≤33) | 145 | 63.0 | 37 | 64.9 | 108 | 62.4 | 0.736 |
| Abnormal (>33) | 85 | 37.0 | 20 | 35.1 | 65 | 37.6 | |
Abbreviations: CGA, comprehensive geriatric assessment; ECOG, Eastern Coorperative Oncology Group; BMI, Body Mass Index; ALT, alanine transaminase; AST, aspartate transaminase
Univariate logistic regression of moderate to high nutritional risk.
| Variable | Categories | OR | 95% CI | |
|---|---|---|---|---|
| Primary tumour site | GI tract vs Head & neck | 0.81 | 0.09–7.19 | 0.044 |
| Breast vs Head & neck | 0.80 | 0.04–17.20 | ||
| Gynaecologic vs Head & neck | NE | NE | ||
| Lung vs Head & neck | 0.19 | 0.02–1.80 | ||
| Lymphoma vs Head & neck | NE | NE | ||
| Genitourinary vs Head & neck | 0.40 | 0.03–4.68 | ||
| Dual primaries vs Head & neck | 1.20 | 0.06–24.47 | ||
| Others vs Head & neck | 0.28 | 0.03–2.83 | ||
| Stage at diagnosis | Late (III–IV) vs Early (I–II) | 3.57 | 1.74–7.29 | 0.001 |
| Metastasis at diagnosis | Yes vs No | 1.79 | 1.01–3.17 | 0.048 |
| ECOG performance status | 2–4 vs 0–1 | 4.35 | 2.39–7.90 | <0.001 |
| ADL | Dependent (G & Others) vs Independent (A–F) | 6.11 | 1.83–20.47 | 0.003 |
| Instrumental ADL | ≥ 7 vs < 7 | 0.27 | 0.12–0.60 | 0.001 |
| Get up and go test | Very slightly abnormal vs Normal | 1.16 | 0.60–2.25 | 0.027 |
| Mildly abnormal vs Normal | 1.78 | 0.72–4.44 | ||
| Moderately abnormal vs Normal | 4.49 | 0.97–20.84 | ||
| Severely abnormal vs Normal | 7.92 | 1.76–35.61 | ||
| Dominant handgrip strength test | Per kg increase | 0.95 | 0.94–0.97 | <0.001 |
| Clock drawing test score | Abnormal (>2) vs Normal (≤2) | 1.73 | 0.96–3.12 | 0.067 |
| Mini-mental state examination score | Abnormal (<24) vs Normal (≥24) | 2.94 | 1.43–6.01 | 0.003 |
| Geriatric depression scale | Depressed (>5) vs Normal (≤5) | 8.46 | 2.94–24.33 | <0.001 |
| Caregiver burden | Mild to severe vs Little or no | 3.05 | 1.30–7.13 | 0.010 |
| Polypharmacy | Yes vs No | 2.53 | 1.42–4.52 | 0.002 |
| BMI | ≥ 27.5 vs < 27.5 | 0.24 | 0.09–0.68 | 0.007 |
| Haemoglobin, g/dL | Abnormal (<12) vs Normal (≥12) | 4.06 | 2.20–7.49 | <0.001 |
| Albumin, g/L | Abnormal (≤35) vs Normal (>35) | 3.78 | 1.96–7.29 | <0.001 |
| Geriatric syndromes | Yes vs No | 3.81 | 2.10–6.89 | <0.001 |
Abbreviations: OR, odds ratio; CI, confidence interval; NE, not estimable; ECOG, Eastern Cooperative Oncology Group; ADL, activities of daily living; BMI, body mass index
Multivariate logistic regression of moderate to high nutritional risk.
| Variable | Categories | OR | 95% CI | |
|---|---|---|---|---|
| Stage at diagnosis | Late (III–IV) vs Early (I–II) | 2.54 | 1.14–5.69 | 0.023 |
| ECOG performance status | 2–4 vs 0–1 | 3.04 | 1.57–5.88 | 0.001 |
| Geriatric depression scale | Depressed (>5) vs Normal (≤5) | 5.99 | 1.99–18.02 | 0.001 |
| Haemoglobin, g/dL | Abnormal (<12) vs Normal (≥12) | 3.00 | 1.54–5.84 | 0.001 |
Abbreviation: OR, odds ratio; CI, confidence interval; ECOG, Eastern Cooperative Oncology Group
Fig 1Nomogram for moderate to high nutritional risk in an elderly Asian cancer patient.
The predicted probability of moderate to high nutritional risk of a patient is obtained by first locating the patient’s stage at diagnosis, Eastern Cooperative Oncology Group [ECOG] performance status, geriatric depression scale and haemoglobin on each axis. Draw a vertical line to the “points” axis to determine the number of points to assign for each variable’s value. Sum all the points for all variables, locate the total sum on the “Total Points,” and draw a straight line down to locate the probability of moderate to high nutritional risk corresponding to the sum.
Fig 2Calibration plot of the final model for moderate to high nutritional risk.