A Comparison of Established Diagnostic Criteria for Cachexia and Their Impacts on Prognostication in Patients with Oesophagogastric Cancer
Bibliographic record
Abstract
Background: Cachexia is common in patients with oesophagogastric cancer. The syndrome is characterised by tissue wasting (muscle and fat), anorexia, and reduced physical function, which result from complex interactions between the tumour and its host. Heterogeneity in the diagnostic criteria used for cachexia has hindered their clinical utilisation. This study aimed to compare the two established cachexia definitions (Fearon’s consensus definition and the Global Leadership Initiative on Malnutrition [GLIM] criteria) and their relationships with survival in patients with oesophagogastric cancer. Methods: Consecutive patients newly diagnosed with oesophagogastric cancer (January 2019 to December 2020) were identified from a prospective regional database. Involuntary weight loss, BMI, CT body composition analyses, and neutrophil–lymphocyte ratios were recorded at clinical staging. These data were used to assess patients for cachexia according to Fearon and GLIM diagnostic criteria. The primary outcome of interest was overall survival. Results: Overall, 465 patients (66.9% male, median 71 years) were diagnosed with oesophagogastric cancer during the 2-year study period. Cachectic proportions differed between definitions (Fearon: 59.1% vs. GLIM: 44.1%), and only 49.1% of the 322 patients who met one set of diagnostic criteria were cachectic according to both. Patients who met the GLIM criteria were significantly more comorbid and had a poorer performance status; however, no such difference was evident when using the Fearon definition. Those patients who met either set of diagnostic criteria had shorter survival than those who met neither (p < 0.001). Following adjustment for confounders, GLIM-defined cachexia was more strongly associated with reduced survival (aHR: 1.57 [95% CI: 1.25–1.96], p < 0.001) than Fearon-defined cachexia (aHR: 1.41 [95% CI: 1.13–1.76], p = 0.002). Patients who only met the Fearon diagnostic criteria had prolonged survival (median: 363 days) when compared to those who met only GLIM (median: 158 days) or both definitions (median: 120 days). A secondary analysis of those patients who met the GLIM diagnostic criteria (n = 205) compared the three potential phenotypical criteria used in this definition. Only reduced muscle mass, and not low BMI or weight loss, was associated with poorer survival (aHR: 1.88 [95% CI: 1.15–3.07], p = 0.012) in this group. Conclusions: Cancer cachexia is strongly associated with shortened survival in patients with oesophagogastric cancer. Classification using the GLIM criteria provides more effective prognostication and this definition should be utilised in multidisciplinary patient care.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.014 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".