Relationship between changes in hemoglobin level and quality of life during chemotherapy in anemic cancer patients receiving epoetin alfa therapy
Bibliographic record
Abstract
BACKGROUND: Hemoglobin increases have been associated with quality of life (QOL) improvements in anemic cancer patients treated with epoetin alfa, but intervention generally has been reserved for symptomatic anemia or hemoglobin < 10 g/dL. Relationships among hemoglobin, functional status, and patient reported QOL have not been well characterized. METHODS: Data from two open-label, community-based trials of epoetin alfa therapy that enrolled 4382 anemic cancer patients undergoing chemotherapy were used to evaluate the relationship between hemoglobin changes and QOL changes. The authors measured QOL using the Linear Analog Scale Assessment (LASA) and the more detailed, disease-specific Functional Assessment of Cancer Therapy-Anemia (FACT-An) instrument. Analyses were performed to determine the incremental change in QOL associated with hemoglobin increases (1 g/dL increments). RESULTS: Cross-sectional analyses showed a nonlinear relationship and significant positive correlation between high hemoglobin levels and high LASA and FACT-An scores (r = 0.25 and 0.29, respectively, P < 0.01). Patients with hemoglobin increases of > or = 2 g/dL reported statistically significant improvements in five FACT-An items selected a priori specifically to reflect functional capacity. An incremental analysis used regression methods to identify the longitudinal relationship between incremental changes in hemoglobin and QOL scores. This relationship was found to be nonlinear, with the maximum QOL gain occurring at a hemoglobin level of 12 g/dL (range, 11-13 g/dL). Patients with low baseline QOL scores and longer time periods between baseline and final QOL assessments experienced significantly (P < 0.05) greater increases in overall QOL. Progressive disease at baseline, change in disease status from baseline to end of study, and increase in self-reported pain or nausea all had significant (P < 0.05) negative effects on QOL scores. CONCLUSIONS: A direct relationship exists between hemoglobin increases during epoetin alfa therapy and corresponding QOL improvements in cancer patients receiving chemotherapy across the clinically relevant hemoglobin range of 8-14 g/dL. These data suggest that the maximal incremental gain in QOL occurs when hemoglobin is in the range of 11-13 g/dL.
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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 | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".