Frailty, Multimorbidity, and Polypharmacy
Bibliographic record
Abstract
Key Points Frailty, multimorbidity, and polypharmacy overlap and are associated with higher risk of adverse health outcomes in CKD. Empagliflozin was safe, well tolerated, and effectively reduced cardiorenal and hospitalization risk irrespective of these characteristics. Absolute benefits appeared greater in the most frail participants in this post hoc analysis of EMPA-KIDNEY. Background Sodium-glucose cotransporter-2 inhibitors are recommended treatment for adults with CKD, but uncertainty exists regarding their use in patients with frailty and/or multimorbidity, among whom polypharmacy is common. We derived a multivariable logistic regression model to predict hospitalization (reflecting frailty) and assessed empagliflozin's risk–benefit profile in a post hoc analysis of the double-blind, placebo-controlled EMPA-KIDNEY trial. Methods The EMPA-KIDNEY trial randomized 6609 patients with CKD (eGFR ≥20 to <45 ml/min per 1.73 m 2 , or ≥45 to <90 ml/min per 1.73 m 2 with urinary albumin-to-creatinine ratio ≥200 mg/g) to receive either empagliflozin 10 mg daily or matching placebo and followed them for 2 years (median). Additional characteristics analyzed in subgroups were multimorbidity, polypharmacy, and health-related quality of life at baseline. Cox regression analyses were performed with subgroups defined by approximate thirds of each variable. Results The strongest predictors of hospitalization were N -terminal prohormone of brain natriuretic peptide, poor mobility, and diabetes and then eGFR and other comorbidities. Empagliflozin was generally well tolerated independent of predicted risk of hospitalization. In relative terms, allocation to empagliflozin reduced the risk of the primary outcome of kidney disease progression or cardiovascular death by 28% (hazard ratio, 0.72; 95% confidence interval, 0.64 to 0.82) and all-cause hospitalization by 14% (hazard ratio, 0.86; 95% confidence interval, 0.78 to 0.95), with broadly consistent effects across subgroups of predicted risk of hospitalization, multimorbidity, polypharmacy, or health-related quality of life. In absolute terms, the estimated benefits of empagliflozin were greater in those at highest predicted risk of hospitalization (reflecting frailty) and outweighed potential serious harms. Conclusions These findings support the use of sodium-glucose cotransporter-2 inhibitors in CKD, irrespective of frailty, multimorbidity, or polypharmacy. Clinical Trial registration number: NCT03594110. Podcast This article contains a podcast at https://www.asn-online.org/media/podcast/CJASN/2024_09_23_CJASNSeptember19992.mp3
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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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".