Associations Between Type of Hemodialysis Access and Pulmonary Hypertension: A Single‐Center Retrospective Cohort
Bibliographic record
Abstract
BACKGROUND: Pulmonary hypertension affects patients with hemodialysis-dependent end-stage kidney failure; however, the estimated prevalence varies greatly due to the underutilization of right heart catheterization and the evolving diagnostic criteria of pulmonary hypertension. Pulmonary hypertension in end-stage kidney failure is often attributed to arteriovenous (AV) access; therefore, we hypothesized that patients with AV fistula/graft would have a greater prevalence of pulmonary hypertension on right heart catheterization compared to those with central venous (CV) catheter accesses. METHODS: In this retrospective single-center cohort study, we identified and randomly sampled patients from July 2012 to August 2022 receiving hemodialysis for ≥ 3 months and who underwent right heart catheterization, using Current Procedural Terminology codes. Pulmonary hypertension was defined as mean pulmonary arterial pressure (mPAP) > 20 mmHg. Our primary outcome was the prevalence of pulmonary hypertension among patients with AV fistula/graft versus CV hemodialysis access, tested with descriptive statistics. We evaluated survival as a secondary outcome using a Cox proportional hazards model. RESULTS: A total of 3834 patient charts were extracted. Overall, 444 charts were randomly sampled, resulting in 137 subjects meeting the inclusion criteria. The mean age was 63.8 ± 10.5 years, and 62% were male. The most common etiology of end-stage kidney failure was diabetic kidney disease (57.7%). Eighty percent of end-stage kidney failure patients had pulmonary hypertension; however, the type of hemodialysis access was not associated with pulmonary hypertension (85% CV catheter vs. 79.5% AV access, p = 0.59). Patients with pulmonary hypertension had lower hemoglobin (9.6 ± 0.8 vs. 11.2 ± 1.3 g/dL, p < 0.0001) and serum albumin (2.3 ± 0.9 vs. 3.4 ± 0.6 g/dL, p < 0.0001) than those without pulmonary hypertension. Those with pulmonary hypertension had an increased risk of mortality (hazard ratio: 2.2, 95% confidence interval: 1.04-4.61; p = 0.04). CONCLUSION: Our findings show a high burden of pulmonary hypertension among this heterogeneous cohort of end-stage kidney failure patients, with no association between pulmonary hypertension and the type of hemodialysis access. This study highlights the need for prospective investigations incorporating current strategies for pulmonary hypertension diagnosis and treatment among the dialysis-dependent population.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 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".