Cardiovascular Complications in ADPKD
Bibliographic record
Abstract
gene, is among the most common hereditary kidney diseases worldwide and is associated with significant extrarenal manifestations, including cardiovascular disease. In patients with ADPKD, cardiovascular disease is the major cause of mortality and is associated with a high burden of comorbidities. Cardiovascular manifestations include hypertension, which may lead to left ventricular hypertrophy (LVH) and diastolic dysfunction, as well as valvular abnormalities, aortic aneurysm, and pericardial effusion (PCE). The cardiovascular manifestations can present early as part of the ADPKD manifestation or later because of chronic kidney disease (CKD) progression. Early detection of cardiovascular manifestations can play a pivotal role in better management of these patients. Hypertension in ADPKD might start at an early age and is driven by a complex interplay of polycystin (PC) dysfunction, intracellular signaling disruptions, and activation of the renin-angiotensin-aldosterone system (RAAS), which can contribute to vascular structural changes and impaired endothelial function. Valvular involvement exhibits a bimodal pattern of age distribution, with early manifestations occurring in younger patients likely linked to genetic factors and later complications emerging as part of CKD progression. This review explores cardiovascular complications in ADPKD, emphasizing the need for early detection, and briefly provides an overview of tailored management approaches to improve outcomes in this high-risk population.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 teacher head, 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".