Abstract MP65: Maternal Vascular Lesions in the Placenta May Identify Women Susceptible to Masked Hypertension a Decade After Pregnancy
Bibliographic record
Abstract
Introduction: Women with placentally mediated pregnancy complications such as preeclampsia have excess hypertension and cardiovascular disease later in life, but the underlying pathophysiology linking these conditions is unknown. Hypothesis: We considered that histological examination of the placenta may reveal maternal vascular impairments that identify a group susceptible to blood pressure (BP) elevations a decade after delivery, including elevations that may only be detectable using out of office BP measurement. Method: Women with a singleton live birth at Magee-Womens Hospital (Pittsburgh, PA) during 2008-2009 were enrolled 8-10 years after delivery (n=248). Pregnancy features and placental pathology were abstracted from medical records. Women with placental vasculopathy (several related lesions arising from impaired remodeling of maternal myometrial and decidual arteries, n=24) or infarcts (n=32) were compared to women with neither lesion (n=192). Clinic BP was measured three times by trained research staff using a standard protocol and a validated home BP device. Women were trained to measure their BP twice daily for 7 days using the same device mentioned above. Subsequently, time and date stamped BP measures were downloaded (mean 12.2 measures ± 4.5). BP status (elevated, stage 1, stage 2) was identified using the 2018 ACC/AHA guidelines for clinic and home BP measures. Sustained normotensive, white coat, masked, and sustained hypertension status were classified. Results: Women were, on average, 37 years of age at measurement. In analysis controlled for age and race (p-value < 0.05) those with placental vasculopathy had higher mean diastolic BP in clinic and at home (80.5 ± 13.3 mmHg, 79.9 ± 10.4, respectively) than women without vascular lesions in the placenta (75.4 ± 9.8 mmHg and 74.3 ±8.6, respectively). In addition, women with placental vasculopathy had a higher prevalence of masked hypertension (higher elevated BP status measured at home vs. in clinic; 37.5% vs. 14.1%) that persisted after accounting for maternal age and race (adjusted OR 4.7, 95% confidence interval 1.6, 13.8). Vasculopathy associations were similar after excluding women with preeclampsia (n=42), the pregnancy complication most strongly associated with placental vascular pathology. There were modest, non-significant associations between placental infarcts and all measures of maternal blood pressure. Conclusions: Irrespective of prior preecclampsia, women with placental evidence of vasculopathy have excess hypertension and particularly masked hypertension in the decade after pregnancy. Our results emphasize the value of out of office blood pressure measurement, and indicate that placental vasculopathy may be pathophysiologically related to development of hypertension before age 50.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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) | 0.003 | 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".