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Silva B, Pereira CA, Cidade-Rodrigues C, Chaves C, Melo A, Gomes V, Silva VB, Araújo A, Machado C, Saavedra A, Figueiredo O, Martinho M, Almeida MC, Morgado A, Almeida M, Cunha FM. Development and internal validation of a clinical score to predict neonatal hypoglycaemia in women with gestational diabetes. Endocrine 2024:10.1007/s12020-024-03815-2. [PMID: 38602617 DOI: 10.1007/s12020-024-03815-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2023] [Accepted: 03/29/2024] [Indexed: 04/12/2024]
Abstract
INTRODUCTION Gestational diabetes (GD) is a risk factor for neonatal hypoglycaemia (NH), but other factors can increase this risk. OBJECTIVES To create a score to predict NH in women with GD. METHODS Retrospective study of women with GD with a live singleton birth between 2012 and 2017 from the Portuguese GD registry. Pregnancies with and without NH were compared. A logistic regression was used to study NH predictors. Variables independently associated with NH were used to score derivation. The model's internal validation was performed by a bootstrapping. The association between the score and NH was assessed by logistic regression. RESULTS We studied 10216 pregnancies, 410 (4.0%) with NH. The model's AUC was 0.628 (95%CI: 0.599-0.657). Optimism-corrected c-index: 0.626. Points were assigned to variables associated with NH in proportion to the model's lowest regression coefficient: insulin-treatment 1, preeclampsia 3, preterm delivery 2, male sex 1, and small-for-gestational-age 2, or large-for-gestational-age 3. NH prevalence by score category 0-1, 2, 3, 4, and ≥5 was 2.3%, 3.0%, 4.5%, 6.0%, 7.4%, and 11.5%, respectively. Per point, the OR for NH was 1.35 (95% CI: 1.27-1.42). A score of 2, 3, 4, 5 or ≥6 (versus ≤1) had a OR for NH of 1.67 (1.29-2.15), 2.24 (1.65-3.04), 2.83 (2.02-3.98), 3.08 (1.83-5.16), and 6.84 (4.34-10.77), respectively. CONCLUSION Per each score point, women with GD had 35% higher risk of NH. Those with ≥6 points had 6.8-fold higher risk of NH compared to a score ≤1. Our score may be useful for identifying women at a higher risk of NH.
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Affiliation(s)
- Bruna Silva
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal.
| | - Catarina A Pereira
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | | | - Catarina Chaves
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Anabela Melo
- Gynaecology and Obstetrics Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Vânia Gomes
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Vânia Benido Silva
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Alexandra Araújo
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Cláudia Machado
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Ana Saavedra
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Odete Figueiredo
- Gynaecology and Obstetrics Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Mariana Martinho
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Maria Céu Almeida
- Gynaecology and Obstetrics Department, Centro Hospitalar Universitário de Coimbra, Coimbra, Portugal
| | - Ana Morgado
- Gynaecology and Obstetrics Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Margarida Almeida
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
| | - Filipe M Cunha
- Endocrinology Department, Centro Hospitalar Tâmega e Sousa, Penafiel, Portugal
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Stress Reactivity, Susceptibility to Hypertension, and Differential Expression of Genes in Hypertensive Compared to Normotensive Patients. Int J Mol Sci 2022; 23:ijms23052835. [PMID: 35269977 PMCID: PMC8911431 DOI: 10.3390/ijms23052835] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/14/2022] [Accepted: 02/28/2022] [Indexed: 12/14/2022] Open
Abstract
Although half of hypertensive patients have hypertensive parents, known hypertension-related human loci identified by genome-wide analysis explain only 3% of hypertension heredity. Therefore, mainstream transcriptome profiling of hypertensive subjects addresses differentially expressed genes (DEGs) specific to gender, age, and comorbidities in accordance with predictive preventive personalized participatory medicine treating patients according to their symptoms, individual lifestyle, and genetic background. Within this mainstream paradigm, here, we determined whether, among the known hypertension-related DEGs that we could find, there is any genome-wide hypertension theranostic molecular marker applicable to everyone, everywhere, anytime. Therefore, we sequenced the hippocampal transcriptome of tame and aggressive rats, corresponding to low and high stress reactivity, an increase of which raises hypertensive risk; we identified stress-reactivity-related rat DEGs and compared them with their known homologous hypertension-related animal DEGs. This yielded significant correlations between stress reactivity-related and hypertension-related fold changes (log2 values) of these DEG homologs. We found principal components, PC1 and PC2, corresponding to a half-difference and half-sum of these log2 values. Using the DEGs of hypertensive versus normotensive patients (as the control), we verified the correlations and principal components. This analysis highlighted downregulation of β-protocadherins and hemoglobin as whole-genome hypertension theranostic molecular markers associated with a wide vascular inner diameter and low blood viscosity, respectively.
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