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Chen YX, Xiao TT, Chen HY, Chen X, Wang YQ, Ni Q, Wu BB, Wang HJ, Lu YL, Hu LY, Cao Y, Cheng GQ, Wang LS, Xiao FF, Yang L, Dong XR, Zhou WH. Risk stratification of hemodynamically significant patent ductus arteriosus by clinical and genetic factors. World J Pediatr 2023; 19:1192-1202. [PMID: 37318723 DOI: 10.1007/s12519-023-00733-7] [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: 01/04/2023] [Accepted: 05/10/2023] [Indexed: 06/16/2023]
Abstract
BACKGROUND Hemodynamically significant patent ductus arteriosus (hsPDA) is associated with increased comorbidities in neonates. Early evaluation of hsPDA risk is critical to implement individualized intervention. The aim of the study was to provide a powerful reference for the early identification of high-risk hsPDA population and early treatment decisions. METHODS We enrolled infants who were diagnosed with PDA and performed exome sequencing. The collapsing analyses were used to find the risk gene set (RGS) of hsPDA for model construction. The credibility of RGS was proven by RNA sequencing. Multivariate logistic regression was performed to establish models combining clinical and genetic features. The models were evaluated by area under the receiver operating curve (AUC) and decision curve analysis (DCA). RESULTS In this retrospective cohort study of 2199 PDA patients, 549 (25.0%) infants were diagnosed with hsPDA. The model [all clinical characteristics selected by least absolute shrinkage and selection operator regression (all CCs)] based on six clinical variables was acquired within three days of life, including gestational age (GA), respiratory distress syndrome (RDS), the lowest platelet count, invasive mechanical ventilation, and positive inotropic and vasoactive drugs. It has an AUC of 0.790 [95% confidence interval (CI) = 0.749-0.832], while the simplified model (basic clinical characteristic model) including GA and RDS has an AUC of 0.753 (95% CI = 0.706-0.799). There was a certain consistency between RGS and differentially expressed genes of the ductus arteriosus in mice. The AUC of the models was improved by RGS, and the improvement was significant (all CCs vs. all CCs + RGS: 0.790 vs. 0.817, P < 0.001). DCA demonstrated that all models were clinically useful. CONCLUSIONS Models based on clinical factors were developed to accurately stratify the risk of hsPDA in the first three days of life. Genetic features might further improve the model performance. Video Abstract (MP4 86834 kb).
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Affiliation(s)
- Yu-Xi Chen
- Center for Molecular Medicine of Children's Hospital of Fudan University, Institutes of Biomedical Sciences, Fudan University, 138 Yi Xue Yuan Road, Shanghai, China
| | - Tian-Tian Xiao
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Hui-Yao Chen
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Xiang Chen
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Ya-Qiong Wang
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Qi Ni
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Bing-Bing Wu
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Hui-Jun Wang
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Yu-Lan Lu
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Li-Yuan Hu
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Yun Cao
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Guo-Qiang Cheng
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Lai-Shuan Wang
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Fei-Fan Xiao
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Lin Yang
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China
| | - Xin-Ran Dong
- Center for Molecular Medicine, Children's Hospital of Fudan University, 399 Wanyuan Road, Shanghai, 201102, China.
| | - Wen-Hao Zhou
- Center for Molecular Medicine of Children's Hospital of Fudan University, Institutes of Biomedical Sciences, Fudan University, 138 Yi Xue Yuan Road, Shanghai, China.
- Department of Neonatology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.
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Grosse SD, Nichols P, Nyarko K, Maenner M, Danielson ML, Shea L. Heterogeneity in Autism Spectrum Disorder Case-Finding Algorithms in United States Health Administrative Database Analyses. J Autism Dev Disord 2022; 52:4150-4163. [PMID: 34581918 PMCID: PMC9077262 DOI: 10.1007/s10803-021-05269-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/01/2021] [Indexed: 12/19/2022]
Abstract
Strengthening systems of care to meet the needs of individuals with autism spectrum disorder (ASD) is of growing importance. Administrative data provide advantages for research and planning purposes, including large sample sizes and the ability to identify enrollment in insurance coverage and service utilization of individuals with ASD. Researchers have employed varying strategies to identify individuals with ASD in administrative data. Differences in these strategies can limit the comparability of results across studies. This review describes implications of the varying strategies that have been employed to identify individuals with ASD in US claims databases, with consideration of the strengths and limitations of each approach.
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Affiliation(s)
- Scott D Grosse
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Mail Stop S106-4, Atlanta, GA, 30341, USA.
| | - Phyllis Nichols
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Mail Stop S106-4, Atlanta, GA, 30341, USA
| | - Kwame Nyarko
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Mail Stop S106-4, Atlanta, GA, 30341, USA
| | - Matthew Maenner
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Mail Stop S106-4, Atlanta, GA, 30341, USA
| | - Melissa L Danielson
- National Center on Birth Defects and Developmental Disabilities, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Mail Stop S106-4, Atlanta, GA, 30341, USA
| | - Lindsay Shea
- Policy and Analytics Center, A.J. Drexel Autism Institute, Drexel University, Philadelphia, PA, USA
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Raffaeli G, Pesenti N, Cavallaro G, Cortesi V, Manzoni F, Amelio GS, Gulden S, Napolitano L, Macchini F, Mosca F, Ghirardello S. Optimizing fresh-frozen plasma transfusion in surgical neonates through thromboelastography: a quality improvement study. Eur J Pediatr 2022; 181:2173-2182. [PMID: 35211816 PMCID: PMC9056479 DOI: 10.1007/s00431-022-04427-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 02/16/2022] [Accepted: 02/19/2022] [Indexed: 11/27/2022]
Abstract
Fresh frozen plasma (FFP) is largely misused in the neonatal setting. The aim of the study is to evaluate the impact of a Thromboelastography (TEG)-based Quality Improvement (QI) project on perioperative FFP use and neonatal outcomes. Retrospective pre-post implementation study in a level-III NICU including all neonates undergoing major non-cardiac surgery before (01-12/2017) and after (01-12/2019) the intervention. In 2018, the intervention included the following: (1) Training on TEG, (2) Implementation of TEG, and (3) Algorithm for TEG-directed FFP administration in surgical neonates. We compared pre- vs post-intervention patient characteristics, hemostasis, and clinical management. Linear and logistic regression models were used to evaluate the impact of the project on main outcomes. We analyzed 139 neonates (pre-intervention: 72/post-intervention: 67) with a mean (± SD) gestational age (GA) 34.9 (± 5) weeks and birthweight 2265 (± 980) grams which were exposed to 184 surgical procedures (pre-intervention: 91/post-intervention: 93). Baseline characteristics were similar between periods. In 2019, prothrombin time (PT) was longer (14.3 vs 13.2 s; p < 0.05) and fibrinogen was lower (229 vs 265 mg/dl; p < 0.05), if compared to 2017. In 2019, the intraoperative exposure to FFP decreased (31% vs 60%, p < 0.001), while the pre-operative FFP use did not change. The reduction of intraoperative FFP did not impact on mortality and morbidity. Intraoperative FFP use was lower in the post-intervention even after controlling for GA, American Society of Anesthesiologists score, PT, and fibrinogen (Odds ratio: 0.167; 95% CI: 0.070, 0.371). Conclusion: The TEG-based QI project for the management of FFP during neonatal surgery reduced intraoperative FFP exposure. What is Known: • PT and aPTT are poor predictors of bleeding risk in acquired neonatal coagulopathy, leading to likely unnecessary fresh frozen plasma (FFP) transfusion in the Neonatal Intensive Care Setting. • As neonatal hemostasis is a delicate balance between the concomitant reduction of pro- and anti-coagulants drivers, thromboelastography (TEG) is a promising alternative for coagulation monitoring. What is New: • The implementation of TEG, training, and shared protocols contributed to reduced intraoperative FFP use, which was not associated with increased mortality or bleeding events. • These findings inform future research showing that there is clinical equipoise to allow for larger studies to confirm the use of TEG in NICUs and to identify TEG cut-offs for transfusion practice.
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Affiliation(s)
- Genny Raffaeli
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Nicola Pesenti
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
- Department of Statistics and Quantitative Methods, Division of Biostatistics, Epidemiology and Public Health, University of Milano-Bicocca, Milan, Italy
| | - Giacomo Cavallaro
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Valeria Cortesi
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Francesca Manzoni
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Giacomo Simeone Amelio
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Silvia Gulden
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Luisa Napolitano
- Pediatric Anesthesiology and Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Francesco Macchini
- Department of Pediatric Surgery, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Fabio Mosca
- Department of Clinical Sciences and Community Health, Università Degli Studi Di Milano, Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
| | - Stefano Ghirardello
- Neonatal Intensive Care Unit, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Via Francesco Sforza, 28 20122 Milan, Italy
- Neonatal Intensive Care Unit, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy
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