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      Nomogram for pneumonia prediction among children and young people with cerebral palsy: A population-based cohort study

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          Abstract

          Background

          Pneumonia is the leading cause of death among children and young people (CYP) with severe cerebral palsy (CP). Only a few studies used nomogram for assessing risk factors and the probability of pneumonia. Therefore, we aimed to identify risk factors and devise a nomogram for identifying the probability of severe pneumonia in CYP with severe CP.

          Methods

          This retrospective nationwide population-based cohort study examined CYP with newly diagnosed severe CP before 18 years old between January 1 st, 1997 and December 31 st, 2013 and followed them up through December 31 st, 2013. The primary endpoint was defined as the occurrence of severe pneumonia with ≥ 5 days of hospitalization. Logistic regression analysis was used for determining demographic factors and comorbidities associated with severe pneumonia. These factors were assigned integer points to create a scoring system to identify children at high risk for severe pneumonia.

          Results

          Among 6,356 CYP with newly diagnosed severe CP, 2,135 (33.59%) had severe pneumonia. Multivariable logistic regression analysis revealed that seven independent predictive factors, namely age <3 years, male sex, and comorbidities of pressure ulcer, gastroesophageal reflux, asthma, seizures, and perinatal complications. A nomogram was devised by employing these seven significant predictive factors. The prediction model presented favorable discrimination performance.

          Conclusions

          The nomogram revealed that age, male sex, history of pressure ulcer, gastroesophageal reflux, asthma, seizures, and perinatal complications were potential risk factors for severe pneumonia among CYP with severe CP.

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          Most cited references46

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          An update on the prevalence of cerebral palsy: a systematic review and meta-analysis.

          The aim of this study was to provide a comprehensive update on (1) the overall prevalence of cerebral palsy (CP); (2) the prevalence of CP in relation to birthweight; and (3) the prevalence of CP in relation to gestational age. A systematic review and meta-analysis was conducted and reported, based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-analyses) statement. Population-based studies on the prevalence of CP in children born in 1985 or after were selected. Statistical analysis was carried out using computer package R, version 2.14. A total of 49 studies were selected for this review. The pooled overall prevalence of CP was 2.11 per 1000 live births (95% confidence interval [CI] 1.98-2.25). The prevalence of CP stratified by gestational age group showed the highest pooled prevalence to be in children weighing 1000 to 1499g at birth (59.18 per 1000 live births; 95% CI 53.06-66.01), although there was no significant difference on pairwise meta-regression with children weighing less than 1000g. The prevalence of CP expressed by gestational age was highest in children born before 28 weeks' gestation (111.80 per 1000 live births; 95% CI 69.53-179.78; p<0.0327). The overall prevalence of CP has remained constant in recent years despite increased survival of at-risk preterm infants. © The Authors. Developmental Medicine & Child Neurology © 2013 Mac Keith Press.
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            Nationwide Population Science: Lessons From the Taiwan National Health Insurance Research Database.

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              The effects of hormones on sex differences in infection: from genes to behavior.

              S L Klein (2000)
              Males of many species are more susceptible than females to infections caused by parasites, fungi, bacteria, and viruses. One proximate cause of sex differences in infection is differences in endocrine-immune interactions. Specifically, males may be more susceptible to infection than females because sex steroids, specifically androgens in males and estrogens in females, modulate several aspects of host immunity. It is, however, becoming increasingly more apparent that in addition to affecting host immunity, sex steroid hormones alter genes and behaviors that influence susceptibility and resistance to infection. Thus, males may be more susceptible to infection than females not only because androgens reduce immunocompetence, but because sex steroid hormones affect disease resistance genes and behaviors that make males more susceptible to infection. Consideration of the cumulative effects of sex steroid hormones on susceptibility to infection may serve to clarify current discrepancies in the literature and offer alternative hypotheses to the view that sex steroid hormones only alter susceptibility to infection via changes in host immune function.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Formal analysisRole: MethodologyRole: Writing – original draft
                Role: ConceptualizationRole: Formal analysisRole: Writing – original draft
                Role: ConceptualizationRole: Formal analysis
                Role: ConceptualizationRole: Formal analysis
                Role: ConceptualizationRole: Formal analysisRole: MethodologyRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                6 July 2020
                2020
                : 15
                : 7
                : e0235069
                Affiliations
                [1 ] Department of Stomatology, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                [2 ] Department of Marine Biotechnology and Resources, National Sun Yat-sen University, Kaohsiung, Taiwan
                [3 ] School of Dentistry, Chung Shan Medical University, Taichung, Taiwan
                [4 ] Center of Health Management, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                [5 ] Center for Geriatrics and Gerontology, Kaohsiung Veterans General Hospital, Taiwan
                [6 ] Department of Family Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                [7 ] Department of Otolaryngology, Head and Neck Surgery, Kaohsiung Veterans General Hospital
                [8 ] School of Medicine, National Defense Medical Center, Taipei, Taiwan
                [9 ] Department of Pediatrics, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                [10 ] Department of Internal Medicine, Kaohsiung Municipal United Hospital, Kaohsiung, Taiwan
                [11 ] School of Medicine, National Yang Ming University, Taipei, Taiwan
                [12 ] Yuhing Junior College of Health Care and Management, Kaohsiung, Taiwan
                [13 ] Department of Emergency Medicine, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                [14 ] Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
                Universitat de les Illes Balears, SPAIN
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                ‡ These authors also contributed equally to this work.

                Author information
                http://orcid.org/0000-0001-6920-8799
                Article
                PONE-D-20-02409
                10.1371/journal.pone.0235069
                7337291
                32628682
                c50af5f2-1301-4ac6-bc37-148cd88bc83f
                © 2020 Kuo et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 27 January 2020
                : 8 June 2020
                Page count
                Figures: 2, Tables: 3, Pages: 14
                Funding
                This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
                Categories
                Research Article
                Medicine and Health Sciences
                Pulmonology
                Pneumonia
                Medicine and Health Sciences
                Diagnostic Medicine
                Signs and Symptoms
                Ulcers
                Medicine and Health Sciences
                Pathology and Laboratory Medicine
                Signs and Symptoms
                Ulcers
                Medicine and Health Sciences
                Pulmonology
                Asthma
                People and Places
                Population Groupings
                Age Groups
                Children
                People and Places
                Population Groupings
                Families
                Children
                Medicine and Health Sciences
                Epidemiology
                Medical Risk Factors
                Medicine and Health Sciences
                Gastroenterology and Hepatology
                Gastroesophageal Reflux Disease
                Medicine and Health Sciences
                Otorhinolaryngology
                Laryngology
                Dysphagia
                Medicine and Health Sciences
                Neurology
                Cerebral Palsy
                Custom metadata
                All relevant data are within the paper. The data used in this study were from the Taiwan National Health Insurance Research database (NHIRD), released by the National Research Institutes for research purposes. The application for the dataset may be mailed to the NHRI at nhird@ 123456nhri.org.tw or call at +886-037-246166 ext. 33603 for immediate assistance. Office hours: Monday–Friday, 8:00–17:30. The NHIRD, which was open to researchers in Taiwan, was available from the Health and Welfare Data Science Center (HWDC), Ministry of Health and Welfare (MOHW) ( http://www.mohw.gov.tw/cht/DOS/). The data underlying this study was obtained from the NHIRD. Applicants interested in obtaining the data are able to propose a formal application to the Ministry of Health and Welfare of Taiwan.

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