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1.
JAMA Pediatr ; 172(10): e182293, 2018 10 01.
Article in English | MEDLINE | ID: mdl-30083721

ABSTRACT

Importance: To date, there is no diagnostic test for Kawasaki disease (KD). Diagnosis is based on clinical features shared with other febrile conditions, frequently resulting in delayed or missed treatment and an increased risk of coronary artery aneurysms. Objective: To identify a whole-blood gene expression signature that distinguishes children with KD in the first week of illness from other febrile conditions. Design, Setting, and Participants: The case-control study comprised a discovery group that included a training and test set and a validation group of children with KD or comparator febrile illness. The setting was pediatric centers in the United Kingdom, Spain, the Netherlands, and the United States. The training and test discovery group comprised 404 children with infectious and inflammatory conditions (78 KD, 84 other inflammatory diseases, and 242 bacterial or viral infections) and 55 healthy controls. The independent validation group comprised 102 patients with KD, including 72 in the first 7 days of illness, and 130 febrile controls. The study dates were March 1, 2009, to November 14, 2013, and data analysis took place from January 1, 2015, to December 31, 2017. Main Outcomes and Measures: Whole-blood gene expression was evaluated using microarrays, and minimal transcript sets distinguishing KD were identified using a novel variable selection method (parallel regularized regression model search). The ability of transcript signatures (implemented as disease risk scores) to discriminate KD cases from controls was assessed by area under the curve (AUC), sensitivity, and specificity at the optimal cut point according to the Youden index. Results: Among 404 patients in the discovery set, there were 78 with KD (median age, 27 months; 55.1% male) and 326 febrile controls (median age, 37 months; 56.4% male). Among 202 patients in the validation set, there were 72 with KD (median age, 34 months; 62.5% male) and 130 febrile controls (median age, 17 months; 56.9% male). A 13-transcript signature identified in the discovery training set distinguished KD from other infectious and inflammatory conditions in the discovery test set, with AUC of 96.2% (95% CI, 92.5%-99.9%), sensitivity of 81.7% (95% CI, 60.0%-94.8%), and specificity of 92.1% (95% CI, 84.0%-97.0%). In the validation set, the signature distinguished KD from febrile controls, with AUC of 94.6% (95% CI, 91.3%-98.0%), sensitivity of 85.9% (95% CI, 76.8%-92.6%), and specificity of 89.1% (95% CI, 83.0%-93.7%). The signature was applied to clinically defined categories of definite, highly probable, and possible KD, resulting in AUCs of 98.1% (95% CI, 94.5%-100%), 96.3% (95% CI, 93.3%-99.4%), and 70.0% (95% CI, 53.4%-86.6%), respectively, mirroring certainty of clinical diagnosis. Conclusions and Relevance: In this study, a 13-transcript blood gene expression signature distinguished KD from other febrile conditions. Diagnostic accuracy increased with certainty of clinical diagnosis. A test incorporating the 13-transcript disease risk score may enable earlier diagnosis and treatment of KD and reduce inappropriate treatment in those with other diagnoses.


Subject(s)
Gene Expression Profiling/methods , Mucocutaneous Lymph Node Syndrome/diagnosis , RNA/blood , Child, Preschool , Diagnosis, Differential , Female , Genetic Markers , Humans , Infant , Male , Mucocutaneous Lymph Node Syndrome/blood , Mucocutaneous Lymph Node Syndrome/genetics , RNA/genetics , Reproducibility of Results , Retrospective Studies , Severity of Illness Index , Transcription, Genetic
2.
JAMA ; 316(8): 835-45, 2016.
Article in English | MEDLINE | ID: mdl-27552617

ABSTRACT

IMPORTANCE: Because clinical features do not reliably distinguish bacterial from viral infection, many children worldwide receive unnecessary antibiotic treatment, while bacterial infection is missed in others. OBJECTIVE: To identify a blood RNA expression signature that distinguishes bacterial from viral infection in febrile children. DESIGN, SETTING, AND PARTICIPANTS: Febrile children presenting to participating hospitals in the United Kingdom, Spain, the Netherlands, and the United States between 2009-2013 were prospectively recruited, comprising a discovery group and validation group. Each group was classified after microbiological investigation as having definite bacterial infection, definite viral infection, or indeterminate infection. RNA expression signatures distinguishing definite bacterial from viral infection were identified in the discovery group and diagnostic performance assessed in the validation group. Additional validation was undertaken in separate studies of children with meningococcal disease (n = 24) and inflammatory diseases (n = 48) and on published gene expression datasets. EXPOSURES: A 2-transcript RNA expression signature distinguishing bacterial infection from viral infection was evaluated against clinical and microbiological diagnosis. MAIN OUTCOMES AND MEASURES: Definite bacterial and viral infection was confirmed by culture or molecular detection of the pathogens. Performance of the RNA signature was evaluated in the definite bacterial and viral group and in the indeterminate infection group. RESULTS: The discovery group of 240 children (median age, 19 months; 62% male) included 52 with definite bacterial infection, of whom 36 (69%) required intensive care, and 92 with definite viral infection, of whom 32 (35%) required intensive care. Ninety-six children had indeterminate infection. Analysis of RNA expression data identified a 38-transcript signature distinguishing bacterial from viral infection. A smaller (2-transcript) signature (FAM89A and IFI44L) was identified by removing highly correlated transcripts. When this 2-transcript signature was implemented as a disease risk score in the validation group (130 children, with 23 definite bacterial, 28 definite viral, and 79 indeterminate infections; median age, 17 months; 57% male), all 23 patients with microbiologically confirmed definite bacterial infection were classified as bacterial (sensitivity, 100% [95% CI, 100%-100%]) and 27 of 28 patients with definite viral infection were classified as viral (specificity, 96.4% [95% CI, 89.3%-100%]). When applied to additional validation datasets from patients with meningococcal and inflammatory diseases, bacterial infection was identified with a sensitivity of 91.7% (95% CI, 79.2%-100%) and 90.0% (95% CI, 70.0%-100%), respectively, and with specificity of 96.0% (95% CI, 88.0%-100%) and 95.8% (95% CI, 89.6%-100%). Of the children in the indeterminate groups, 46.3% (63/136) were classified as having bacterial infection, although 94.9% (129/136) received antibiotic treatment. CONCLUSIONS AND RELEVANCE: This study provides preliminary data regarding test accuracy of a 2-transcript host RNA signature discriminating bacterial from viral infection in febrile children. Further studies are needed in diverse groups of patients to assess accuracy and clinical utility of this test in different clinical settings.


Subject(s)
Antigens/blood , Bacterial Infections/diagnosis , Cytoskeletal Proteins/blood , Fever/microbiology , Fever/virology , RNA/blood , Virus Diseases/diagnosis , Anti-Bacterial Agents/administration & dosage , Antigens/genetics , Area Under Curve , Bacterial Infections/complications , Bacterial Infections/genetics , Biomarkers/blood , Child, Preschool , Coinfection/diagnosis , Coinfection/microbiology , Coinfection/virology , Cytoskeletal Proteins/genetics , Diagnosis, Differential , Female , Fever/blood , Gene Expression Profiling , Genetic Markers , Humans , Infant , Logistic Models , Male , Prospective Studies , RNA/analysis , RNA/genetics , Risk , Sensitivity and Specificity , Severity of Illness Index , Virus Diseases/complications , Virus Diseases/genetics
3.
PLoS One ; 10(9): e0136526, 2015.
Article in English | MEDLINE | ID: mdl-26332375

ABSTRACT

BACKGROUND: Molecular techniques can often reveal a broader range of pathogens in respiratory infections. We aim to investigate the prevalence and age pattern of viral co-infection in children hospitalized with lower tract acute respiratory infection (LT-ARI), using molecular techniques. METHODS: A nested polymerase chain reaction approach was used to detect Influenza (A, B), metapneumovirus, respiratory syncytial virus (RSV), parainfluenza (1-4), rhinovirus, adenovirus (A-F), bocavirus and coronaviruses (NL63, 229E, OC43) in respiratory samples of children with acute respiratory infection prospectively admitted to any of the GENDRES network hospitals between 2011-2013. The results were corroborated in an independent cohort collected in the UK. RESULTS: A total of 204 and 97 nasopharyngeal samples were collected in the GENDRES and UK cohorts, respectively. In both cohorts, RSV was the most frequent pathogen (52.9% and 36.1% of the cohorts, respectively). Co-infection with multiple viruses was found in 92 samples (45.1%) and 29 samples (29.9%), respectively; this was most frequent in the 12-24 months age group. The most frequently observed co-infection patterns were RSV-Rhinovirus (23 patients, 11.3%, GENDRES cohort) and RSV-bocavirus / bocavirus-influenza (5 patients, 5.2%, UK cohort). CONCLUSION: The presence of more than one virus in pediatric patients admitted to hospital with LT-ARI is very frequent and seems to peak at 12-24 months of age. The clinical significance of these findings is unclear but should warrant further analysis.


Subject(s)
Coinfection/epidemiology , Parvoviridae Infections/epidemiology , Picornaviridae Infections/epidemiology , Respiratory Syncytial Virus Infections/epidemiology , Respiratory Tract Infections/epidemiology , Acute Disease , Adenoviridae/isolation & purification , Child , Child, Preschool , Cohort Studies , Coinfection/virology , Coronavirus/isolation & purification , Hospitalization , Human bocavirus/isolation & purification , Humans , Infant , Influenza A virus/isolation & purification , Betainfluenzavirus/isolation & purification , Metapneumovirus/isolation & purification , Paramyxoviridae/isolation & purification , Parvoviridae Infections/virology , Picornaviridae Infections/virology , Prevalence , Respiratory Syncytial Virus Infections/virology , Respiratory Syncytial Viruses/isolation & purification , Respiratory System/virology , Respiratory Tract Infections/virology , Rhinovirus/isolation & purification , United Kingdom/epidemiology , United States/epidemiology , Virus Diseases/epidemiology , Virus Diseases/virology
4.
Arch Dis Child ; 100(4): 366-8, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25670405

ABSTRACT

The Kobayashi score (KS) predicts intravenous immunoglobulin (IVIG) resistance in Japanese children with Kawasaki disease (KD) and has been used to select patients for early corticosteroid treatment. We tested the ability of the KS to predict IVIG resistance and coronary artery abnormalities (CAA) in 78 children treated for KD in our UK centre. 19/59 children were IVIG non-responsive. This was not predicted by a high KS (11/19 IVIG non-responders, compared with 26/40 responders, had a score ≥4; p=0.77). CAA were not predicted by KS (12/20 children with CAA vs 25/39 with normal echo had a score ≥4; p=0.78). Low albumin and haemoglobin, and high C-reactive protein were significantly associated with CAA. The KS does not predict IVIG resistance or CAA in our population. This highlights the need for biomarkers to identify children at increased risk of CAA, and to select patients for anti-inflammatory treatment in addition to IVIG.


Subject(s)
Coronary Aneurysm/prevention & control , Immunoglobulins, Intravenous/therapeutic use , Mucocutaneous Lymph Node Syndrome/drug therapy , C-Reactive Protein/metabolism , Child , Child, Preschool , Coronary Aneurysm/etiology , Drug Resistance , Female , Hemoglobins/metabolism , Humans , Infant , Male , Mucocutaneous Lymph Node Syndrome/complications , Prognosis , Retrospective Studies , Serum Albumin/metabolism
5.
Arch Dis Child ; 100(3): 292-4, 2015 Mar.
Article in English | MEDLINE | ID: mdl-25256088

ABSTRACT

Bacterial conjugate vaccines have dramatically changed the epidemiology of childhood meningitis; viral causes are increasingly predominant, but the current UK epidemiology is unknown. This prospective study recruited children under 16 years of age admitted to 3 UK hospitals with suspected meningitis. 70/388 children had meningitis-13 bacterial, 26 viral and 29 with no pathogen identified. Group B Streptococcus was the most common bacterial pathogen. Infants under 3 months of age with bacterial meningitis were more likely to have a reduced Glasgow Coma Score and respiratory distress than those with viral meningitis or other infections. There were no discriminatory clinical features in older children. Cerebrospinal fluid (CSF) white blood cell count and plasma C-reactive protein at all ages, and CSF protein in infants <3 months of age, distinguished between bacterial meningitis and viral meningitis or other infections. Improved diagnosis of non-bacterial meningitis is urgently needed to reduce antibiotic use and hospital stay.


Subject(s)
Meningitis, Bacterial/diagnosis , Meningitis, Viral/diagnosis , Child , Child, Preschool , Cohort Studies , Female , Humans , Infant , Male , Meningitis, Bacterial/microbiology , Meningitis, Bacterial/prevention & control , Meningitis, Viral/prevention & control , Meningitis, Viral/virology , Prospective Studies , United Kingdom , Vaccines, Conjugate/administration & dosage
6.
J Infect Dis ; 208(10): 1664-8, 2013 Nov 15.
Article in English | MEDLINE | ID: mdl-23901082

ABSTRACT

We compared the blood RNA transcriptome of children hospitalized with influenza A H1N1/09, respiratory syncytial virus (RSV) or bacterial infection, and healthy controls. Compared to controls, H1N1/09 patients showed increased expression of inflammatory pathway genes and reduced expression of adaptive immune pathway genes. This was validated on an independent cohort. The most significant function distinguishing H1N1/09 patients from controls was protein synthesis, with reduced gene expression. Reduced expression of protein synthesis genes also characterized the H1N1/09 expression profile compared to children with RSV and bacterial infection, suggesting that this is a key component of the pathophysiological response in children hospitalized with H1N1/09 infection.


Subject(s)
Gene Expression Profiling , Gene Expression Regulation , Influenza A Virus, H1N1 Subtype , Influenza, Human/genetics , Protein Biosynthesis/genetics , Adolescent , Bacterial Infections/genetics , Bacterial Infections/immunology , Bacterial Infections/metabolism , Child , Cluster Analysis , Humans , Influenza, Human/immunology , Influenza, Human/metabolism , Reproducibility of Results , Respiratory Syncytial Virus Infections/genetics , Respiratory Syncytial Virus Infections/immunology , Respiratory Syncytial Virus Infections/metabolism , Respiratory Syncytial Virus, Human , Signal Transduction
7.
Pediatr Infect Dis J ; 30(5): 438-40, 2011 May.
Article in English | MEDLINE | ID: mdl-21102362

ABSTRACT

Comparison of the clinical features of H1N1/09 and previous years' influenza A cases reveals that, in children presenting with severe disease, H1N1/09 influenza is associated with an increased prevalence of shock, duration of admission, and mortality. This was not attributable to demographic differences or underlying disease. H1N1/09 influenza is associated with more severe diseases than those with previous years' influenza A strains.


Subject(s)
Influenza A Virus, H1N1 Subtype/pathogenicity , Influenza, Human/pathology , Influenza, Human/virology , Shock/epidemiology , Child, Preschool , Female , Humans , Infant , Influenza, Human/complications , Influenza, Human/mortality , Length of Stay , Male , Prevalence , Shock/mortality
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