Imperial College London

myrsini kaforou

Faculty of MedicineDepartment of Infectious Disease

Senior Lecturer in Bioinformatics
 
 
 
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Contact

 

+44 (0)20 7594 3915m.kaforou

 
 
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Location

 

231Medical SchoolSt Mary's Campus

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Summary

 

Publications

Publication Type
Year
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98 results found

Schlapbach LJ, Ganesamoorthy D, Wilson C, Raman S, George S, Snelling PJ, Phillips N, Irwin A, Sharp N, Le Marsney R, Chavan A, Hempenstall A, Bialasiewicz S, MacDonald AD, Grimwood K, Kling JC, McPherson SJ, Blumenthal A, Kaforou M, Levin M, Herberg JA, Gibbons KS, Coin LJM, EUCLIDS consortium, RAPIDS Study Groupet al., 2024, Host gene expression signatures to identify infection type and organ dysfunction in children evaluated for sepsis: a multicentre cohort study., Lancet Child Adolesc Health, Vol: 8, Pages: 325-338

BACKGROUND: Sepsis is defined as dysregulated host response to infection that leads to life-threatening organ dysfunction. Biomarkers characterising the dysregulated host response in sepsis are lacking. We aimed to develop host gene expression signatures to predict organ dysfunction in children with bacterial or viral infection. METHODS: This cohort study was done in emergency departments and intensive care units of four hospitals in Queensland, Australia, and recruited children aged 1 month to 17 years who, upon admission, underwent a diagnostic test, including blood cultures, for suspected sepsis. Whole-blood RNA sequencing of blood was performed with Illumina NovaSeq (San Diego, CA, USA). Samples with completed phenotyping, monitoring, and RNA extraction by March 31, 2020, were included in the discovery cohort; samples collected or completed thereafter and by Oct 27, 2021, constituted the Rapid Paediatric Infection Diagnosis in Sepsis (RAPIDS) internal validation cohort. An external validation cohort was assembled from RNA sequencing gene expression count data from the observational European Childhood Life-threatening Infectious Disease Study (EUCLIDS), which recruited children with severe infection in nine European countries between 2012 and 2016. Feature selection approaches were applied to derive novel gene signatures for disease class (bacterial vs viral infection) and disease severity (presence vs absence of organ dysfunction 24 h post-sampling). The primary endpoint was the presence of organ dysfunction 24 h after blood sampling in the presence of confirmed bacterial versus viral infection. Gene signature performance is reported as area under the receiver operating characteristic curves (AUCs) and 95% CI. FINDINGS: Between Sept 25, 2017, and Oct 27, 2021, 907 patients were enrolled. Blood samples from 595 patients were included in the discovery cohort, and samples from 312 children were included in the RAPIDS validation cohort. We derived a ten-gene disease

Journal article

Kolberg L, Khanijau A, van der Velden F, Herberg J, De T, Galassini R, Cunnington A, Wright V, Shah P, Kaforou M, Wilson C, Kuijpers T, Martinón-Torres F, Rivero-Calle I, Moll H, Vermont C, Pokorn M, Kolnik M, Pollard A, Agyeman P, Schlapbach L, Tsolia M, Yeung S, Zavadska D, Zenz W, Schweintzger N, Van Der Flier M, de Groot R, Usuf E, Voice M, Calvo-Bado L, Mallet F, Fidler K, Levin M, Carrol E, Emonts M, von Both U, The PERFORM Consortiumet al., 2024, Raising AWaRe-ness of antimicrobial stewardship challenges in pediatric emergency care: results from the PERFORM study assessing consistency and appropriateness of antibiotic prescribing across Europe, Clinical Infectious Diseases, Vol: 78, Pages: 526-534, ISSN: 1058-4838

BackgroundOptimization of antimicrobial stewardship is key to tackling antimicrobial resistance, which is exacerbated by overprescription of antibiotics in pediatric emergency departments (EDs). We described patterns of empiric antibiotic use in European EDs and characterized appropriateness and consistency of prescribing.MethodsBetween August 2016 and December 2019, febrile children attending EDs in 9 European countries with suspected infection were recruited into the PERFORM (Personalised Risk Assessment in Febrile Illness to Optimise Real-Life Management) study. Empiric systemic antibiotic use was determined in view of assigned final “bacterial” or “viral” phenotype. Antibiotics were classified according to the World Health Organization (WHO) AWaRe classification.ResultsOf 2130 febrile episodes (excluding children with nonbacterial/nonviral phenotypes), 1549 (72.7%) were assigned a bacterial and 581 (27.3%) a viral phenotype. A total of 1318 of 1549 episodes (85.1%) with a bacterial and 269 of 581 (46.3%) with a viral phenotype received empiric systemic antibiotics (in the first 2 days of admission). Of those, the majority (87.8% in the bacterial and 87.0% in the viral group) received parenteral antibiotics. The top 3 antibiotics prescribed were third-generation cephalosporins, penicillins, and penicillin/β-lactamase inhibitor combinations. Of those treated with empiric systemic antibiotics in the viral group, 216 of 269 (80.3%) received ≥1 antibiotic in the “Watch” category.ConclusionsDifferentiating bacterial from viral etiology in febrile illness on initial ED presentation remains challenging, resulting in a substantial overprescription of antibiotics. A significant proportion of patients with a viral phenotype received systemic antibiotics, predominantly classified as WHO Watch. Rapid and accurate point-of-care tests in the ED differentiating between bacterial and viral etiology could significantly improve antimicro

Journal article

Yeoh S, Estrada-Rivadeneyra D, Jackson H, Keren I, Galassini R, Cooray S, Shah P, Agyeman P, Basmaci R, Carrol E, Emonts M, Fink C, Kuijpers T, Martinon-Torres F, Mommert-Tripon M, Paulus S, Pokorn M, Rojo P, Romani L, Schlapbach L, Schweintzger N, Shen C-F, Tsolia M, Usuf E, van der Flier M, Vermont C, von Both U, Yeung S, Zavadska D, Coin L, Cunnington A, Herberg J, Levin M, Kaforou M, Hamilton S, PERFORM, DIAMONDS and UK KD Genetic Consortiaet al., 2024, Plasma Protein Biomarkers Distinguish Multisystem Inflammatory Syndrome in Children From Other Pediatric Infectious and Inflammatory Diseases., Pediatr Infect Dis J, Vol: 43, Pages: 444-453

BACKGROUND: Multisystem inflammatory syndrome in children (MIS-C) is a rare but serious hyperinflammatory complication following infection with severe acute respiratory syndrome coronavirus 2. The mechanisms underpinning the pathophysiology of MIS-C are poorly understood. Moreover, clinically distinguishing MIS-C from other childhood infectious and inflammatory conditions, such as Kawasaki disease or severe bacterial and viral infections, is challenging due to overlapping clinical and laboratory features. We aimed to determine a set of plasma protein biomarkers that could discriminate MIS-C from those other diseases. METHODS: Seven candidate protein biomarkers for MIS-C were selected based on literature and from whole blood RNA sequencing data from patients with MIS-C and other diseases. Plasma concentrations of ARG1, CCL20, CD163, CORIN, CXCL9, PCSK9 and ADAMTS2 were quantified in MIS-C (n = 22), Kawasaki disease (n = 23), definite bacterial (n = 28) and viral (n = 27) disease and healthy controls (n = 8). Logistic regression models were used to determine the discriminatory ability of individual proteins and protein combinations to identify MIS-C and association with severity of illness. RESULTS: Plasma levels of CD163, CXCL9 and PCSK9 were significantly elevated in MIS-C with a combined area under the receiver operating characteristic curve of 85.7% (95% confidence interval: 76.6%-94.8%) for discriminating MIS-C from other childhood diseases. Lower ARG1 and CORIN plasma levels were significantly associated with severe MIS-C cases requiring inotropes, pediatric intensive care unit admission or with shock. CONCLUSION: Our findings demonstrate the feasibility of a host protein biomarker signature for MIS-C and may provide new insight into its pathophysiology.

Journal article

Montaldo P, Burgod C, Herberg JA, Kaforou M, Cunnington AJ, Mejias A, Cirillo G, Miraglia Del Giudice E, Capristo C, Bandiya P, Kamalarathnam CN, Chandramohan R, Manerkar S, Rodrigo R, Sumanasena S, Krishnan V, Pant S, Shankaran S, Thayyil Set al., 2024, Whole-blood gene expression profile after hypoxic-ischemic encephalopathy, JAMA Network Open, Vol: 7, ISSN: 2574-3805

Importance Induced hypothermia, the standard treatment for hypoxic-ischemic encephalopathy (HIE) in high-income countries (HICs), is less effective in the low-income populations in South Asia, who have the highest disease burden.Objective To investigate the differences in blood genome expression profiles of neonates with HIE from an HIC vs neonates with HIE from South Asia.Design, Setting, and Participants This case-control study analyzed data from (1) a prospective observational study involving neonates with moderate or severe HIE who underwent whole-body hypothermia between January 2017 and June 2019 and age-matched term healthy controls in Italy and (2) a randomized clinical trial involving neonates with moderate or severe HIE in India, Sri Lanka, and Bangladesh recruited between August 2015 and February 2019. Data were analyzed between October 2020 and August 2023.Exposure Whole-blood RNA that underwent next-generation sequencing.Main Outcome and Measures The primary outcomes were whole-blood genome expression profile at birth associated with adverse outcome (death or disability at 18 months) after HIE in the HIC and South Asia cohorts and changes in whole-genome expression profile during the first 72 hours after birth in neonates with HIE and healthy controls from the HIC cohort. Blood samples for RNA extraction were collected before whole-body hypothermia at 4 time points (6, 24, 48, and 72 hours after birth) for the HIC cohort. Only 1 blood sample was drawn within 6 hours after birth for the South Asia cohort.Results The HIC cohort was composed of 35 neonates (21 females [60.0%]) with a median (IQR) birth weight of 3.3 (3.0-3.6) kg and gestational age of 40.0 (39.0-40.6) weeks. The South Asia cohort consisted of 99 neonates (57 males [57.6%]) with a median (IQR) birth weight of 2.9 (2.7-3.3) kg and gestational age of 39.0 (38.0-40.0) weeks. Healthy controls included 14 neonates (9 females [64.3%]) with a median (IQR) birth weight of 3.4 (3.2-3.7) kg and

Journal article

Moradi Marjaneh M, Challenger J, salas A, Gómez-Carballa A, Sivananthan A, Rivero-Calle I, Barbeito-Castiñeiras G, Foo C, Wu Y, Liew F, Jackson H, Habgood-Coote D, D'Souza G, Nichols S, Wright V, Levin M, Kaforou M, Thwaites R, Okell L, Martinon-Torres F, Cunnington A, PERFORM Consortium, GEN-COVID Study Groupet al., 2023, Analysis of blood and nasal epithelial transcriptomes to identify mechanisms associated with control of SARS-CoV-2 viral load in the upper respiratory tract, Journal of Infection, Vol: 87, Pages: 538-550, ISSN: 0163-4453

Objectives:The amount of SARS-CoV-2 detected in the upper respiratory tract (URT viral load) is a key driver of transmission of infection. Current evidence suggests that mechanisms constraining URT viral load are different from those controlling lower respiratory tract viral load and disease severity. Understanding such mechanisms may help to develop treatments and vaccine strategies to reduce transmission. Combining mathematical modelling of URT viral load dynamics with transcriptome analyses we aimed to identify mechanisms controlling URT viral load.Methods:COVID-19 patients were recruited in Spain during the first wave of the pandemic. RNA sequencing of peripheral blood and targeted NanoString nCounter transcriptome analysis of nasal epithelium were performed and gene expression analysed in relation to paired URT viral load samples collected within 15 days of symptom onset. Proportions of major immune cells in blood were estimated from transcriptional data using computational differential estimation. Weighted correlation network analysis (adjusted for cell proportions) and fixed transcriptional repertoire analysis were used to identify associations with URT viral load, quantified as standard deviations (z-scores) from an expected trajectory over time.ResultsEighty-two subjects (50% female, median age 54 years (range 3–73)) with COVID-19 were recruited. Paired URT viral load samples were available for 16 blood transcriptome samples, and 17 respiratory epithelial transcriptome samples. Natural Killer (NK) cells were the only blood cell type significantly correlated with URT viral load z-scores (r = −0.62, P = 0.010). Twenty-four blood gene expression modules were significantly correlated with URT viral load z-score, the most significant being a module of genes connected around IFNA14 (Interferon Alpha-14) expression (r = −0.60, P = 1e-10). In fixed repertoire analysis, prostanoid-related gene expression was significantly associated with higher vir

Journal article

Jackson HR, Zandstra J, Menikou S, Hamilton MS, McArdle AJ, Fischer R, Thorne AM, Huang H, Tanck MW, Jansen MH, De T, Agyeman PKA, Von Both U, Carrol ED, Emonts M, Eleftheriou I, Van der Flier M, Fink C, Gloerich J, De Groot R, Moll HA, Pokorn M, Pollard AJ, Schlapbach LJ, Tsolia MN, Usuf E, Wright VJ, Yeung S, Zavadska D, Zenz W, Coin LJM, Casals-Pascual C, Cunnington AJ, Martinon-Torres F, Herberg JA, de Jonge MI, Levin M, Kuijpers TW, Kaforou M, PERFORM consortiumet al., 2023, A multi-platform approach to identify a blood-based host protein signature for distinguishing between bacterial and viral infections in febrile children (PERFORM): a multi-cohort machine learning study, The Lancet: Digital Health, Vol: 5, Pages: e774-e785, ISSN: 2589-7500

BACKGROUND: Differentiating between self-resolving viral infections and bacterial infections in children who are febrile is a common challenge, causing difficulties in identifying which individuals require antibiotics. Studying the host response to infection can provide useful insights and can lead to the identification of biomarkers of infection with diagnostic potential. This study aimed to identify host protein biomarkers for future development into an accurate, rapid point-of-care test that can distinguish between bacterial and viral infections, by recruiting children presenting to health-care settings with fever or a history of fever in the previous 72 h. METHODS: In this multi-cohort machine learning study, patient data were taken from EUCLIDS, the Swiss Pediatric Sepsis study, the GENDRES study, and the PERFORM study, which were all based in Europe. We generated three high-dimensional proteomic datasets (SomaScan and two via liquid chromatography tandem mass spectrometry, referred to as MS-A and MS-B) using targeted and untargeted platforms (SomaScan and liquid chromatography mass spectrometry). Protein biomarkers were then shortlisted using differential abundance analysis, feature selection using forward selection-partial least squares (FS-PLS; 100 iterations), along with a literature search. Identified proteins were tested with Luminex and ELISA and iterative FS-PLS was done again (25 iterations) on the Luminex results alone, and the Luminex and ELISA results together. A sparse protein signature for distinguishing between bacterial and viral infections was identified from the selected proteins. The performance of this signature was finally tested using Luminex assays and by calculating disease risk scores. FINDINGS: 376 children provided serum or plasma samples for use in the discovery of protein biomarkers. 79 serum samples were collected for the generation of the SomaScan dataset, 147 plasma samples for the MS-A dataset, and 150 plasma samples for the MS-

Journal article

Wang H, Shimizu C, Bainto E, Hamilton S, Jackson HR, Estrada-Rivadeneyra D, Kaforou M, Levin M, Pancheri JM, Dummer KB, Tremoulet AH, Burns JCet al., 2023, Subgroups of children with Kawasaki disease: a data-driven cluster analysis, LANCET CHILD & ADOLESCENT HEALTH, Vol: 7, Pages: 697-707, ISSN: 2352-4642

Journal article

Habgood-Coote D, Wilson C, Shimizu C, Barendregt AM, Philipsen R, Galassini R, Calle IR, Workman L, Agyeman PKA, Ferwerda G, Anderson ST, van den Berg JM, Emonts M, Carrol ED, Fink CG, de Groot R, Hibberd ML, Kanegaye J, Nicol MP, Paulus S, Pollard AJ, Salas A, Secka F, Schlapbach LJ, Tremoulet AH, Walther M, Zenz W, Pediatric Emergency Medicine Kawasaki Disease Research Group PEMKDRG, UK Kawasaki Genetics consortium, GENDRES consortium, EUCLIDS consortium, PERFORM consortium, Van der Flier M, Zar HJ, Kuijpers T, Burns JC, Martinón-Torres F, Wright VJ, Coin LJM, Cunnington AJ, Herberg JA, Levin M, Kaforou Met al., 2023, Diagnosis of childhood febrile illness using a multi-class blood RNA molecular signature, Med, Vol: 4, Pages: 635-654.e5, ISSN: 2666-6340

BACKGROUND: Appropriate treatment and management of children presenting with fever depend on accurate and timely diagnosis, but current diagnostic tests lack sensitivity and specificity and are frequently too slow to inform initial treatment. As an alternative to pathogen detection, host gene expression signatures in blood have shown promise in discriminating several infectious and inflammatory diseases in a dichotomous manner. However, differential diagnosis requires simultaneous consideration of multiple diseases. Here, we show that diverse infectious and inflammatory diseases can be discriminated by the expression levels of a single panel of genes in blood. METHODS: A multi-class supervised machine-learning approach, incorporating clinical consequence of misdiagnosis as a "cost" weighting, was applied to a whole-blood transcriptomic microarray dataset, incorporating 12 publicly available datasets, including 1,212 children with 18 infectious or inflammatory diseases. The transcriptional panel identified was further validated in a new RNA sequencing dataset comprising 411 febrile children. FINDINGS: We identified 161 transcripts that classified patients into 18 disease categories, reflecting individual causative pathogen and specific disease, as well as reliable prediction of broad classes comprising bacterial infection, viral infection, malaria, tuberculosis, or inflammatory disease. The transcriptional panel was validated in an independent cohort and benchmarked against existing dichotomous RNA signatures. CONCLUSIONS: Our data suggest that classification of febrile illness can be achieved with a single blood sample and opens the way for a new approach for clinical diagnosis. FUNDING: European Union's Seventh Framework no. 279185; Horizon2020 no. 668303 PERFORM; Wellcome Trust (206508/Z/17/Z); Medical Research Foundation (MRF-160-0008-ELP-KAFO-C0801); NIHR Imperial BRC.

Journal article

Shah P, Voice M, Calvo-Bado L, Rivero-Calle I, Morris S, Nijman R, Broderick C, De T, Eleftheriou I, Galassini R, Khanijau A, Kolberg L, Kolnik M, Rudzate A, Sagmeister MG, Schweintzger NA, Secka F, Thakker C, van der Velden F, Vermont C, Vincek K, Agyeman PKA, Cunnington AJ, De Groot R, Emonts M, Fidler K, Kuijpers TW, Mommert-Tripon M, Brengel-Pesce K, Mallet F, Moll H, Paulus S, Pokorn M, Pollard A, Schlapbach LJ, Shen C-F, Tsolia M, Usuf E, van der Flier M, von Both U, Yeung S, Zavadska D, Zenz W, Wright V, Carrol ED, Kaforou M, Martinon-Torres F, Fink C, Levin M, Herberg Jet al., 2023, Relationship between molecular pathogen detection and clinical disease in febrile children across Europe: a multicentre, prospective observational study, LANCET REGIONAL HEALTH-EUROPE, Vol: 32, ISSN: 2666-7762

Journal article

Tan CD, Vermont CL, Zachariasse JM, von Both U, Eleftheriou I, Emonts M, van der Flier M, Herberg J, Kohlmaier B, Levin M, Lim E, Maconochie IK, Martinon-Torres F, Nijman RG, Pokorn M, Rivero-Calle I, Tsolia M, Zenz W, Zavadska D, Moll HA, Carrol ED, PERFORM consortium Personalised Risk assessment in febrile children tooptimize Real-life Management across the European Unionet al., 2023, Emergency medical services utilisation among febrile children attending emergency departments across Europe: an observational multicentre study, European Journal of Pediatrics, Vol: 182, Pages: 3939-3947, ISSN: 0340-6199

Children constitute 6-10% of all patients attending the emergency department (ED) by emergency medical services (EMS). However, discordant EMS use in children occurs in 37-61% with fever as an important risk factor. We aimed to describe EMS utilisation among febrile children attending European EDs. This study is part of an observational multicentre study assessing management and outcome in febrile children up to 18 years (MOFICHE) attending twelve EDs in eight European countries. Discordant EMS use was defined as the absence of markers of urgency including intermediate/high triage urgency, advanced diagnostics, treatment, and admission in children transferred by EMS. Multivariable logistic regression analyses were performed for the association between (1) EMS use and markers of urgency, and (2) patient characteristics and discordant EMS use after adjusting all analyses for the covariates age, gender, visiting hours, presenting symptoms, and ED setting. A total of 5464 (15%, range 0.1-42%) children attended the ED by EMS. Markers of urgency were more frequently present in the EMS group compared with the non-EMS group. Discordant EMS use occurred in 1601 children (29%, range 1-59%). Age and gender were not associated with discordant EMS use, whereas neurological symptoms were associated with less discordant EMS use (aOR 0.2, 95%CI 0.1-0.2), and attendance out of office hours was associated with more discordant EMS use (aOR 1.6, 95%CI 1.4-1.9). Settings with higher percentage of self-referrals to the ED had more discordant EMS use (p < 0.05).  Conclusion: There is large practice variation in EMS use in febrile children attending European EDs. Markers of urgency were more frequently present in children in the EMS group. However, discordant EMS use occurred in 29%. Further research is needed on non-medical factors influencing discordant EMS use in febrile children across Europe, so that pre-emptive strategies can be implemented. What is Known:

Journal article

Ahu Prah D, Dunican C, Amoah L, Moradi Marjaneh M, Kaforou M, Nordgren A, Jones-Warner W, Aniweh Y, Awandare G, Cunnington A, Hafalla Jet al., 2023, Asymptomatic Plasmodium falciparum infection evades triggering a host transcriptomic response, Journal of Infection, Vol: 87, Pages: 259-262, ISSN: 0163-4453

Journal article

Herberg J, Shah P, Voice M, Calvo-Bado L, Rivero Calle I, Morris S, Nijman R, Broderick C, De T, Eleftheriou I, Galassini R, Khanijau A, Kolberg L, Kolnik M, Rudzate A, Sagmeister M, Schweintzger N, Secka F, Thakker C, van der Velden F, Vermont C, Vincek K, Agyeman P, Cunnington A, de Groot R, Emonts M, Fidler K, Kuijpers T, Mommert-Tripon M, Brengel-Pesce K, Mallet F, Moll H, Paulus S, Pokorn M, Pollard A, Schlapbach L, Shen C-F, Tsolia M, Usuf E, Van Der Flier M, von Both U, Yeung S, Zavadska D, Zenz W, Wright V, Carrol E, Kaforou M, Martinon-Torres F, Fink C, Levin M, PERFORM consortiumet al., 2023, Relationship between molecular pathogen detection and clinical disease in febrile children across Europe: a multicentre, prospective observational study, The Lancet Regional Health. Europe, Vol: 32, Pages: 1-17, ISSN: 2666-7762

The PERFORM study aimed to understand causes of febrile childhood illness by comparing molecular pathogen detection with current clinical practice. Methods. Febrile children and controls were recruited on presentation to hospital in 9 European countries 2016-2020. Each child was assigned a standardized diagnostic category based on retrospective review of local clinical and microbiological data. Subsequently, centralised molecular tests (CMTs) for 19 respiratory and 27 blood pathogens were performed.Findings. Of 4,611 febrile children, 643 (14%) were classified as definite bacterial infection (DB), 491 (11%) as definite viral infection (DV), and 3,477 (75%) had uncertain aetiology. 1,061 controls without infection were recruited. CMTs detected blood bacteria more frequently in DB than DV cases for N.meningitidis (OR: 3.37, 95% CI: 1.92 – 5.99), S.pneumoniae (OR: 3.89, 95% CI: 2.07 – 7.59), Group A streptococcus (OR 2.73, 95% CI 1.13 – 6.09) and E.coli (OR 2.7, 95% CI 1.02 – 6.71). Respiratory viruses were more common in febrile children than controls, but only influenza A (OR 0.24, 95% CI 0.11 – 0.46), Influenza B (OR 0.12, 95% CI 0.02 – 0.37) and RSV (OR 0.16, 95% CI: 0.06 – 0.36) were less common in DB than DV cases. Of 16 blood viruses, enterovirus (OR 0.43, 95% CI 0.23 – 0.72) and EBV (OR 0.71, 95% CI 0.56 – 0.90) were detected less often in DB than DV cases. Combined local diagnostics and CMTs respectively detected blood viruses and respiratory viruses in 360 (56%) and 161 (25%) of DB cases, and virus detection ruled-out bacterial infection poorly, with predictive values of 0.64 and 0.68 respectively. Interpretation. Most febrile children cannot be conclusively defined as having bacterial or viral infection when molecular tests supplement conventional approaches. Viruses are detected in most patients with bacterial infections, and the clinical value of individual pathogen detection in determining treatment is

Journal article

Willems E, Gloerich J, Suppers A, van der Flier M, van den Heuvel LP, van de Kar N, Philipsen RHLA, van Dael M, Kaforou M, Wright VJ, Herberg JA, Torres FM, Levin M, de Groot R, van Gool AJ, Lefeber DJ, Wessels HJCT, de Jonge MI, PERFORM consortiumet al., 2023, Impact of infection on proteome-wide glycosylation revealed by distinct signatures for bacterial and viral pathogens, iScience, Vol: 26, ISSN: 2589-0042

Mechanisms of infection and pathogenesis have predominantly been studied based on differential gene or protein expression. Less is known about posttranslational modifications, which are essential for protein functional diversity. We applied an innovative glycoproteomics method to study the systemic proteome-wide glycosylation in response to infection. The protein site-specific glycosylation was characterized in plasma derived from well-defined controls and patients. We found 3862 unique features, of which we identified 463 distinct intact glycopeptides, that could be mapped to more than 30 different proteins. Statistical analyses were used to derive a glycopeptide signature that enabled significant differentiation between patients with a bacterial or viral infection. Furthermore, supported by a machine learning algorithm, we demonstrated the ability to identify the causative pathogens based on the distinctive host blood plasma glycopeptide signatures. These results illustrate that glycoproteomics holds enormous potential as an innovative approach to improve the interpretation of relevant biological changes in response to infection.

Journal article

van der Velden FJS, Lim E, Gills L, Broadey J, Hayes L, Roberts E, Courtney J, Ball J, Herberg J, Galassini R, Emonts M, DIAMONDS consortiumet al., 2023, Biobanking and consenting to research: a qualitative thematic analysis of young people's perspectives in the North East of England, BMC Medical Ethics, Vol: 24, Pages: 1-11, ISSN: 1472-6939

BACKGROUND: Biobanking biospecimens and consent are common practice in paediatric research. We need to explore children and young people's (CYP) knowledge and perspectives around the use of and consent to biobanking. This will ensure meaningful informed consent can be obtained and improve current consent procedures. METHODS: We designed a survey, in co-production with CYP, collecting demographic data, views on biobanking, and consent using three scenarios: 1) prospective consent, 2) deferred consent, and 3) reconsent and assent at age of capacity. The survey was disseminated via the Young Person's Advisory Group North England (YPAGne) and participating CYP's secondary schools. Data were analysed using a qualitative thematic approach by three independent reviewers (including CYP) to identify common themes. Data triangulation occurred independently by a fourth reviewer. RESULTS: One hundred two CYP completed the survey. Most were between 16-18 years (63.7%, N = 65) and female (66.7%, N = 68). 72.3% had no prior knowledge of biobanking (N = 73). Acceptability of prospective consent for biobanking was high (91.2%, N = 93) with common themes: 'altruism', 'potential benefits outweigh individual risk', 'frugality', and '(in)convenience'. Deferred consent was also deemed acceptable in the large majority (84.3%, N = 86), with common themes: 'altruism', 'body integrity' and 'sample frugality'. 76.5% preferred to reconsent when cognitively mature enough to give assent (N = 78), even if parental consent was previously in place. 79.2% wanted to be informed if their biobanked biospecimen is reused (N = 80). CONCLUSION: Prospective and deferred consent acceptability for biobanking is high among CYP in the UK. Altruism, frugality, body integrity, and privacy are the most important themes. Clear communication and justification are paramount to obtain consent. Any CYP with capacity

Journal article

Tan CD, van den Broek BS, Womersley R, Kaforou MN, Hagedoorn N, van der Flier M, Jackson HA, Moll H, Snijder RI, de Jonge ML, Vermont Cet al., 2023, A Novel Combination of Host Protein Biomarkers to Distinguish Bacterial From Viral Infections in Febrile Children in Emergency Care, PEDIATRIC INFECTIOUS DISEASE JOURNAL, Vol: 42, Pages: E235-E242, ISSN: 0891-3668

Journal article

Jackson HR, Miglietta L, Habgood-Coote D, D'Souza G, Shah P, Nichols S, Vito O, Powell O, Davidson MS, Shimizu C, Agyeman PKA, Beudeker CR, Brengel-Pesce K, Carrol ED, Carter MJ, De T, Eleftheriou I, Emonts M, Epalza C, Georgiou P, De Groot R, Fidler K, Fink C, van Keulen D, Kuijpers T, Moll H, Papatheodorou I, Paulus S, Pokorn M, Pollard AJ, Rivero-Calle I, Rojo P, Secka F, Schlapbach LJ, Tremoulet AH, Tsolia M, Usuf E, Van Der Flier M, Von Both U, Vermont C, Yeung S, Zavadska D, Zenz W, Coin LJM, Cunnington A, Burns JC, Wright V, Martinon-Torres F, Herberg JA, Rodriguez-Manzano J, Kaforou M, Levin Met al., 2023, Diagnosis of multisystem inflammatory syndrome in children by a whole-blood transcriptional signature, Journal of the Pediatric Infectious Diseases Society, Vol: 12, Pages: 322-331, ISSN: 2048-7207

BACKGROUND: To identify a diagnostic blood transcriptomic signature that distinguishes multisystem inflammatory syndrome in children (MIS-C) from Kawasaki disease (KD), bacterial infections, and viral infections. METHODS: Children presenting with MIS-C to participating hospitals in the United Kingdom and the European Union between April 2020 and April 2021 were prospectively recruited. Whole-blood RNA Sequencing was performed, contrasting the transcriptomes of children with MIS-C (n = 38) to those from children with KD (n = 136), definite bacterial (DB; n = 188) and viral infections (DV; n = 138). Genes significantly differentially expressed (SDE) between MIS-C and comparator groups were identified. Feature selection was used to identify genes that optimally distinguish MIS-C from other diseases, which were subsequently translated into RT-qPCR assays and evaluated in an independent validation set comprising MIS-C (n = 37), KD (n = 19), DB (n = 56), DV (n = 43), and COVID-19 (n = 39). RESULTS: In the discovery set, 5696 genes were SDE between MIS-C and combined comparator disease groups. Five genes were identified as potential MIS-C diagnostic biomarkers (HSPBAP1, VPS37C, TGFB1, MX2, and TRBV11-2), achieving an AUC of 96.8% (95% CI: 94.6%-98.9%) in the discovery set, and were translated into RT-qPCR assays. The RT-qPCR 5-gene signature achieved an AUC of 93.2% (95% CI: 88.3%-97.7%) in the independent validation set when distinguishing MIS-C from KD, DB, and DV. CONCLUSIONS: MIS-C can be distinguished from KD, DB, and DV groups using a 5-gene blood RNA expression signature. The small number of genes in the signature and good performance in both discovery and validation sets should enable the development of a diagnostic test for MIS-C.

Journal article

Morfopoulou S, Buddle S, Torres Montaguth OE, Atkinson L, Guerra-Assunção JA, Moradi Marjaneh M, Zennezini Chiozzi R, Storey N, Campos L, Hutchinson JC, Counsell JR, Pollara G, Roy S, Venturini C, Antinao Diaz JF, Siam A, Tappouni LJ, Asgarian Z, Ng J, Hanlon KS, Lennon A, McArdle A, Czap A, Rosenheim J, Andrade C, Anderson G, Lee JCD, Williams R, Williams CA, Tutill H, Bayzid N, Martin Bernal LM, Macpherson H, Montgomery K-A, Moore C, Templeton K, Neill C, Holden M, Gunson R, Shepherd SJ, Shah P, Cooray S, Voice M, Steele M, Fink C, Whittaker TE, Santilli G, Gissen P, Kaufer BB, Reich J, Andreani J, Simmonds P, Alrabiah DK, Castellano S, Chikowore P, Odam M, Rampling T, Houlihan C, Hoschler K, Talts T, Celma C, Gonzalez S, Gallagher E, Simmons R, Watson C, Mandal S, Zambon M, Chand M, Hatcher J, De S, Baillie K, Semple MG, DIAMONDS Consortium, PERFORM Consortium, ISARIC4C Investigators, Martin J, Ushiro-Lumb I, Noursadeghi M, Deheragoda M, Hadzic N, Grammatikopoulos T, Brown R, Kelgeri C, Thalassinos K, Waddington SN, Jacques TS, Thomson E, Levin M, Brown JR, Breuer Jet al., 2023, Genomic investigations of unexplained acute hepatitis in children, Nature, Vol: 617, Pages: 564-573, ISSN: 0028-0836

Since its first identification in Scotland, over 1,000 cases of unexplained paediatric hepatitis in children have been reported worldwide, including 278 cases in the UK1. Here we report an investigation of 38 cases, 66 age-matched immunocompetent controls and 21 immunocompromised comparator participants, using a combination of genomic, transcriptomic, proteomic and immunohistochemical methods. We detected high levels of adeno-associated virus 2 (AAV2) DNA in the liver, blood, plasma or stool from 27 of 28 cases. We found low levels of adenovirus (HAdV) and human herpesvirus 6B (HHV-6B) in 23 of 31 and 16 of 23, respectively, of the cases tested. By contrast, AAV2 was infrequently detected and at low titre in the blood or the liver from control children with HAdV, even when profoundly immunosuppressed. AAV2, HAdV and HHV-6 phylogeny excluded the emergence of novel strains in cases. Histological analyses of explanted livers showed enrichment for T cells and B lineage cells. Proteomic comparison of liver tissue from cases and healthy controls identified increased expression of HLA class 2, immunoglobulin variable regions and complement proteins. HAdV and AAV2 proteins were not detected in the livers. Instead, we identified AAV2 DNA complexes reflecting both HAdV-mediated and HHV-6B-mediated replication. We hypothesize that high levels of abnormal AAV2 replication products aided by HAdV and, in severe cases, HHV-6B may have triggered immune-mediated hepatic disease in genetically and immunologically predisposed children.

Journal article

Ho A, Orton R, Tayler R, Asamaphan P, Herder V, Davis C, Tong L, Smollett K, Manali M, Allan J, Rawlik K, McDonald SE, Vink E, Pollock L, Gannon L, Evans C, McMenamin J, Roy K, Marsh K, Divala T, Holden MTG, Lockhart M, Yirrell D, Currie S, O'Leary M, Henderson D, Shepherd SJ, Jackson C, Gunson R, MacLean A, McInnes N, Bradley-Stewart A, Battle R, Hollenbach JA, Henderson P, Odam M, Chikowore P, Oosthuyzen W, Chand M, Hamilton MS, Estrada-Rivadeneyra D, Levin M, Avramidis N, Pairo-Castineira E, Vitart V, Wilkie C, DIAMONDS Consortium, ISARIC4C Investigators, Palmarini M, Ray S, Robertson DL, da Silva Filipe A, Willett BJ, Breuer J, Semple MG, Turner D, Baillie JK, Thomson ECet al., 2023, Adeno-associated virus 2 infection in children with non-A-E hepatitis., Nature, Vol: 617, Pages: 555-563

An outbreak of acute hepatitis of unknown aetiology in children was reported in Scotland1 in April 2022 and has now been identified in 35 countries2. Several recent studies have suggested an association with human adenovirus with this outbreak, a virus not commonly associated with hepatitis. Here we report a detailed case-control investigation and find an association between adeno-associated virus 2 (AAV2) infection and host genetics in disease susceptibility. Using next-generation sequencing, PCR with reverse transcription, serology and in situ hybridization, we detected recent infection with AAV2 in plasma and liver samples in 26 out of 32 (81%) cases of hepatitis compared with 5 out of 74 (7%) of samples from unaffected individuals. Furthermore, AAV2 was detected within ballooned hepatocytes alongside a prominent T cell infiltrate in liver biopsy samples. In keeping with a CD4+ T-cell-mediated immune pathology, the human leukocyte antigen (HLA) class II HLA-DRB1*04:01 allele was identified in 25 out of 27 cases (93%) compared with a background frequency of 10 out of 64 (16%; P = 5.49 × 10-12). In summary, we report an outbreak of acute paediatric hepatitis associated with AAV2 infection (most likely acquired as a co-infection with human adenovirus that is usually required as a 'helper virus' to support AAV2 replication) and disease susceptibility related to HLA class II status.

Journal article

Channon-Wells S, Vito O, McArdle AJ, Seaby EG, Patel H, Shah P, Pazukhina E, Wilson C, Broderick C, D'Souza G, Keren I, Nijman RG, Tremoulet A, Munblit D, Ulloa-Gutierrez R, Carter MJ, Ramnarayan P, De T, Hoggart C, Whittaker E, Herberg JA, Kaforou M, Cunnington AJ, Blyuss O, Levin M, Chouli M, Hamadouche N, Ladj MS, Agrimbau Vázquez J, Carmona R, Collia AG, Ellis A, Natta D, Pérez L, Rubiños M, Veliz N, Yori S, Britton PN, Burgner DP, Carey E, Crawford NW, Giuliano H, McMinn A, Wong S, Wood N, Holter W, Krainz M, Ulreich R, Zurl C, Dehoorne J, Haerynck F, Hoste L, Schelstraete P, Vandekerckhove K, Willems J, Almeida Farias CG, Almeida FJ, Alves Leal I, Araujo da Silva AR, Araujo e Silva AE, Barreiro STA, Bomfim Prado da Silva DG, Cervi MC, dos Santos Naja Cardoso MV, Henriques Teixeira C, Jarovsky D, Martins Araujo J, Naaman Berezin E, Palazzi Sáfadi MA, Paternina-de la Ossa RA, Souza Vieira C, Dimitrova A, Ganeva M, Stefanov S, Telcharova-Mihaylovska A, Biggs CM, Lopez A, Scuccimarri R, Tan R, Wasserman S, Withington D, Ampuero C, Aravena J, Bustos B R, Casanova D, Cruces P, Diaz F, García-Salum T, Godoy L, Medina RA, Valenzuela Galaz G, Camacho-Moreno G, Avila-Aguero ML, Brenes-Chacón H, Camacho-Badilla K, Ivankovich-Escoto G, Naranjo-Zuniga G, Soriano-Fallas A, Ulloa-Gutierrez R, Yock-Corrales A, Amer MA, Abdelmeguid Y, Ahmed YHHZ, Badib A, Badreldin K, Elkhashab Y, Heshmat H, Hussein A, Mohamed Hussein AH, Ibrahim S, Shoman W, Yakout RM, Heinonen S, Angoulvant F, Belot A, Ouldali N, Beske F, Heep A, Masjosthusmann K, Reiter K, van den Heuvel I, von Both U, Agrafiotou A, Antachopoulos C, Charisi K, Eleftheriou I, Farmaki E, Fotis L, Kafetzis D, Koletsi P, Kourtesi K, Lampidi S, Liakopoulou T, Maritsi D, Michailidou E, Milioudi M, Mparmpounaki I, Papadimitriou E, Papaevangelou V, Roilides E, Tsiatsiou O, Tsolas G, Tsolia M, Vantsi P, Banegas Pineda LY, Borjas Aguilar KL, Cantillano Quintero EM, Ip P, Kwan MYW, Kwok J, Lau YL, To K, Wong JSC, David M, Farkas D, Kaet al., 2023, Immunoglobulin, glucocorticoid, or combination therapy for multisystem inflammatory syndrome in children: a propensity-weighted cohort study, The Lancet Rheumatology, Vol: 5, Pages: e184-e199, ISSN: 2665-9913

BackgroundMultisystem inflammatory syndrome in children (MIS-C), a hyperinflammatory condition associated with SARS-CoV-2 infection, has emerged as a serious illness in children worldwide. Immunoglobulin or glucocorticoids, or both, are currently recommended treatments.MethodsThe Best Available Treatment Study evaluated immunomodulatory treatments for MIS-C in an international observational cohort. Analysis of the first 614 patients was previously reported. In this propensity-weighted cohort study, clinical and outcome data from children with suspected or proven MIS-C were collected onto a web-based Research Electronic Data Capture database. After excluding neonates and incomplete or duplicate records, inverse probability weighting was used to compare primary treatments with intravenous immunoglobulin, intravenous immunoglobulin plus glucocorticoids, or glucocorticoids alone, using intravenous immunoglobulin as the reference treatment. Primary outcomes were a composite of inotropic or ventilator support from the second day after treatment initiation, or death, and time to improvement on an ordinal clinical severity scale. Secondary outcomes included treatment escalation, clinical deterioration, fever, and coronary artery aneurysm occurrence and resolution. This study is registered with the ISRCTN registry, ISRCTN69546370.FindingsWe enrolled 2101 children (aged 0 months to 19 years) with clinically diagnosed MIS-C from 39 countries between June 14, 2020, and April 25, 2022, and, following exclusions, 2009 patients were included for analysis (median age 8·0 years [IQR 4·2–11·4], 1191 [59·3%] male and 818 [40·7%] female, and 825 [41·1%] White). 680 (33·8%) patients received primary treatment with intravenous immunoglobulin, 698 (34·7%) with intravenous immunoglobulin plus glucocorticoids, 487 (24·2%) with glucocorticoids alone; 59 (2·9%) patients received other combinations, including biologica

Journal article

Moradi Marjaneh M, Challenger J, Salas A, Gómez-Carballa A, Sivananthan A, Rivero-Calle I, Barbeito-Castiñeiras G, Foo C, Wu Y, Liew F, Jackson H, Habgood-Coote D, DSouza G, Nichols S, Wright V, Levin M, Kaforou M, Thwaites R, Okell L, Martinón-Torres F, Cunnington A, GEN-COVID Study Group, PERFORM Consortiumet al., 2023, Analysis of blood and nasal epithelial transcriptomes to identify mechanisms associated with control of SARS-CoV-2 viral load in the upper respiratory tract

Working paper

Kreitmann L, Miglietta L, Xu K, Malpartida-Cardenas K, D'Souza G, Kaforou M, Brengel-Pesce K, Drazek L, Holmes A, Rodriguez-Manzano Jet al., 2023, Next-generation molecular diagnostics: Leveraging digital technologies to enhance multiplexing in real-time PCR, TrAC Trends in Analytical Chemistry, Vol: 160, Pages: 1-11, ISSN: 0165-9936

Real-time polymerase chain reaction (qPCR) enables accurate detection and quantification of nucleic acids and has become a fundamental tool in biological sciences, bioengineering and medicine. By combining multiple primer sets in one reaction, it is possible to detect several DNA or RNA targets simultaneously, a process called multiplex PCR (mPCR) which is key to attaining optimal throughput, cost-effectiveness and efficiency in molecular diagnostics, particularly in infectious diseases. Multiple solutions have been devised to increase multiplexing in qPCR, including single-well techniques, using target-specific fluorescent oligonucleotide probes, and spatial multiplexing, where segregation of the sample enables parallel amplification of multiple targets. However, these solutions are mostly limited to three or four targets, or highly sophisticated and expensive instrumentation. There is a need for innovations that will push forward the multiplexing field in qPCR, enabling for a next generation of diagnostic tools which could accommodate high throughput in an affordable manner.To this end, the use of machine learning (ML) algorithms (data-driven solutions) has recently emerged to leverage information contained in amplification and melting curves (AC and MC, respectively) – two of the most standard bio-signals emitted during qPCR – for accurate classification of multiple nucleic acid targets in a single reaction. Therefore, this review aims to demonstrate and illustrate that data-driven solutions can be successfully coupled with state-of-the-art and common qPCR platforms using a variety of amplification chemistries to enhance multiplexing in qPCR.Further, because both ACs and MCs can be predicted from sequence data using thermodynamic databases, it has also become possible to use computer simulation to rationalize and optimize the design of mPCR assays where target detection is supported by data-driven technologies. Thus, this review also discusses recent

Journal article

Takele Y, Mulaw T, Adem E, Womersley R, Kaforou M, Franssen SU, Michael levin, Taylor GP, Müller I, Cotton JA, Kropf Pet al., 2023, Recurrent visceral leishmaniasis relapses in HIV co-infected patients are characterised by less efficient immune responses and higher parasite load, iScience, Vol: 26, Pages: 1-22, ISSN: 2589-0042

Visceral leishmaniasis (VL) and HIV co-infection (VL/HIV) has emerged as a significant public health problem in Ethiopia, with up to 30% of patients with VL co-infected with HIV. These patients suffer from recurrent VL relapses and increased mortality. Those with a previous history of VL relapses (recurrent VL/HIV) experience increased VL relapses as compared to patients with HIV presenting with their first episode of VL (primary VL/HIV). Our aim was to identify drivers that account for the higher rate of VL relapses in patients with recurrent VL/HIV (n = 28) as compared to primary VL/HIV (n = 21). Our results show that the relapse-free survival in patients with recurrent VL/HIV was shorter, that they had higher parasite load, lower weight gain, and lower recovery of all blood cell lineages. Their poorer prognosis was characterized by lower production of IFN-gamma, lower CD4+ T cell counts, and higher expression of programmed cell death protein 1 (PD1) on T cells.

Journal article

Kuiper R, Wright VJ, Habgood-Coote D, Shimizu C, Huigh D, Tremoulet AH, van Keulen D, Hoggart CJ, Rodriguez-Manzano J, Herberg JA, Kaforou M, Tempel D, Burns JC, Levin Met al., 2023, Bridging a diagnostic Kawasaki disease classifier from a microarray platform to a qRT-PCR assay, Pediatric Research, Vol: 93, Pages: 559-569, ISSN: 0031-3998

BACKGROUND: Kawasaki disease (KD) is a systemic vasculitis that mainly affects children under 5 years of age. Up to 30% of patients develop coronary artery abnormalities, which are reduced with early treatment. Timely diagnosis of KD is challenging but may become more straightforward with the recent discovery of a whole-blood host response classifier that discriminates KD patients from patients with other febrile conditions. Here, we bridged this microarray-based classifier to a clinically applicable quantitative reverse transcription-polymerase chain reaction (qRT-PCR) assay: the Kawasaki Disease Gene Expression Profiling (KiDs-GEP) classifier. METHODS: We designed and optimized a qRT-PCR assay and applied it to a subset of samples previously used for the classifier discovery to reweight the original classifier. RESULTS: The performance of the KiDs-GEP classifier was comparable to the original classifier with a cross-validated area under the ROC curve of 0.964 [95% CI: 0.924-1.00] vs 0.992 [95% CI: 0.978-1.00], respectively. Both classifiers demonstrated similar trends over various disease conditions, with the clearest distinction between individuals diagnosed with KD vs viral infections. CONCLUSION: We successfully bridged the microarray-based classifier into the KiDs-GEP classifier, a more rapid and more cost-efficient qRT-PCR assay, bringing a diagnostic test for KD closer to the hospital clinical laboratory. IMPACT: A diagnostic test is needed for Kawasaki disease and is currently not available. We describe the development of a One-Step multiplex qRT-PCR assay and the subsequent modification (i.e., bridging) of the microarray-based host response classifier previously described by Wright et al. The bridged KiDs-GEP classifier performs well in discriminating Kawasaki disease patients from febrile controls. This host response clinical test for Kawasaki disease can be adapted to the hospital clinical laboratory.

Journal article

van der Velden FJS, de Vries G, Martin A, Lim E, von Both U, Kolberg L, Carrol ED, Khanijau A, Herberg JA, De T, Galassini R, Kuijpers TW, Martinón-Torres F, Rivero-Calle I, Vermont CL, Hagedoorn NN, Pokorn M, Pollard AJ, Schlapbach LJ, Tsolia M, Elefhteriou I, Yeung S, Zavadska D, Fink C, Voice M, Zenz W, Kohlmaier B, Agyeman PKA, Usuf E, Secka F, de Groot R, Levin M, van der Flier M, Emonts M, PERFORM consortiumet al., 2023, Correction to: Febrile illness in high-risk children: a prospective, international observational study., European Journal of Pediatrics, Vol: 182, Pages: 555-556, ISSN: 0340-6199

Journal article

Boeddha NP, Atkins L, de Groot R, Driessen G, Hazelzet J, Zenz W, Carrol ED, Anderson ST, Martinon-Torres F, Agyeman PKA, Galassini R, Herberg J, Levin M, Schlapbach LJ, Emonts Met al., 2023, Group A streptococcal disease in paediatric inpatients: a European perspective (Vol 182, pg 697, 2023), EUROPEAN JOURNAL OF PEDIATRICS, ISSN: 0340-6199

Journal article

Menikou S, McArdle AJ, Li MS, Kaforou M, Langford PR, Levin Met al., 2023, A Proteomics-Based Method for Identifying Antigens within Immune Complexes, Advances in Medical Imaging, Detection, and Diagnosis, Pages: 1099-1118, ISBN: 9789814877466

The binding of Immune Complexes (ICs) to FcγRs may lead to either activation or suppression of inflammatory cells depending on the type of FCGR gene expressed, and IC-induced cellular activation or suppression has been documented in many disease processes. ICs may also precipitate in tissues, leading to local inflammation or organ damage, influx of inflammatory cells and complement activation. Methods for IC detection are typically based on their physicochemical properties, such as their size, antibody class, affinity for specific cellular receptors and susceptibility to phagocytosis by macrophages [13]. A variety of methods are available for isolation of ICs or identifying elements associated with but not directly identifying ICs and are summarized in Menikou et al. Full gene names for UniProt proteins were determined by InterMineR. Individual proteins were classified using string matching as keratin, trypsin, complement, albumin, fibrinogen, immunoglobulin, other, contaminant and influenza.

Book chapter

Pantazi P, Kaforou M, Tang Z, Abrahams VM, McArdle A, Guller S, Holder Bet al., 2022, Placental macrophage responses to viral and bacterial ligands and the influence of fetal sex, iScience, Vol: 25, ISSN: 2589-0042

Bacterial and viral infections of the placenta are associated with inflammation and adverse pregnancy outcomes. Hofbauer cells (HBCs) are fetal-origin macrophages in the placenta, proposed to protect the fetus from vertical pathogen transmission. We performed quantitative proteomics on term HBCs under resting conditions and following exposure to bacterial and viral pathogen-associated molecular patterns (PAMPs), and investigated the contribution of fetal sex. Resting HBCs expressed proteins pertinent to macrophage function, including chemokines, cytokines, Toll-like receptors, and major histocompatibility complex class I and II molecules. HBCs mounted divergent responses to bacterial versus viral PAMPs but exhibited protein expression changes suggestive of a more pro-inflammatory phenotype. A comparison between male and female HBCs showed that the latter mounted a stronger and wider response. Here, we provide a comprehensive understanding of the sex-dependent responses of placental macrophages to infectious triggers, which were primarily associated with lipid metabolism in males and cytoskeleton organization in females.

Journal article

Pennisi I, Moniri A, Miscourides N, Miglietta L, Moser N, Habgood-Coote D, Herberg JA, Levin M, Kaforou M, Rodriguez-Manzano J, Georgiou Pet al., 2022, Discrimination of bacterial and viral infection using host-RNA signatures integrated in a lab-on-chip platform, BIOSENSORS & BIOELECTRONICS, Vol: 216, ISSN: 0956-5663

Journal article

Bachanová P, Cheyne A, Broderick C, Newton SM, Levin M, Kaforou Met al., 2022, Comparative transcriptomic analysis of whole blood mycobacterial growth assays and tuberculosis patients’ blood RNA profiles, Scientific Reports, Vol: 12, Pages: 1-13, ISSN: 2045-2322

In vitro whole blood infection models are used for elucidating the immune response to Mycobacterium tuberculosis (Mtb). They exhibit commonalities but also differences, to the in vivo blood transcriptional response during natural human Mtb disease. Here, we present a description of concordant and discordant components of the immune response in blood, quantified through transcriptional profiling in an in vitro whole blood infection model compared to whole blood from patients with tuberculosis disease. We identified concordantly and discordantly expressed gene modules and performed in silico cell deconvolution. A high degree of concordance of gene expression between both adult and paediatric in vivo-in vitro tuberculosis infection was identified. Concordance in paediatric in vivo vs in vitro comparison is largely characterised by immune suppression, while in adults the comparison is marked by concordant immune activation, particularly that of inflammation, chemokine, and interferon signalling. Discordance between in vitro and in vivo increases over time and is driven by T-cell regulation and monocyte-related gene expression, likely due to apoptotic depletion of monocytes and increasing relative fraction of longer-lived cell types, such as T and B cells. Our approach facilitates a more informed use of the whole blood in vitro model, while also accounting for its limitations.

Journal article

Tan CD, van der Walle EEPL, Vermont CL, von Both U, Carrol ED, Eleftheriou I, Emonts M, van der Flier M, de Groot R, Herberg J, Kohlmaier B, Levin M, Lim E, Maconochie IK, Martinon-Torres F, Nijman RG, Pokorn M, Rivero-Calle I, Tsolia M, Yeung S, Zenz W, Zavadska D, Moll HA, PERFORM consortium Personalised Risk assessment in febrile children to optimize Real-life Management across the European Unionet al., 2022, Guideline adherence in febrile children below 3 months visiting European Emergency Departments: an observational multicenter study, European Journal of Pediatrics, Vol: 181, Pages: 4199-4209, ISSN: 0340-6199

Febrile children below 3 months have a higher risk of serious bacterial infections, which often leads to extensive diagnostics and treatment. There is practice variation in management due to differences in guidelines and their usage and adherence. We aimed to assess whether management in febrile children below 3 months attending European Emergency Departments (EDs) was according to the guidelines for fever. This study is part of the MOFICHE study, which is an observational multicenter study including routine data of febrile children (0-18 years) attending twelve EDs in eight European countries. In febrile children below 3 months (excluding bronchiolitis), we analyzed actual management compared to the guidelines for fever. Ten EDs applied the (adapted) NICE guideline, and two EDs applied local guidelines. Management included diagnostic tests, antibiotic treatment, and admission. We included 913 children with a median age of 1.7 months (IQR 1.0-2.3). Management per ED varied as follows: use of diagnostic tests 14-83%, antibiotic treatment 23-54%, admission 34-86%. Adherence to the guideline was 43% (374/868) for blood cultures, 29% (144/491) for lumbar punctures, 55% (270/492) for antibiotic prescriptions, and 67% (573/859) for admission. Full adherence to these four management components occurred in 15% (132/868, range 0-38%), partial adherence occurred in 56% (484/868, range 35-77%). CONCLUSION: There is large practice variation in management. The guideline adherence was limited, but highest for admission which implies a cautious approach. Future studies should focus on guideline revision including new biomarkers in order to optimize management in young febrile children. WHAT IS KNOWN: • Febrile children below 3 months have a higher risk of serious bacterial infections, which often leads to extensive diagnostics and treatment. • There is practice variation in management of young febrile children due to differences in guideline

Journal article

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