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Featured researches published by Adi Klein.


PLOS ONE | 2015

A novel host-proteome signature for distinguishing between acute bacterial and viral infections.

Kfir Oved; Asi Cohen; Olga Boico; Roy Navon; Tom Friedman; Liat Etshtein; Or Kriger; Yura Fonar; Renata Yacobov; Ron Wolchinsky; Galit Denkberg; Yaniv Dotan; Amit Hochberg; Yoram Reiter; Moti Grupper; Isaac Srugo; Paul D. Feigin; Malka Gorfine; Irina Chistyakov; Ron Dagan; Adi Klein; Israel Potasman; Eran Eden

Bacterial and viral infections are often clinically indistinguishable, leading to inappropriate patient management and antibiotic misuse. Bacterial-induced host proteins such as procalcitonin, C-reactive protein (CRP), and Interleukin-6, are routinely used to support diagnosis of infection. However, their performance is negatively affected by inter-patient variability, including time from symptom onset, clinical syndrome, and pathogens. Our aim was to identify novel viral-induced host proteins that can complement bacterial-induced proteins to increase diagnostic accuracy. Initially, we conducted a bioinformatic screen to identify putative circulating host immune response proteins. The resulting 600 candidates were then quantitatively screened for diagnostic potential using blood samples from 1002 prospectively recruited patients with suspected acute infectious disease and controls with no apparent infection. For each patient, three independent physicians assigned a diagnosis based on comprehensive clinical and laboratory investigation including PCR for 21 pathogens yielding 319 bacterial, 334 viral, 112 control and 98 indeterminate diagnoses; 139 patients were excluded based on predetermined criteria. The best performing host-protein was TNF-related apoptosis-inducing ligand (TRAIL) (area under the curve [AUC] of 0.89; 95% confidence interval [CI], 0.86 to 0.91), which was consistently up-regulated in viral infected patients. We further developed a multi-protein signature using logistic-regression on half of the patients and validated it on the remaining half. The signature with the highest precision included both viral- and bacterial-induced proteins: TRAIL, Interferon gamma-induced protein-10, and CRP (AUC of 0.94; 95% CI, 0.92 to 0.96). The signature was superior to any of the individual proteins (P<0.001), as well as routinely used clinical parameters and their combinations (P<0.001). It remained robust across different physiological systems, times from symptom onset, and pathogens (AUCs 0.87-1.0). The accurate differential diagnosis provided by this novel combination of viral- and bacterial-induced proteins has the potential to improve management of patients with acute infections and reduce antibiotic misuse.


Lancet Infectious Diseases | 2017

A host-protein based assay to differentiate between bacterial and viral infections in preschool children (OPPORTUNITY): a double-blind, multicentre, validation study.

Chantal Van Houten; Joris A. H. de Groot; Adi Klein; Isaac Srugo; Irena Chistyakov; Wouter de Waal; Clemens B. Meijssen; Wim Avis; Tom F. W. Wolfs; Yael Shachor-Meyouhas; Michal Stein; Elisabeth A. M. Sanders; Louis Bont

BACKGROUND A physician is frequently unable to distinguish bacterial from viral infections. ImmunoXpert is a novel assay combining three proteins: tumour necrosis factor-related apoptosis-inducing ligand (TRAIL), interferon gamma induced protein-10 (IP-10), and C-reactive protein (CRP). We aimed to externally validate the diagnostic accuracy of this assay in differentiating between bacterial and viral infections and to compare this test with commonly used biomarkers. METHODS In this prospective, double-blind, international, multicentre study, we recruited children aged 2-60 months with lower respiratory tract infection or clinical presentation of fever without source at four hospitals in the Netherlands and two hospitals in Israel. A panel of three experienced paediatricians adjudicated a reference standard diagnosis for all patients (ie, bacterial or viral infection) using all available clinical and laboratory information, including a 28-day follow-up assessment. The panel was masked to the assay results. We identified majority diagnosis when two of three panel members agreed on a diagnosis and unanimous diagnosis when all three panel members agreed on the diagnosis. We calculated the diagnostic performance (ie, sensitivity, specificity, positive predictive value, and negative predictive value) of the index test in differentiating between bacterial (index test positive) and viral (index test negative) infection by comparing the test classification with the reference standard outcome. FINDINGS Between Oct 16, 2013 and March 1, 2015, we recruited 777 children, of whom 577 (mean age 21 months, 56% male) were assessed. The majority of the panel diagnosed 71 cases as bacterial infections and 435 as viral infections. In another 71 patients there was an inconclusive panel diagnosis. The assay distinguished bacterial from viral infections with a sensitivity of 86·7% (95% CI 75·8-93·1), a specificity of 91·1% (87·9-93·6), a positive predictive value of 60·5% (49·9-70·1), and a negative predictive value of 97·8% (95·6-98·9). In the more clear cases with unanimous panel diagnosis (n=354), sensitivity was 87·8% (74·5-94·7), specificity 93·0% (89·6-95·3), positive predictive value 62·1% (49·2-73·4), and negative predictive value 98·3% (96·1-99·3). INTERPRETATION This external validation study shows the diagnostic value of a three-host protein-based assay to differentiate between bacterial and viral infections in children with lower respiratory tract infection or fever without source. This diagnostic based on CRP, TRAIL, and IP-10 has the potential to reduce antibiotic misuse in young children. FUNDING MeMed Diagnostics.


Pediatrics | 2017

Validation of a Novel Assay to Distinguish Bacterial and Viral Infections

Isaac Srugo; Adi Klein; Michal Stein; Orit Golan-Shany; Nogah C. Kerem; Irina Chistyakov; Jacob Genizi; Oded Glazer; Liat Yaniv; Alina German; Dan Miron; Yael Shachor-Meyouhas; Kfir Oved; Tanya M. Gottlieb; Roy Navon; Meital Paz; Liat Etshtein; Olga Boico; Gali Kronenfeld; Eran Eden; Robert M. Cohen; Hélène Chappuy; François Angoulvant; Laurence Elisabeth Lacroix; Alain Gervaix

A novel 3-protein host-assay’s diagnostic performance for distinguishing between bacterial and viral etiologies is validated in a double-blind, investigator-driven study in febrile children. BACKGROUND: Reliably distinguishing bacterial from viral infections is often challenging, leading to antibiotic misuse. A novel assay that integrates measurements of blood-borne host-proteins (tumor necrosis factor-related apoptosis-inducing ligand, interferon γ-induced protein-10, and C-reactive protein [CRP]) was developed to assist in differentiation between bacterial and viral disease. METHODS: We performed double-blind, multicenter assay evaluation using serum remnants collected at 5 pediatric emergency departments and 2 wards from children ≥3 months to ≤18 years without (n = 68) and with (n = 529) suspicion of acute infection. Infectious cohort inclusion criteria were fever ≥38°C and symptom duration ≤7 days. The reference standard diagnosis was based on predetermined criteria plus adjudication by experts blinded to assay results. Assay performers were blinded to the reference standard. Assay cutoffs were predefined. RESULTS: Of 529 potentially eligible patients with suspected acute infection, 100 did not fulfill infectious inclusion criteria and 68 had insufficient serum. The resulting cohort included 361 patients, with 239 viral, 68 bacterial, and 54 indeterminate reference standard diagnoses. The assay distinguished between bacterial and viral patients with 93.8% sensitivity (95% confidence interval: 87.8%–99.8%) and 89.8% specificity (85.6%–94.0%); 11.7% had an equivocal assay outcome. The assay outperformed CRP (cutoff 40 mg/L; sensitivity 88.2% [80.4%–96.1%], specificity 73.2% [67.6%–78.9%]) and procalcitonin testing (cutoff 0.5 ng/mL; sensitivity 63.1% [51.0%–75.1%], specificity 82.3% [77.1%–87.5%]). CONCLUSIONS: Double-blinded evaluation confirmed high assay performance in febrile children. Assay was significantly more accurate than CRP, procalcitonin, and routine laboratory parameters. Additional studies are warranted to support its potential to improve antimicrobial treatment decisions.


Diagnostic Microbiology and Infectious Disease | 2017

A novel host-protein assay outperforms routine parameters for distinguishing between bacterial and viral lower respiratory tract infections

Michal Stein; Shelly Lipman-Arens; Kfir Oved; Asi Cohen; Roy Navon; Olga Boico; Tom Friedman; Liat Etshtein; Meital Paz; Tanya M. Gottlieb; Or Kriger; Yura Fonar; Ester Pri-Or; Renata Yacobov; Yaniv Dotan; Amit Hochberg; Moti Grupper; Irina Chistyakov; Israel Potasman; Isaac Srugo; Eran Eden; Adi Klein

Bacterial and viral lower respiratory tract infections (LRTIs) are often clinically indistinguishable, leading to antibiotic overuse. We compared the diagnostic accuracy of a new assay that combines 3 host-biomarkers (TRAIL, IP-10, CRP) with parameters in routine use to distinguish bacterial from viral LRTIs. Study cohort included 184 potentially eligible pediatric and adult patients. Reference standard diagnosis was based on adjudication by an expert panel following comprehensive clinical and laboratory investigation (including respiratory PCRs). Experts were blinded to assay results and assay performers were blinded to reference standard outcomes. Evaluated cohort included 88 bacterial and 36 viral patients (23 did not fulfill inclusion criteria; 37 had indeterminate reference standard outcome). Assay distinguished bacterial from viral LRTI patients with sensitivity of 0.93±0.06 and specificity of 0.91±0.09, outperforming routine parameters, including WBC, CRP and chest x-ray signs. These findings support the assays potential to help clinicians avoid missing bacterial LRTIs or overusing antibiotics.


BioTechniques | 2018

Automating a new host-protein assay for differentiating bacterial from viral infection to reduce operator hands-on time

Maanit Shapira; Olga Boico; Asi Cohen; Ruth Sagi; Ada Aharon; Roy Navon; Gali Kronenfeld; Katie Maler; Ester Pri-Or; Michal Stein; Adi Klein; Eran Eden; Kfir Oved

Distinguishing bacterial from viral infections is often challenging, leading to antibiotic misuse, and detrimental ramifications for the patient, the healthcare system and society. A novel ELISA-based assay that integrates the circulating levels of three host-response proteins (TRAIL, IP-10 and CRP) was developed to assist in differentiation between bacterial and viral etiologies. We developed a new protocol for measuring the host-based assay biomarkers using an automated ELISA workstation. The automated protocol was validated and was able to reduce technician hands-on time by 76%, while maintaining high analytical performance. Following automation, the assay has been incorporated into the routine workflow at a pediatric department, and is performed daily on admitted and emergency department patients. The automation protocol reduces the overall burden on the hospital laboratory performing the assay. This benefit has potential to promote adoption of the host-based assay, facilitating timely triage of febrile patients and prudent use of antibiotics.


Pediatric Infectious Disease Journal | 2017

Antimicrobial Resistance Among Uropathogens That Cause Childhood Community-acquired Urinary Tract Infections in Central Israel.

Renata Yakubov; Machiel van den Akker; Kaba Machamad; Amit Hochberg; Erez Nadir; Adi Klein

In this retrospective study 829 positive urine cultures were analyzed. Escherichia coli bacterium was the leading uropathogen (86%). Almost 60% were resistant to ampicillin and first generation cephalosporins, and about 30% of them resistant to amoxicillin-clavulanic acid and trimethoprim-sulfamethoxazole. Almost none of them were resistant to second and third generation cephalosporins, aminoglycosides, ciprofloxacin or nitrofurantoin.


Open Forum Infectious Diseases | 2017

A Novel Host-protein Assay Accurately Distinguishes Bacterial From Viral Upper Respiratory Tract Infections

Kfir Oved; Eran Eden; Chantal Van Houten; Tanya M. Gottlieb; Roy Navon; Asi Cohen; Olga Boico; Meital Paz; Liat Etshtein; Gali Kronenfeld; Tom Friedman; Irina Chistyakov; Israel Potasman; Michal Stein; Adi Klein; Alain Gervaix; Isaac Srugo; Louis Bont

Abstract Background Bacterial and viral infections are often clinically indistinguishable, particularly in upper respiratory tract infections (URTI), which leads to antibiotic misuse. A novel assay (ImmunoXpert™) that integrates measurements of three host-response proteins (TRAIL, IP-10, CRP) was recently developed to assist in differentiation between bacterial and viral etiologies. We evaluated the assay performance in URTI patients and compared it with standard laboratory measures. Methods We performed a sub-analysis of 464 patients with clinical suspicion of URTI enrolled in three previously conducted multi-center clinical studies that evaluated the assay performance in patients with acute infections: ‘Curiosity’ study (NCT01917461), ‘Opportunity’ study (NCT01931254), and ‘Pathfinder’ study (NCT01911143). Comparator method was predetermined criteria combined with expert panel adjudication, which was blinded to the test results. Diagnostic performance was evaluated by comparing test and comparator method outcomes. Results A unanimous panel adjudication was attained for 61 bacterial (13%) and 241 viral (52%) patients (162 patients (35%) had an indeterminate diagnosis). The assay distinguished between bacterial and viral infected patients with a sensitivity of 92% (95% CI: 82%- 98%) and specificity of 93% (88%-96%) with 11% equivocal test results. Overall the assay outperformed other routine laboratory tests (FIG 1), including: white blood cell count (WBC; cutoff 15,000 cells/µL, sensitivity 48% (35%-60%), P < 10-−6; specificity 85% (80%-90%), P < 0.05); CRP (cutoff 40 mg/L, sensitivity 82% (72%–92%), P = 0.16, specificity 79% (74%–84%), P < 10-4); Procalcitonin (PCT; cutoff 0.5 ng/mL, sensitivity 22% (11%–32%), P < 10–14, specificity 80% (74%–85%), P < 0.001); absolute neutrophil count (ANC; cutoff 10,000 cells/µL, sensitivity 58% (45%–71%), P < 10-−4, specificity 94% (91%–97%), P = 0.7). Conclusion The novel assay demonstrated superior performance compared with routine laboratory tests (WBC, ANC) and biomarkers (CRP, PCT), in distinguishing bacterial from viral etiologies in patients with URTI. It has the potential to help clinicians avoid missing bacterial infections or prescribing unwarranted antibiotics for viral URTIs. Disclosures K. Oved, MeMed Diagnostics: Board Member, Employee and Shareholder, Salary E. Eden, MeMed Diagnostics: Board Member, Employee and Shareholder, Salary T. Gottlieb, MeMed Diagnostics: Employee, Salary R. Navon, MeMed Diagnostics: Employee, Salary A. Cohen, MeMed Diagnostics: Employee, Salary O. Boico, MeMed Diagnostics: Employee, Salary M. Paz, MeMed Diagnostics: Employee, Salary L. Etshtein, MeMed Diagnostics: Employee, Salary G. Kronenfeld, MeMed Diagnostics: Employee, Salary T. Friedman, MeMed Diagnostics: Employee, Salary E. Bamberger, MeMed Diagnostics: Employee, Salary I. Chistyakov, MeMed Diagnostics: Consultant, Consulting fee I. Potasman, MeMed Diagnostics: Holding stock options, stock options


Journal of Infection | 2016

Diagnostic accuracy of a TRAIL, IP-10 and CRP combination for discriminating bacterial and viral etiologies at the Emergency Department.

Eran Eden; Isaac Srugo; Tanya M. Gottlieb; Roy Navon; Olga Boico; Asi Cohen; Adi Klein; Kfir Oved


European Journal of Clinical Microbiology & Infectious Diseases | 2018

A host-protein signature is superior to other biomarkers for differentiating between bacterial and viral disease in patients with respiratory infection and fever without source: a prospective observational study

Liat Ashkenazi-Hoffnung; Kfir Oved; Roy Navon; Tom Friedman; Olga Boico; Meital Paz; Gali Kronenfeld; Liat Etshtein; Asi Cohen; Tanya M. Gottlieb; Eran Eden; Irina Chistyakov; Isaac Srugo; Adi Klein; Shai Ashkenazi; Oded Scheuerman


Pediatric Infectious Disease Journal | 2018

Antibiotic Overuse in Children with Respiratory Syncytial Virus Lower Respiratory Tract Infection

Chantal Van Houten; Christiana A. Naaktgeboren; Brigitte J. M. Buiteman; Maaike van der Lee; Adi Klein; Isaac Srugo; Irena Chistyakov; Wouter de Waal; Clemens B. Meijssen; Pieter W. Meijers; Karin M. de Winter-de Groot; Tom F. W. Wolfs; Yael Shachor-Meyouhas; Michal Stein; Elisabeth A. M. Sanders; Louis Bont

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Isaac Srugo

Rappaport Faculty of Medicine

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Eran Eden

Weizmann Institute of Science

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Kfir Oved

Technion – Israel Institute of Technology

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Irina Chistyakov

Technion – Israel Institute of Technology

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Liat Etshtein

Technion – Israel Institute of Technology

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Israel Potasman

Rappaport Faculty of Medicine

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Amit Hochberg

Hillel Yaffe Medical Center

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