Network


Latest external collaboration on country level. Dive into details by clicking on the dots.

Hotspot


Dive into the research topics where Karin Wildi is active.

Publication


Featured researches published by Karin Wildi.


International Journal of Cardiology | 2013

Rapid rule out of acute myocardial infarction using undetectable levels of high-sensitivity cardiac troponin

Maria Rubini Gimenez; Rebeca Hoeller; Tobias Reichlin; Christa Zellweger; Raphael Twerenbold; Miriam Reiter; Berit Moehring; Karin Wildi; Tamina Mosimann; Mira Mueller; Bernadette Meller; Thomas Hochgruber; Ronny Ziller; Seoung Mann Sou; Karsten Murray; Konstantin Sakarikos; Susanne Ernst; Joaquim Gea; Isabel Campodarve; Carles Vilaplana; Philip Haaf; Stephan Steuer; Jan Minners; Stefan Osswald; Christian Mueller

BACKGROUND We examined whether undetectable levels of high-sensitivity cardiac Troponin (hs-cTn) can be used to rule out acute myocardial infarction (AMI) with a single blood draw at presentation to the emergency department (ED). METHODS AND RESULTS In a prospective multicenter study we used 4 different hs-cTn assays (hs-cTnT Roche, and hs-cTnI Siemens, hs-cTnI Beckman Coulter and hs-cTnI Abbott) in consecutive patients presenting with acute chest pain. The final diagnosis of AMI was adjudicated by two independent cardiologists using all available data including serial hs-cTnT levels. Mean follow up was 24 months. Among 2072 consecutive patients with available hs-cTnT levels, 21% had an adjudicated diagnosis of AMI. Among AMI patients, 98.2% had initially detectable levels of hs-cTnT (sensitivity 98.2%, 95%CI 96.3%-99.2%, negative predictive value (NPV) 98.6%, 95%CI 97.0%-99.3%). Undetectable levels of hs-cTnT ruled out AMI in 26.5% of patients at presentation. The NPV was similar with the three hs-cTnI assays: among 1180 consecutive patients with available hs-cTnI (Siemens), the NPV was 98.8%; among 1151 consecutive patients with available hs-cTnI (Beckman Coulter), the NPV was 99.2%; among 1567 consecutive patients with available hs-cTnI (Abbott), the NPV was 100.0%. The percentage of patients with undetectable levels of hs-cTnI was similar among the three hs-cTnI assays and ranged from 11.4% to 13.9%. CONCLUSIONS Undetectable levels of hs-cTn at presentation have a very high NPV and seem to allow the simple and rapid rule out of AMI. This criteria applies to much more patients with hs-TnT as compared to the investigated hs-cTnI assays.


Canadian Medical Association Journal | 2015

Prospective validation of a 1-hour algorithm to rule-out and rule-in acute myocardial infarction using a high-sensitivity cardiac troponin T assay

Tobias Reichlin; Raphael Twerenbold; Karin Wildi; Maria Rubini Gimenez; Nathalie Bergsma; Philip Haaf; Sophie Druey; Christian Puelacher; Berit Moehring; Michael Freese; Claudia Stelzig; Lian Krivoshei; Petra Hillinger; Cedric Jäger; Thomas Herrmann; Philip Kreutzinger; Milos Radosavac; Kateryna Pershyna; Ursina Honegger; Max Wagener; Thierry Vuillomenet; Isabel Campodarve; Roland Bingisser; Òscar Miró; Katharina Rentsch; Stefano Bassetti; Stefan Osswald; Christian Mueller

Background: We aimed to prospectively validate a novel 1-hour algorithm using high-sensitivity cardiac troponin T measurement for early rule-out and rule-in of acute myocardial infarction (MI). Methods: In a multicentre study, we enrolled 1320 patients presenting to the emergency department with suspected acute MI. The high-sensitivity cardiac troponin T 1-hour algorithm, incorporating baseline values as well as absolute changes within the first hour, was validated against the final diagnosis. The final diagnosis was then adjudicated by 2 independent cardiologists using all available information, including coronary angiography, echocardiography, follow-up data and serial measurements of high-sensitivity cardiac troponin T levels. Results: Acute MI was the final diagnosis in 17.3% of patients. With application of the high-sensitivity cardiac troponin T 1-hour algorithm, 786 (59.5%) patients were classified as “rule-out,” 216 (16.4%) were classified as “rule-in” and 318 (24.1%) were classified to the “observational zone.” The sensitivity and the negative predictive value for acute MI in the rule-out zone were 99.6% (95% confidence interval [CI] 97.6%–99.9%) and 99.9% (95% CI 99.3%–100%), respectively. The specificity and the positive predictive value for acute MI in the rule-in zone were 95.7% (95% CI 94.3%–96.8%) and 78.2% (95% CI 72.1%–83.6%), respectively. The 1-hour algorithm provided higher negative and positive predictive values than the standard interpretation of highsensitivity cardiac troponin T using a single cut-off level (both p < 0.05). Cumulative 30-day mortality was 0.0%, 1.6% and 1.9% in patients classified in the rule-out, observational and rule-in groups, respectively (p = 0.001). Interpretation: This rapid strategy incorporating high-sensitivity cardiac troponin T baseline values and absolute changes within the first hour substantially accelerated the management of suspected acute MI by allowing safe rule-out as well as accurate rule-in of acute MI in 3 out of 4 patients. Trial registration: ClinicalTrials.gov, NCT00470587


Circulation | 2015

Optimal Cutoff Levels of More Sensitive Cardiac Troponin Assays for the Early Diagnosis of Myocardial Infarction in Patients With Renal Dysfunction

Raphael Twerenbold; Karin Wildi; Cedric Jaeger; Maria Rubini Gimenez; Miriam Reiter; Tobias Reichlin; Astrid Walukiewicz; Mathias Gugala; Lian Krivoshei; Nadine Marti; Petra Hillinger; Christian Puelacher; Katharina Rentsch; Ursina Honegger; Carmela Schumacher; Felicitas Zurbriggen; Michael Freese; Claudia Stelzig; Isabel Campodarve; Stefano Bassetti; Stefan Osswald; Christian Mueller

Background— It is unknown whether more sensitive cardiac troponin (cTn) assays maintain their clinical utility in patients with renal dysfunction. Moreover, their optimal cutoff levels in this vulnerable patient population have not previously been defined. Methods and Results— In this multicenter study, we examined the clinical utility of 7 more sensitive cTn assays (3 sensitive and 4 high-sensitivity cTn assays) in patients presenting with symptoms suggestive of acute myocardial infarction. Among 2813 unselected patients, 447 (16%) had renal dysfunction (defined as Modification of Diet in Renal Disease–estimated glomerular filtration rate <60 mL·min−1·1.73 m−2). The final diagnosis was centrally adjudicated by 2 independent cardiologists using all available information, including coronary angiography and serial levels of high-sensitivity cTnT. Acute myocardial infarction was the final diagnosis in 36% of all patients with renal dysfunction. Among patients with renal dysfunction and elevated baseline cTn levels (≥99th percentile), acute myocardial infarction was the most common diagnosis for all assays (range, 45%–80%). In patients with renal dysfunction, diagnostic accuracy at presentation, quantified by the area under the receiver-operator characteristic curve, was 0.87 to 0.89 with no significant differences between the 7 more sensitive cTn assays and further increased to 0.91 to 0.95 at 3 hours. Overall, the area under the receiver-operator characteristic curve in patients with renal dysfunction was only slightly lower than in patients with normal renal function. The optimal receiver-operator characteristic curve–derived cTn cutoff levels in patients with renal dysfunction were significantly higher compared with those in patients with normal renal function (factor, 1.9–3.4). Conclusions— More sensitive cTn assays maintain high diagnostic accuracy in patients with renal dysfunction. To ensure the best possible clinical use, assay-specific optimal cutoff levels, which are higher in patients with renal dysfunction, should be considered. Clinical Trial Registration— URL: http://www.clinicaltrials.gov. Unique identifier: NCT00470587.


JAMA Cardiology | 2016

Diagnosis of Myocardial Infarction Using a High-Sensitivity Troponin I 1-Hour Algorithm.

Johannes Tobias Neumann; Nils Arne Sörensen; Tjark Schwemer; Francisco Ojeda; Rafael Bourry; Vanessa Sciacca; Sarina Schaefer; Christoph Waldeyer; Christoph Sinning; Thomas Renné; Martin Than; William Parsonage; Karin Wildi; Nataliya Makarova; Renate B. Schnabel; Ulf Landmesser; Christian Mueller; Louise Cullen; Jaimi Greenslade; Tanja Zeller; Stefan Blankenberg; Mahir Karakas; Dirk Westermann

IMPORTANCE Rapid and accurate diagnosis of acute myocardial infarction (AMI) currently constitutes an unmet need. OBJECTIVE To test a 1-hour diagnostic algorithm to diagnose AMI using a high-sensitivity troponin I assay with a new cutoff level of 6 ng/L. DESIGN, SETTING, AND PARTICIPANTS The Biomarkers in Acute Cardiac Care study is a prospective study that investigated the application of the troponin I assay for the diagnosis of AMI in 1040 patients presenting to the emergency department with acute chest pain from July 19, 2013, to December 31, 2014. Results were validated in 2 independent cohorts of 4009 patients. Final follow-up was completed on July 1, 2015, and data were assessed from July 2 to December 15, 2015. EXPOSURE Acute chest pain suggestive of AMI. MAIN OUTCOMES AND MEASURES Accurate diagnosis or exclusion of AMI and 12-month mortality in patients with acute chest pain. RESULTS Of the 1040 patients included from the study cohort, 673 (64.7%) were male and had a median age of 65 (interquartile range, 52-75) years. With application of a low troponin I cutoff value of 6 ng/L, the rule-out algorithm showed a high negative predictive value of 99.8% (95% CI, 98.6%-100.0%) after 1 hour for non-ST-segment elevation MI type 1. The 1-hour approach was comparable to a 3-hour approach. Similarly, a rule-in algorithm based on troponin I levels provided a high positive predictive value with 82.8% (95% CI, 73.2%-90.0%). Moreover, application of the cutoff of 6 ng/L resulted in lower follow-up mortality (1.0%) compared with the routinely used 99th percentile (3.7%) for this assay. Two independent cohorts further validated the performance of this algorithm with high negative and positive predictive values. CONCLUSIONS AND RELEVANCE Patients with possible AMI can be triaged within 1 hour after admission with no loss of safety compared with a 3-hour approach, when a low and sensitive cutoff is applied. This concept enables safe discharge or rapid treatment initiation after 1 hour.


European Heart Journal | 2014

Risk stratification in patients with acute chest pain using three high-sensitivity cardiac troponin assays

Philip Haaf; Tobias Reichlin; Raphael Twerenbold; Rebeca Hoeller; Maria Rubini Gimenez; Christa Zellweger; Berit Moehring; Catherine Fischer; Bernadette Meller; Karin Wildi; Michael Freese; Claudia Stelzig; Tamina Mosimann; Miriam Reiter; Mira Mueller; Thomas Hochgruber; Seoung Mann Sou; Karsten Murray; Jan Minners; Heike Freidank; Stefan Osswald; Christian Mueller

AIMS Several high-sensitivity cardiac troponin (hs-cTn) assays have recently been developed. It is unknown which hs-cTn provides the most accurate prognostic information and to what extent early changes in hs-cTn predict mortality. METHODS AND RESULTS In a prospective, international multicentre study, cTn was simultaneously measured with three novel [high-sensitivity cardiac Troponin T (hs-cTnT), Roche Diagnostics; hs-cTnI, Beckman-Coulter; hs-cTnI, Siemens] and a conventional assay (cTnT, Roche Diagnostics) in a blinded fashion in 1117 unselected patients with acute chest pain. Patients were followed up 2 years regarding mortality. Eighty-two (7.3%) patients died during the follow-up. The 2-year prognostic accuracy of hs-cTn was most accurate for hs-cTnT [area under the receivers operating characteristic curve (AUC) 0.78 (95% CI: 0.73-0.83) and outperformed both hs-cTnI (Beckman-Coulter, 0.71 (95% CI: 0.65-0.77; P = 0.001 for comparison), hs-cTnI (Siemens) 0.70 (95% CI: 0.64-0.76; P < 0.001 for comparison)] and cTnT 0.67 (95% CI: 0.61-0.74; P < 0.001 for comparison). Absolute changes of hs-cTnT were more accurate than relative changes in predicting mortality, but inferior to presentation values of hs-cTnT. Combining changes of hs-cTnT within the first 6 h with their presentation values did not further improve prognostic accuracy. Similar results were obtained for both hs-cTnI assays regarding the incremental value of changes. Hs-cTn concentrations remained predictors of death in clinically challenging subgroups such as patients with pre-existing coronary artery disease, impaired renal function, and patients older than 75 years. CONCLUSION High-sensitivity cardiac Troponin T is more accurate than hs-cTnI in the prediction of long-term mortality. Changes of hs-cTn do not seem to further improve risk stratification beyond initial presentation values.


Annals of Internal Medicine | 2017

Rapid Rule-out of Acute Myocardial Infarction With a Single High-Sensitivity Cardiac Troponin T Measurement Below the Limit of Detection: A Collaborative Meta-analysis

John W. Pickering; Martin Than; Louise Cullen; Sally Aldous; Ewoud ter Avest; Richard Body; Edward Carlton; Paul O. Collinson; Anne Marie Dupuy; Ulf Ekelund; Kai M. Eggers; Christopher M. Florkowski; Yonathan Freund; Peter M. George; Steve Goodacre; Jaimi Greenslade; Allan S. Jaffe; Sarah J. Lord; Arash Mokhtari; Christian Mueller; Andrew W. Munro; Sebbane Mustapha; William Parsonage; W. Frank Peacock; Chris J. Pemberton; A. Mark Richards; Juan Sanchis; Lukas P. Staub; Richard W. Troughton; Raphael Twerenbold

Background High-sensitivity assays for cardiac troponin T (hs-cTnT) are sometimes used to rapidly rule out acute myocardial infarction (AMI). Purpose To estimate the ability of a single hs-cTnT concentration below the limit of detection (<0.005 µg/L) and a nonischemic electrocardiogram (ECG) to rule out AMI in adults presenting to the emergency department (ED) with chest pain. Data Sources EMBASE and MEDLINE without language restrictions (1 January 2008 to 14 December 2016). Study Selection Cohort studies involving adults presenting to the ED with possible acute coronary syndrome in whom an ECG and hs-cTnT measurements were obtained and AMI outcomes adjudicated during initial hospitalization. Data Extraction Investigators of studies provided data on the number of low-risk patients (no new ischemia on ECG and hs-cTnT measurements <0.005 µg/L) and the number who had AMI during hospitalization (primary outcome) or a major adverse cardiac event (MACE) or death within 30 days (secondary outcomes), by risk classification (low or not low risk). Two independent epidemiologists rated risk of bias of studies. Data Synthesis Of 9241 patients in 11 cohort studies, 2825 (30.6%) were classified as low risk. Fourteen (0.5%) low-risk patients had AMI. Sensitivity of the risk classification for AMI ranged from 87.5% to 100% in individual studies. Pooled estimated sensitivity was 98.7% (95% CI, 96.6% to 99.5%). Sensitivity for 30-day MACEs ranged from 87.9% to 100%; pooled sensitivity was 98.0% (CI, 94.7% to 99.3%). No low-risk patients died. Limitation Few studies, variation in timing and methods of reference standard troponin tests, and heterogeneity of risk and prevalence of AMI across studies. Conclusion A single hs-cTnT concentration below the limit of detection in combination with a nonischemic ECG may successfully rule out AMI in patients presenting to EDs with possible emergency acute coronary syndrome. Primary Funding Source Emergency Care Foundation.


Heart | 2013

Heart-type fatty acid-binding protein in the early diagnosis of acute myocardial infarction

Miriam Reiter; Raphael Twerenbold; Tobias Reichlin; Mira Mueller; Rebecca Hoeller; Berit Moehring; Philip Haaf; Karin Wildi; Salome Merk; Denise Bernhard; Christa Zellweger Mueller; Michael Freese; Heike Freidank; Isabel Campodarve Botet; Christian Mueller

Objective To investigate the diagnostic and prognostic role of heart-type fatty acid-binding protein (hFABP) compared with copeptin and in addition to high-sensitivity cardiac troponin T (hs-cTnT) in patients with chest pain suspected of acute myocardial infarction (AMI). Design Diagnostic and prognostic performances of hFABP, copeptin and hs-cTnT were evaluated and compared. The final diagnosis was adjudicated by two independent cardiologists. Setting This prospective observational multicentre study took place in four primary and one secondary hospital from April 2006 to September 2009. Patients We enrolled 1247 consecutive patients with suspected AMI to the emergency department. For analysis, patients were included, if baseline levels for hs-cTnT and hFABP were available (n=1074), patients with ST-segment elevation myocardial infarction (STEMI) were excluded for the diagnostic analysis (n=43). Interventions Treatment was left to the discretion of the emergency physician. Main outcome measures AMI and mortality. Results 4% of the patients had STEMI and 16% of the patients had non-STEMI. Patients with AMI had significantly higher levels of hFABP at presentation (p<0.001). Neither the combination with hFABP nor with copeptin increased the diagnostic accuracy of hs-cTnT at admission, quantified by the area under the receiver operating characteristic curve (AUC) (p>0.05). The negative predictive value regarding 90-day, 1-year and 2-year mortality was 100% (99–100), 99% (98–100) and 98% (96–99), respectively, for hFABP levels below the median (p<0.001). The accuracy of hFABP to predict 90-day mortality was moderate (AUC 0.83; 95% CI 0.77 to 0.90). Conclusions hFABP and copeptin do not improve the diagnosis of patients with chest pain without ST-segment elevation, but may be useful for risk stratification beyond hs-TnT.


American Heart Journal | 2013

Comparison of the performances of cardiac troponins, including sensitive assays, and copeptin in the diagnostic of acute myocardial infarction and long-term prognosis between women and men.

Cathrin Balmelli; Christophe Meune; Raphael Twerenbold; Tobias Reichlin; Simone Rieder; Beatrice Drexler; María Rubini; Tamina Mosimann; Miriam Reiter; Philip Haaf; Mira Mueller; Susanne Ernst; Paola Ballarino; Azza A. Alafify; Christa Zellweger; Karin Wildi; Berit Moehring; Carles Vilaplana; Denise Bernhard; Salome Merk; Stefan Ebmeyer; Heike Freidank; Stefan Osswald; Christian Mueller

BACKGROUND Concerns have been raised about possible gender disparities in cardiac investigations and/or outcome. This study sought to examine and compare the diagnostic and prognostic performance of selected cardiac biomarkers in women versus men. METHODS In a prospective, multicenter cohort of patients with acute chest pain cardiac troponin T (cTnT) (fourth-generation Roche assay), high-sensitivity cTnT (hs-cTnT), and copeptin were measured at presentation. RESULTS Of 1,247 patients, 420 were women and 827 were men. Although the rate of acute myocardial infarction was similar in women (14.5%) and men (16.6%, P = .351), women more frequently had cardiac but noncoronary causes of chest pain (17.4% vs 10.8%, P = .001) and less frequently had unstable angina (8.8% vs 16.6%, P = .002) than men. Diagnostic accuracy as quantified by the area under the receiver operating characteristic curve (AUC) for acute myocardial infarction in women was 0.90 (95% CI 0.84-0.95) for cTnT, which was lower than the AUC for hs-cTnT alone (0.94, 95% CI [0.91-0.98]), the combination of cTnT with copeptin (0.96, 95% CI [0.94-0.98]) or the combination of hs-cTnT with copeptin (0.96, 95% CI [0.93-0.98]) (P = .008, P = .006, and P = .002, respectively). Prognostic accuracy as quantified by the AUCs for 1-year mortality was 0.69 (0.56-0.83), 0.86 (0.79-0.93), 0.87 (0.81-0.94), and 0.87 (0.80-0.94), respectively. No relevant gender differences in AUCs were observed. CONCLUSION The diagnostic and prognostic performance of cTnT, hs-cTnT, and copeptin is as good in women as in men. High-sensitivity cTnT and the combination of cTnT and copeptin outperform cTnT alone, both in women and men.


Heart | 2013

Normal presenting levels of high-sensitivity troponin and myocardial infarction

Rebeca Hoeller; Maria Rubini Gimenez; Tobias Reichlin; Raphael Twerenbold; Christa Zellweger; Berit Moehring; Karin Wildi; Michael Freese; Claudia Stelzig; Beate Hartmann; Melanie Stoll; Tamina Mosimann; Miriam Reiter; Philip Haaf; Mira Mueller; Bernadette Meller; Thomas Hochgruber; Cathrin Balmelli; Seoung Mann Sou; Karsten Murray; Heike Freidank; Stephan Steuer; Jan Minners; Stefan Osswald; Christian Mueller

Objective To analyse whether levels of high-sensitivity cardiac troponin (hs-cTn) below their respective 99th percentile can be used as a single parameter to rule out acute myocardial infarction (AMI) at presentation. Design Prospective, multicentre study. Main outcome measures We measured hs-cTn using four different methods (hs-cTnT Roche, hs-cTnI Siemens, hs-cTnI Beckman Coulter and hs-cTnI Abbott) in consecutive patients presenting to the emergency department with acute chest pain. Two independent cardiologists adjudicated the final diagnosis. Patients were followed for death or AMI during a mean period of 24 months. Results Among 2072 consecutive patients with hs-cTnT measurements available, 21.4% had an adjudicated diagnosis of AMI (sensitivity 89.6%, 95% CI 86.4% to 92.3%, negative predictive value (NPV): 96.5%, 95% CI 95.4% to 97.4%). Among 1180 consecutive patients with hs-cTnI Siemens measurements available, 20.0% had AMI (sensitivity 94.1%, 95% CI 90.3% to 96.7%, NPV: 98.0%, 95% CI: 96.6% to 98.9%). Among 1151 consecutive patients with hs-cTnI Beckman Coulter measurements available, 19.7% had AMI (sensitivity 92.1%, 95% CI 87.8% to 95.2%, NPV: 97.5%, 95% CI 96.0% to 98.5%). Among 1567 consecutive patients with hs-cTnI Abbott measurements available, 20.0% had AMI (sensitivity 77.2%, 95% CI 72.1% to 81.7%, NPV: 94.3%, 95% CI 92.8% to 95.5%). Conclusions Normal hs-cTn levels at presentation should not be used as a single parameter to rule out AMI as 6%–23% of adjudicated AMI cases had normal levels of hs-cTn levels at presentation. Our data highlight the lack of standardisation among hs-cTnI assays resulting in substantial differences in sensitivity and NPV at the 99th percentile.


Clinical Chemistry | 2016

Two-Hour Algorithm for Triage toward Rule-Out and Rule-In of Acute Myocardial Infarction by Use of High-Sensitivity Cardiac Troponin I

Jasper Boeddinghaus; Tobias Reichlin; Louise Cullen; Jaimi Greenslade; William Parsonage; Christopher J. Hammett; John W. Pickering; Tracey Hawkins; Sally Aldous; Raphael Twerenbold; Karin Wildi; Thomas Nestelberger; Karin Grimm; Maria Rubini-Giménez; Christian Puelacher; Vera Kern; Katharina Rentsch; Martin Than; Christian Mueller

BACKGROUND The early triage of patients toward rule-out and rule-in of acute myocardial infarction (AMI) is challenging. Therefore, we aimed to develop a 2-h algorithm that uses high-sensitivity cardiac troponin I (hs-cTnI). METHODS We prospectively enrolled 1435 (derivation cohort) and 1194 (external validation cohort) patients presenting with suspected AMI to the emergency department. The final diagnosis was adjudicated by 2 independent cardiologists. hs-cTnI was measured at presentation and after 2 h in a blinded fashion. We derived and validated a diagnostic algorithm incorporating hs-cTnI values at presentation and absolute changes within the first 2 h. RESULTS AMI was the final diagnosis in 17% of patients in the derivation and 13% in the validation cohort. The 2-h algorithm developed in the derivation cohort classified 56% of patients as rule-out, 17% as rule-in, and 27% as observation. Resulting diagnostic sensitivity and negative predictive value (NPV) were 99.2% and 99.8% for rule-out; specificity and positive predictive value (PPV) were 95.2% and 75.8% for rule-in. Applying the 2-h algorithm in the external validation cohort, 60% of patients were classified as rule-out, 13% as rule-in, and 27% as observation. Diagnostic sensitivity and NPV were 98.7% and 99.7% for rule-out; specificity and PPV were 97.4% and 82.2% for rule-in. Thirty-day survival was 100% for rule-out patients in both cohorts. CONCLUSIONS A simple algorithm incorporating hs-cTnI baseline values and absolute 2-h changes allowed a triage toward safe rule-out or accurate rule-in of AMI in the majority of patients.

Collaboration


Dive into the Karin Wildi's collaboration.

Top Co-Authors

Avatar
Top Co-Authors

Avatar

Christian Mueller

University of Massachusetts Medical School

View shared research outputs
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Top Co-Authors

Avatar
Researchain Logo
Decentralizing Knowledge