title: A Multisensor Algorithm Predicts Heart Failure Events in Patients With Implanted Devices: Results From the MultiSENSE Study.
abstract: The aim of this study was to develop and validate a device-based diagnostic algorithm to predict heart failure (HF) events.
  
  
  
  HF involves costly hospitalizations with adverse impact on patient outcomes. The authors hypothesized that an algorithm combining a diverse set of implanted device-based sensors chosen to target HF pathophysiology could detect worsening HF.
  
  
  
  The MultiSENSE (Multisensor Chronic Evaluation in Ambulatory Heart Failure Patients) study enrolled patients with investigational chronic ambulatory data collection via implanted cardiac resynchronization therapy defibrillators. HF events (HFEs), defined as HF admissions or unscheduled visits with intravenous treatment, were independently adjudicated. The development cohort of patients was used to construct a composite index and alert algorithm (HeartLogic) combining heart sounds, respiration, thoracic impedance, heart rate, and activity; the test cohort was sequestered for independent validation. The 2 coprimary endpoints were sensitivity to detect HFE >40% and unexplained alert rate <2 alerts per patient-year.
  
  
  
  Overall, 900 patients (development cohort, n = 500; test cohort, n = 400) were followed for up to 1 year. Coprimary endpoints were evaluated using 320 patient-years of follow-up data and 50 HFEs in the test cohort (72% men; mean age 66.8 ± 10.3 years; New York Heart Association functional class at enrollment: 69% in class II, 25% in class III; mean left ventricular ejection fraction 30.0 ± 11.4%). Both endpoints were significantly exceeded, with sensitivity of 70% (95% confidence interval [CI]: 55.4% to 82.1%) and an unexplained alert rate of 1.47 per patient-year (95% CI: 1.32 to 1.65). The median lead time before HFE was 34.0 days (interquartile range: 19.0 to 66.3 days).
  
  
  
  The HeartLogic multisensor index and alert algorithm provides a sensitive and timely predictor of impending HF decompensation. (Evaluation of Multisensor Data in Heart Failure Patients With Implanted Devices [MultiSENSE]; NCT01128166).
authors.affiliation: Penn State Hershey Medical Center, Hershey, Pennsylvania. Electronic address: jboehmer@psu.edu.
authors.forename: John P
authors.initials: JP
authors.lastname: Boehmer
authors.affiliation: University of Texas Physicians, EP Heart, Houston, Texas.
authors.forename: Ramesh
authors.initials: R
authors.lastname: Hariharan
authors.affiliation: Cardiac Arrhythmia Service, Lutheran Health Network, Fort Wayne, Indiana.
authors.forename: Fausto G
authors.initials: FG
authors.lastname: Devecchi
authors.affiliation: Emory University, Atlanta, Georgia.
authors.forename: Andrew L
authors.initials: AL
authors.lastname: Smith
authors.affiliation: Cardiology Department, Sacro Cuore Hospital, Negrar, Italy.
authors.forename: Giulio
authors.initials: G
authors.lastname: Molon
authors.affiliation: Università Politecnica Delle March, Ancona, Italy.
authors.forename: Alessandro
authors.initials: A
authors.lastname: Capucci
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Qi
authors.initials: Q
authors.lastname: An
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Viktoria
authors.initials: V
authors.lastname: Averina
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Craig M
authors.initials: CM
authors.lastname: Stolen
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Pramodsingh H
authors.initials: PH
authors.lastname: Thakur
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Julie A
authors.initials: JA
authors.lastname: Thompson
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Ramesh
authors.initials: R
authors.lastname: Wariar
authors.affiliation: Boston Scientific, St. Paul, Minnesota.
authors.forename: Yi
authors.initials: Y
authors.lastname: Zhang
authors.affiliation: Massachusetts General Hospital Heart Center, Boston, Massachusetts.
authors.forename: Jagmeet P
authors.initials: JP
authors.lastname: Singh
mesh_terms: D000368:Aged; D000465:Algorithms; D000553:Ambulatory Care / Q000706:statistics & numerical data*; D058406:Cardiac Resynchronization Therapy; D058409:Cardiac Resynchronization Therapy Devices; D015331:Cohort Studies; D018450:Disease Progression; D017097:Electric Impedance; D015444:Exercise; D005260:Female; D006333:Heart Failure / Q000628:therapy*; D006339:Heart Rate; D006347:Heart Sounds; D006760:Hospitalization / Q000706:statistics & numerical data*; D006801:Humans; D008297:Male; D008875:Middle Aged; D018670:Monitoring, Ambulatory; D056152:Respiratory Rate; D018570:Risk Assessment
keywords: cardiac devices; cardiac resynchronization therapy; decompensation; diagnostics; heart failure; remote monitoring; sensors