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Statistical Approaches to Assessing Single and Multiple Outcome Measures in Dry Eye Therapy and Diagnosis
Authors:Alan Tomlinson  Mario Hair  Angus McFadyen
Affiliation:1. Vision Sciences, Glasgow Caledonian University, Glasgow, United Kingdom;2. Independent Statistics Consultants, Glasgow, United Kingdom;1. Department of Dermatology, University Hospital Zurich, Zurich, Switzerland;2. Division of ENT Diseases, Department of Clinical Sciences, Intervention and Technology, Karolinska Institutet, Stockholm, Sweden;3. Clinical Trials Centre, University Hospital Zurich, Zurich, Switzerland;1. Department of Oral and Maxillofacial Surgery, Peking University School & Hospital of Stomatology, Peking University, Beijing, P.R. China;2. Department of Oral and Maxillofacial Surgery, Beijing Stomatological Hospital & School of Stomatology, Capital Medical University, Peking University, Beijing, P.R. China;3. School of Pharmaceutical Science, Peking University, Beijing, P.R. China;1. PharmaLogic Development, Inc., San Rafael CA;2. M/P Biomedical Consultants LLC, Mill Valley CA;1. Department of Immunology and Immunopathology, Institute for Clinical Pathology and Medical Research, Westmead Hospital, Westmead, Sydney, Australia;2. Cancer Services, Department of Medical Oncology, Westmead Hospital, Westmead, Sydney, Australia;3. The Crown Princess Mary Cancer Centre, Westmead, Sydney, Australia
Abstract:Dry eye is a multifactorial disease which would require a broad spectrum of test measures in the monitoring of its treatment and diagnosis. However, studies have typically reported improvements in individual measures with treatment. Alternative approaches involve multiple, combined outcomes being assessed by different statistical analyses. In order to assess the effect of various statistical approaches to the use of single and combined test measures in dry eye, this review reanalyzed measures from two previous studies (osmolarity, evaporation, tear turnover rate, and lipid film quality). These analyses assessed the measures as single variables within groups, pre- and post-intervention with a lubricant supplement, by creating combinations of these variables and by validating these combinations with the combined sample of data from all groups of dry eye subjects. The effectiveness of single measures and combinations in diagnosis of dry eye was also considered.
Keywords:dry eye  outcome measures  statistical analysis  tear physiology  ANCOVA"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0035"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Analysis of covariance  ANOVA"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0045"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Analysis of variance  EVAP"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0055"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Evaporation rate  HPMC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0065"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Hydroxypropyl methylcellulose  KMO"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0075"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Kaiser-Meyer-Olkin (measure of sampling adequacy)  OSM"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0085"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Osmolarity  TFI"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0095"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Lipid film quality  TTR"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0105"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  Tear turnover rate
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