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Hierarchical cluster analysis based on disease-associated manifestations of patients with lymphangioleiomyomatosis: An analysis of the national database of designated intractable diseases of Japan
Affiliation:1. Department of Pediatrics, Tokai University School of Medicine, Japan;2. Department of Pediatrics, Tokai University Hachioji Hospital, Japan;3. Department of Respiratory Medicine, Tokai University Hachioji Hospital, Japan;1. Department of Respiratory Medicine, Allergy and Clinical Immunology, Nagoya, Japan;2. Department of Education and Research Center for Community Medicine, Nagoya City University Graduate School of Medical Sciences, Nagoya, Japan;1. Department of Respiratory Medicine, Graduate School of Medicine, Kyoto University, Kyoto, Japan;2. Department of Advanced Medicine for Respiratory Failure, Graduate School of Medicine, Kyoto University, Kyoto, Japan;3. Kyoto Central Clinic, Clinical Research Center, Kyoto, Japan;4. Department of Cardiovascular Medicine, Mitsubishi Kyoto Hospital, Kyoto, Japan;1. Department of Pulmonary Medicine, Thoracic Center, St. Luke''s International Hospital, St. Luke''s International University, 9-1 Akashi-cho, Chuo-ku, Tokyo, 104-8560, Japan;2. Graduate School of Public Health, St. Luke''s International University, 9-1 Akashi-cho, Chuo-ku, Tokyo, 104-8560, Japan;3. Department of Social Medicine, National Center for Child Health and Development, 2-10-1 Okura, Setagaya-ku, Tokyo, 157-8535, Japan;1. Department of Endoscopy, Respiratory Endoscopy Division. National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo, Tokyo, 104-0045, Japan;2. Department of Respiratory Medicine, Japanese Red Cross Medical Center, Japan;3. Department of Thoracic Oncology, National Cancer Center Hospital, 5-1-1 Tsukiji, Chuo, Tokyo, 104-0045, Japan;1. Rehabilitation Unit, Kyoto University Hospital, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, Japan;2. Department of Thoracic Surgery, Graduate School of Medicine, Nagoya University, 65 Tsurumai-cho, Showa-ku, Nagoya 466-8550, Japan;3. Department of Thoracic Surgery, Graduate School of Medicine, Kyoto University, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, Japan;4. Department of Respiratory Care and Sleep Control Medicine, Graduate School of Medicine, Kyoto University, 54 Kawahara-cho, Shogoin, Sakyo-ku, Kyoto 606-8507, Japan
Abstract:BackgroundLymphangioleiomyomatosis (LAM) is a rare multisystem disease with variable manifestations and differing rates of progression among individuals. Classification of its phenotypes is an issue for consideration. We hypothesized that clinical manifestations associated with LAM cluster together and identifying these associations would be useful for identifying phenotypes.MethodsUsing cross-sectional data from the National Database of Designated Intractable Diseases of Japan, we performed a hierarchical cluster analysis based on disease-associated manifestations.ResultsFour clusters were identified from 404 patients (50.4% of 801 LAM patients registered in 2016). Patients in cluster 1 had only dyspnea on exertion, relatively low lung function, the earliest onset age, and the lowest prevalence of tuberous sclerosis complex (TSC). Those in cluster 2 had various manifestations with the highest prevalence of TSC. Patients in cluster 3 had major respiratory symptoms (cough, sputum, or dyspnea on exertion) or fatigue and the lowest lung function. Those in cluster 4 were asymptomatic and had the latest onset age, shortest disease duration, and relatively high prevalence of TSC. Patients in cluster 1 had the highest rate of receiving mechanistic target of rapamycin (mTOR) inhibitor treatment, suggesting that cluster 1 included those with declining lung function for which mTOR inhibitor treatment was required.ConclusionsHierarchical cluster analysis based on manifestations data identified four clusters. The characteristics of cluster 1 are noteworthy in relation to the indication for mTOR inhibitor treatment. A cluster analysis of accumulated and longitudinal data that allows valid clustering and outcome comparisons is required in the future.
Keywords:Lymphangioleiomyomatosis  Manifestation  Treatment  Cluster analysis  Database  LAM"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0040"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  lymphangioleiomyomatosis  TSC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0050"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  tuberous sclerosis complex  mTOR"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0060"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  mechanistic target of rapamycin  AMLs"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0070"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  angiomyolipomas  FVC"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0080"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  forced vital capacity  forced expiratory volume in 1 s  diffusing capacity for carbon monoxide  VA"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0110"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  alveolar volume  CT"  },{"  #name"  :"  keyword"  ,"  $"  :{"  id"  :"  kwrd0120"  },"  $$"  :[{"  #name"  :"  text"  ,"  _"  :"  computed tomography
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