Development of a novel frailty index to predict mortality in patients with end‐stage liver disease

Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End‐Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and...

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Published inHepatology (Baltimore, Md.) Vol. 66; no. 2; pp. 564 - 574
Main Authors Lai, Jennifer C., Covinsky, Kenneth E., Dodge, Jennifer L., Boscardin, W. John, Segev, Dorry L., Roberts, John P., Feng, Sandy
Format Journal Article
LanguageEnglish
Published United States Wiley Subscription Services, Inc 01.08.2017
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Abstract Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End‐Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and enhance mortality prediction in patients with cirrhosis. Consecutive outpatients listed for liver transplantation at a single transplant center without MELD exceptions were assessed with candidate frailty measures. Best subset selection analyses with Cox regression identified subsets of frailty measures that predicted waitlist mortality (=death or delisting because of sickness). We selected the frailty index by balancing statistical accuracy with clinical utility. The net reclassification index (NRI) evaluated the %patients correctly reclassified by adding the frailty index to MELDNa. Included were 536 patients with cirrhosis with median MELDNa of 18. One hundred seven (20%) died/were delisted. The final frailty index consisted of: grip strength, chair stands, and balance. The ability of MELDNa and the frailty index to correctly rank patients according to their 3‐month waitlist mortality risk (i.e., concordance‐statistic) was 0.80 and 0.76, respectively, but 0.82 for MELDNa+frailty index together. Compared with MELDNa alone, MELDNa+frailty index correctly reclassified 16% of deaths/delistings (P = 0.005) and 3% of nondeaths/delistings (P = 0.17) with a total NRI of 19% (P < 0.001). Compared to those with robust frailty index scores (<20th percentile), cirrhotics with poor frailty index scores (>80th percentile) were more impaired by gait speed, difficulty with Instrumental Activities of Daily Living, exhaustion, and low physical activity (P < 0.001 for each). Conclusion: Our frailty index for patients with cirrhosis, comprised of three performance‐based metrics, has construct validity for the concept of frailty and improves risk prediction of waitlist mortality over MELDNa alone. (Hepatology 2017;66:564–574).
AbstractList Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End-Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and enhance mortality prediction in patients with cirrhosis. Consecutive outpatients listed for liver transplantation at a single transplant center without MELD exceptions were assessed with candidate frailty measures. Best subset selection analyses with Cox regression identified subsets of frailty measures that predicted waitlist mortality (=death or delisting because of sickness). We selected the frailty index by balancing statistical accuracy with clinical utility. The net reclassification index (NRI) evaluated the %patients correctly reclassified by adding the frailty index to MELDNa. Included were 536 patients with cirrhosis with median MELDNa of 18. One hundred seven (20%) died/were delisted. The final frailty index consisted of: grip strength, chair stands, and balance. The ability of MELDNa and the frailty index to correctly rank patients according to their 3-month waitlist mortality risk (i.e., concordance-statistic) was 0.80 and 0.76, respectively, but 0.82 for MELDNa+frailty index together. Compared with MELDNa alone, MELDNa+frailty index correctly reclassified 16% of deaths/delistings (P = 0.005) and 3% of nondeaths/delistings (P = 0.17) with a total NRI of 19% (P < 0.001). Compared to those with robust frailty index scores (<20th percentile), cirrhotics with poor frailty index scores (>80th percentile) were more impaired by gait speed, difficulty with Instrumental Activities of Daily Living, exhaustion, and low physical activity (P < 0.001 for each). Our frailty index for patients with cirrhosis, comprised of three performance-based metrics, has construct validity for the concept of frailty and improves risk prediction of waitlist mortality over MELDNa alone. (Hepatology 2017;66:564-574).
Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End‐Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and enhance mortality prediction in patients with cirrhosis. Consecutive outpatients listed for liver transplantation at a single transplant center without MELD exceptions were assessed with candidate frailty measures. Best subset selection analyses with Cox regression identified subsets of frailty measures that predicted waitlist mortality (=death or delisting because of sickness). We selected the frailty index by balancing statistical accuracy with clinical utility. The net reclassification index (NRI) evaluated the %patients correctly reclassified by adding the frailty index to MELDNa. Included were 536 patients with cirrhosis with median MELDNa of 18. One hundred seven (20%) died/were delisted. The final frailty index consisted of: grip strength, chair stands, and balance. The ability of MELDNa and the frailty index to correctly rank patients according to their 3‐month waitlist mortality risk (i.e., concordance‐statistic) was 0.80 and 0.76, respectively, but 0.82 for MELDNa+frailty index together. Compared with MELDNa alone, MELDNa+frailty index correctly reclassified 16% of deaths/delistings (P = 0.005) and 3% of nondeaths/delistings (P = 0.17) with a total NRI of 19% (P < 0.001). Compared to those with robust frailty index scores (<20th percentile), cirrhotics with poor frailty index scores (>80th percentile) were more impaired by gait speed, difficulty with Instrumental Activities of Daily Living, exhaustion, and low physical activity (P < 0.001 for each). Conclusion: Our frailty index for patients with cirrhosis, comprised of three performance‐based metrics, has construct validity for the concept of frailty and improves risk prediction of waitlist mortality over MELDNa alone. (Hepatology 2017;66:564–574).
Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End-Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and enhance mortality prediction in patients with cirrhosis. Consecutive outpatients listed for liver transplantation at a single transplant center without MELD exceptions were assessed with candidate frailty measures. Best subset selection analyses with Cox regression identified subsets of frailty measures that predicted waitlist mortality (=death or delisting because of sickness). We selected the frailty index by balancing statistical accuracy with clinical utility. The net reclassification index (NRI) evaluated the %patients correctly reclassified by adding the frailty index to MELDNa. Included were 536 patients with cirrhosis with median MELDNa of 18. One hundred seven (20%) died/were delisted. The final frailty index consisted of: grip strength, chair stands, and balance. The ability of MELDNa and the frailty index to correctly rank patients according to their 3-month waitlist mortality risk (i.e., concordance-statistic) was 0.80 and 0.76, respectively, but 0.82 for MELDNa+frailty index together. Compared with MELDNa alone, MELDNa+frailty index correctly reclassified 16% of deaths/delistings (P = 0.005) and 3% of nondeaths/delistings (P = 0.17) with a total NRI of 19% (P < 0.001). Compared to those with robust frailty index scores (<20th percentile), cirrhotics with poor frailty index scores (>80th percentile) were more impaired by gait speed, difficulty with Instrumental Activities of Daily Living, exhaustion, and low physical activity (P < 0.001 for each). CONCLUSIONOur frailty index for patients with cirrhosis, comprised of three performance-based metrics, has construct validity for the concept of frailty and improves risk prediction of waitlist mortality over MELDNa alone. (Hepatology 2017;66:564-574).
Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End‐Stage Liver Disease (MELD) Sodium (MELDNa) score. We aimed to develop a frailty index to capture these extrahepatic complications of cirrhosis and enhance mortality prediction in patients with cirrhosis. Consecutive outpatients listed for liver transplantation at a single transplant center without MELD exceptions were assessed with candidate frailty measures. Best subset selection analyses with Cox regression identified subsets of frailty measures that predicted waitlist mortality (=death or delisting because of sickness). We selected the frailty index by balancing statistical accuracy with clinical utility. The net reclassification index (NRI) evaluated the %patients correctly reclassified by adding the frailty index to MELDNa. Included were 536 patients with cirrhosis with median MELDNa of 18. One hundred seven (20%) died/were delisted. The final frailty index consisted of: grip strength, chair stands, and balance. The ability of MELDNa and the frailty index to correctly rank patients according to their 3‐month waitlist mortality risk (i.e., concordance‐statistic) was 0.80 and 0.76, respectively, but 0.82 for MELDNa+frailty index together. Compared with MELDNa alone, MELDNa+frailty index correctly reclassified 16% of deaths/delistings ( P = 0.005) and 3% of nondeaths/delistings ( P = 0.17) with a total NRI of 19% ( P < 0.001). Compared to those with robust frailty index scores (<20th percentile), cirrhotics with poor frailty index scores (>80th percentile) were more impaired by gait speed, difficulty with Instrumental Activities of Daily Living, exhaustion, and low physical activity ( P < 0.001 for each). Conclusion : Our frailty index for patients with cirrhosis, comprised of three performance‐based metrics, has construct validity for the concept of frailty and improves risk prediction of waitlist mortality over MELDNa alone. (H epatology 2017;66:564–574).
Author Dodge, Jennifer L.
Covinsky, Kenneth E.
Roberts, John P.
Boscardin, W. John
Feng, Sandy
Segev, Dorry L.
Lai, Jennifer C.
AuthorAffiliation e Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
d Department of Epidemiology and Biostatistics, University of California-San Francisco, San Francisco, CA
b Department of Medicine, Division of Geriatrics, University of California-San Francisco, San Francisco, CA
c Department of Surgery, Division of Transplant Surgery, University of California-San Francisco, San Francisco, CA
a Department of Medicine, Division of Gastroenterology and Hepatology, University of California-San Francisco, San Francisco, CA
AuthorAffiliation_xml – name: d Department of Epidemiology and Biostatistics, University of California-San Francisco, San Francisco, CA
– name: a Department of Medicine, Division of Gastroenterology and Hepatology, University of California-San Francisco, San Francisco, CA
– name: e Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD
– name: b Department of Medicine, Division of Geriatrics, University of California-San Francisco, San Francisco, CA
– name: c Department of Surgery, Division of Transplant Surgery, University of California-San Francisco, San Francisco, CA
Author_xml – sequence: 1
  givenname: Jennifer C.
  surname: Lai
  fullname: Lai, Jennifer C.
  email: Jennifer.lai@ucsf.edu
  organization: University of California‐San Francisco
– sequence: 2
  givenname: Kenneth E.
  surname: Covinsky
  fullname: Covinsky, Kenneth E.
  organization: University of California‐San Francisco
– sequence: 3
  givenname: Jennifer L.
  surname: Dodge
  fullname: Dodge, Jennifer L.
  organization: University of California‐San Francisco
– sequence: 4
  givenname: W. John
  surname: Boscardin
  fullname: Boscardin, W. John
  organization: University of California‐San Francisco
– sequence: 5
  givenname: Dorry L.
  surname: Segev
  fullname: Segev, Dorry L.
  organization: Johns Hopkins University School of Medicine
– sequence: 6
  givenname: John P.
  surname: Roberts
  fullname: Roberts, John P.
  organization: University of California‐San Francisco
– sequence: 7
  givenname: Sandy
  surname: Feng
  fullname: Feng, Sandy
  organization: University of California‐San Francisco
BackLink https://www.ncbi.nlm.nih.gov/pubmed/28422306$$D View this record in MEDLINE/PubMed
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Notes Potential conflict of interest: Dr. Lai consults for Third Rock Ventures.
Supported by an American College of Gastroenterology Junior Faculty Development Award, P30AG044281 (UCSF Older Americans Independence Center), K23AG048337 (Paul B. Beeson Career Development Award in Aging Research), P30 DK026743 (UCSF Liver Center), and NIH R01AG042504 and K24DK101828. These funding agencies played no role in the analysis of the data or the preparation of this manuscript.
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Snippet Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End‐Stage...
Cirrhosis is characterized by muscle wasting, malnutrition, and functional decline that confer excess mortality not well quantified by the Model for End-Stage...
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crossref
pubmed
wiley
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StartPage 564
SubjectTerms Activities of Daily Living
Balance
Cause of Death
Cirrhosis
Cohort Studies
Databases, Factual
Death
Disability Evaluation
End Stage Liver Disease - diagnosis
End Stage Liver Disease - mortality
End Stage Liver Disease - surgery
Female
Frailty
Gait
Hepatology
Humans
Liver cirrhosis
Liver Cirrhosis - pathology
Liver Cirrhosis - physiopathology
Liver diseases
Liver Transplantation
Male
Malnutrition
Middle Aged
Mortality
Physical activity
Physical Fitness - physiology
Predictive Value of Tests
Prognosis
Reclassification
Reproducibility of Results
Retrospective Studies
Risk Assessment
Severity of Illness Index
Sodium
Survival Rate
Transplantation
Transplants & implants
Waiting Lists - mortality
Title Development of a novel frailty index to predict mortality in patients with end‐stage liver disease
URI https://onlinelibrary.wiley.com/doi/abs/10.1002%2Fhep.29219
https://www.ncbi.nlm.nih.gov/pubmed/28422306
https://www.proquest.com/docview/1920071367/abstract/
https://search.proquest.com/docview/1889765791
https://pubmed.ncbi.nlm.nih.gov/PMC5519430
Volume 66
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