Enzymatic markers of gallstone-induced pancreatitis identified by ROC curve analysis, discriminant analysis, logistic regression, likelihood ratios, and information theory

Steven (Steve) Kazmierczak, P. G. Catrou, F. Van Lente

Research output: Contribution to journalArticle

31 Citations (Scopus)

Abstract

We investigated the diagnostic utility of frequent serial determinations of aspartate aminotransferase, alanine aminotransferase (ALT), lipase, amylase, and the lipase/amylase (L/A) ratio for distinguishing patients with acute pancreatitis due to biliary obstruction from those with acute pancreatitis due to other pathogenesis. Analyzed were enzyme activities obtained at admission and peak enzyme activities identified retrospectively from serial measurements in 53 patients with acute pancreatitis due to various causes. We evaluated the data with multiple statistical tools. Discriminant analysis and logistic regression revealed the diagnostic significance of ALT at initial and peak values, and the maximum information provided by peak ALT was confirmed by both logistic regression and stratum- specific likelihood ratios. Stratum-specific likelihood ratios showed peak ALT >150 U/L was highly diagnostic of biliary pancreatitis. The L/A ratio, either at admission or at peak, was the only other significant variable for identifying patients with acute pancreatitis due to biliary obstruction. A multivariate logistic discriminant function including ALT and the L/A ratio significantly discriminated biliary acute pancreatitis from pancreatitis due to other causes. Evaluation of initial and peak enzyme data by information theory revealed that the optimal test depended on disease prevalence. Initial ALT activities were the test of choice for identifying biliary pancreatitis, up to a disease prevalence of ~0.75. At disease prevalence >0.75, the initial L/A ratio provided the greatest amount of diagnostic information.

Original languageEnglish (US)
Pages (from-to)523-531
Number of pages9
JournalClinical Chemistry
Volume41
Issue number4
StatePublished - 1995
Externally publishedYes

Fingerprint

Information Theory
Information theory
Gallstones
Discriminant Analysis
Discriminant analysis
Alanine Transaminase
ROC Curve
Pancreatitis
Amylases
Logistics
Lipase
Logistic Models
Enzyme activity
Enzymes
Aspartate Aminotransferases
Regression Analysis

Keywords

  • alanine aminotransferase
  • amylase
  • aspartate aminotransferase
  • cholelithiasis
  • lipase
  • receiver operator characteristic curve

ASJC Scopus subject areas

  • Clinical Biochemistry

Cite this

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abstract = "We investigated the diagnostic utility of frequent serial determinations of aspartate aminotransferase, alanine aminotransferase (ALT), lipase, amylase, and the lipase/amylase (L/A) ratio for distinguishing patients with acute pancreatitis due to biliary obstruction from those with acute pancreatitis due to other pathogenesis. Analyzed were enzyme activities obtained at admission and peak enzyme activities identified retrospectively from serial measurements in 53 patients with acute pancreatitis due to various causes. We evaluated the data with multiple statistical tools. Discriminant analysis and logistic regression revealed the diagnostic significance of ALT at initial and peak values, and the maximum information provided by peak ALT was confirmed by both logistic regression and stratum- specific likelihood ratios. Stratum-specific likelihood ratios showed peak ALT >150 U/L was highly diagnostic of biliary pancreatitis. The L/A ratio, either at admission or at peak, was the only other significant variable for identifying patients with acute pancreatitis due to biliary obstruction. A multivariate logistic discriminant function including ALT and the L/A ratio significantly discriminated biliary acute pancreatitis from pancreatitis due to other causes. Evaluation of initial and peak enzyme data by information theory revealed that the optimal test depended on disease prevalence. Initial ALT activities were the test of choice for identifying biliary pancreatitis, up to a disease prevalence of ~0.75. At disease prevalence >0.75, the initial L/A ratio provided the greatest amount of diagnostic information.",
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AU - Catrou, P. G.

AU - Van Lente, F.

PY - 1995

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