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Related Concept Videos

Immunogold Electron Microscopy01:20

Immunogold Electron Microscopy

Immunoelectron microscopy utilizes immunogold labeling of endogenous proteins with specific antibodies to detect and localize these proteins in cells and tissues. The procedure provides insights into the distribution and quantification of protein under different stimulation conditions offering clues about their functions. Conjugating highly electron-dense gold particles with primary or secondary antibodies allow antigen detection on and within cells, with high resolution and specificity.

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Related Experiment Video

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Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
07:35

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Published on: October 11, 2018

Imperfect gold standards for biomarker evaluation.

Sushrut S Waikar1, Rebecca A Betensky, Sarah C Emerson

  • 1aRenal Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.

Clinical Trials (London, England)
|September 6, 2013
PubMed
Summary
This summary is machine-generated.

New biomarkers for acute kidney injury (AKI) show promise, but their accuracy may seem flawed when compared to the imperfect standard of serum creatinine. This highlights limitations in current diagnostic methods for kidney injury.

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Area of Science:

  • Nephrology
  • Biomarker Discovery
  • Diagnostic Accuracy

Background:

  • Serum creatinine is a long-standing but imperfect diagnostic marker for acute kidney injury (AKI).
  • Existing diagnostic methods for AKI lack optimal sensitivity and specificity.
  • Novel biomarkers targeting tubular injury are emerging for improved AKI diagnosis.

Purpose of the Study:

  • To evaluate the diagnostic performance of novel tubular injury biomarkers for AKI.
  • To analyze how the limitations of serum creatinine as a gold standard affect the apparent accuracy of new biomarkers.
  • To understand the interplay between biomarker performance, disease prevalence, and gold standard accuracy.

Main Methods:

  • Comparative analysis of novel tubular injury biomarkers against serum creatinine.
  • Statistical evaluation of sensitivity and specificity under varying conditions.
  • Simulation studies to assess biomarker performance relative to gold standard imperfections.

Main Results:

  • Novel biomarkers may appear inaccurate when evaluated against serum creatinine, irrespective of their true diagnostic capability.
  • The apparent performance of any biomarker is influenced by the prevalence of the condition and the accuracy of the reference standard.
  • Discrepancies in biomarker performance can stem from the limitations of the existing gold standard.

Conclusions:

  • The perceived accuracy of new AKI biomarkers is dependent on the imperfect nature of the serum creatinine gold standard.
  • Apparent diagnostic errors with novel biomarkers may reflect inaccuracies in serum creatinine rather than biomarker failure.
  • Accurate assessment of novel biomarkers requires consideration of disease prevalence and the limitations of current diagnostic benchmarks.