Understanding Infectious Disease Diagnostics

Mar 13, 2025

Lecture 59: Intro to Infectious Disease

Why Perform Diagnostic Testing?

  • Determine the presence or absence of disease
  • Gauge severity
  • Monitor response to therapy (e.g., localize disease in body)
  • Inform prognosis
  • Note: Must consider the whole picture and understand pathogenesis of organisms

Selection of the Best Diagnostic Test

  • Helps reach a diagnosis swiftly
  • Allows therapy initiation sooner
  • Decreases medical costs
  • Helps prevent diagnostic errors
    • Many diagnostic errors result from ordering the wrong test or submitting the wrong sample

All Tests Are Not Created Equal

  • No test is perfect!
  • Tests are compared to a reference standard (sensitivity & specificity)
    • Newer terminology: "Reference standard" instead of "gold standard"
    • Necropsy is the gold standard for most infectious diseases
  • Predictive values vary with disease prevalence

2 x 2 Tables

  • Sensitivity = TP / (TP + FN)
    • The proportion of disease-positive patients that test positive
    • Example: 100 dogs have an infection and 90 test positive. Sensitivity = 90/100 = 90%
    • Highly sensitive test: many false positives → negative test rules out disease
  • Specificity = TN / (TN + FP)
    • The proportion of disease-negative patients that test negative
    • Example: 100 dogs are NOT infected, 95 of those test negative. Specificity = 95/100 = 95%
    • Highly specific test: many false negatives → positive test rules in disease
  • Ideal Test: Highly sensitive & highly specific
    • Few false negatives & few false positives
    • Almost no diagnostic tests are like this

Predictive Values

  • More helpful to inform clinical decisions than just sensitivity & specificity
  • Positive Predictive Value = TP / All positives
    • Proportion of test positives that have the disease
  • Negative Predictive Value = TN / All negatives
    • Proportion of test negatives that have the disease

Example: New Virus in Cats

  • Virus affects 10 of every 1000 cats
  • Diagnostic test with 90% sensitivity and 90% specificity
  • If a cat tests positive, what are the chances the cat actually has the disease?
    • PPV = 9/108 = 8.3%
  • Test is valuable when the result is negative: very confident that the cat does not have the disease
    • NPV = 891/892 = 99.9%

Infectious Disease Tests

Organism Detection

  • Antibody Detection
    • Assess for direct evidence of an organism's presence
    • Assesses for whole organisms, antigen, or nucleic acid (DNA or RNA)
    • Advantages:
      • Positive implies presence of organism
      • Can localize the disease process
      • Sensitive in immunocompromised
      • Quantification of organism numbers may be possible
    • Disadvantages:
      • False positives possible
      • Positive test doesn’t always imply disease
      • Low sensitivity for some infections

Cytology & Histopathology

  • Performed on impression smears, aspirates, bodily fluids, or tissue samples
  • Special stains (e.g., IFA) can be applied
  • Can identify organisms directly
  • Can be very insensitive

Culture

  • Majority performed with cell-free culture
  • Allows for organism identification & antimicrobial susceptibility testing
  • Techniques:
    • Morphology
    • Biochemical testing
    • MALDI-TOF: Isolate bacteria from culture → shoot with lasers to break up organism → each organism has its own “fingerprint”
  • Pitfalls:
    • False negatives with low specimen sizes, inadequate incubation, or after ABX admin
    • Some organisms are unculturable, fastidious, or need special labs
    • Loss of viability with storage & transport
    • False positives from contamination
    • Can be expensive

Immunoassays Detecting Antigen

  • Detect organism proteins
  • Method:
    • ELISA
    • Lateral flow assay (LFA)
    • Direct fluorescent antibody (DFA)
    • Latex agglutination (LA)
    • Enzyme immunoassay (EIA)
  • Examples:
    • FeLV SNAP test
    • Parvovirus fecal antigen SNAP test
    • Giardia fecal antigen DFA
    • Heartworm test
    • Cryptococcus latex agglutination test
  • Pitfalls:
    • False negatives with low antigen levels
    • False positives from cross-reactions
    • Variable sensitivity & specificity

Nucleic Acid Assays - PCR

  • Detects organism DNA or RNA
  • Need organism-specific primers + polymerase enzymes
  • Can detect in two ways:
    • Endpoint (qualitative)
    • Real-time (quantitative)
  • Indicated when:
    • Difficult or dangerous to culture
    • Need rapid results
    • Prior to robust antibody production
    • In immunocompromised animals
  • Pitfalls:
    • False negatives if insufficient sample
    • False negative if there is strain variation
    • Inhibition of enzymes from bodily fluids
    • False negative from degradation of nucleic acid
    • False positives from contamination

How Do You Choose?

  • Organism Test: Acute disease, immunocompromised host
  • Antibody Test: Chronic, persistent infection, undetectable organisms
  • Sensitive Test: For screening purposes, to rule OUT disease
  • Specific Test: To confirm a diagnosis, to rule IN a disease