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ICU TopicsStatistics & evidence-based medicine

ICU · Statistics & evidence-based medicine

Diagnostic Tests — Sensitivity, Specificity, Predictive Values, Likelihood Ratios & ROC

Also known as Diagnostic tests · Sensitivity · Specificity · Positive predictive value · Likelihood ratio · ROC curve · SnNout SpPin · Fagan's nomogram · Bayes theorem · Number needed to diagnose

Diagnostic test properties for the ICU First Part: the 2x2 table; sensitivity (SnNout) and specificity (SpPin) as intrinsic test properties; positive and negative predictive values that depend on prevalence; likelihood ratios (LR+ and LR-) that combine with pre-test probability via the Bayesian odds form and Fagan's nomogram; the ROC curve and its area under the curve as a measure of discrimination; the Youden index and number needed to diagnose; and worked examples for D-dimer in suspected PE and high-sensitivity troponin in suspected MI.

high11 referencesUpdated 26 July 202628 min readVerification in progress

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Meet the patient — the D-dimer that came back positive

A 55-year-old smoker presents to the emergency department with pleuritic chest pain and dyspnoea. The Wells score puts her at moderate probability of pulmonary embolism. The D-dimer comes back positive at 850 micrograms per litre. The registrar reaches for the CT pulmonary angiography request form — but is the positive D-dimer really diagnosing PE?[1][7]

It is not. The D-dimer is a rule-out test — its power lies in the negative result, not the positive. A positive D-dimer barely shifts probability upward, because its specificity is only about 40 per cent. This single vignette contains every concept in diagnostic testing: the two-by-two table, the prevalence dependence of predictive values, and the likelihood ratio that combines the test with the clinical picture. A test result only means something when you know where you started.[1][7]

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References11ShowHide
  1. [1]Karnad DR, Nor MBM, Richards GA, et al. Intensive care in severe malaria: Report from the task force on tropical diseases by the World Federation of Societies of Intensive and Critical Care Medicine. Journal of critical care, 2018.PMID 29132978
  2. [2]Wells PS, Anderson DR, Rodger M, et al Excluding pulmonary embolism at the bedside without diagnostic imaging: management of patients with suspected pulmonary embolism presenting to the emergency department by using a simple clinical model and D-dimer. Ann Intern Med, 2001.PMID 11453709
  3. [3]Kline JA, Nelson RD, Jackson RE, et al. Criteria for the safe use of D-dimer testing in emergency department patients with suspected pulmonary embolism: a multicenter US study. Annals of emergency medicine, 2002.PMID 11823768
  4. [4]van Belle A, Buller HR, Huisman MV, et al (Christopher Study Investigators) Effectiveness of managing suspected pulmonary embolism using an algorithm combining clinical probability and D-dimer testing. JAMA, 2006.PMID 16403929
  5. [5]Righini M, Van Es J, Den Exter PL, et al (ADJUST-PE Investigators) Age-adjusted D-dimer cutoff levels to rule out pulmonary embolism: the ADJUST-PE study. JAMA, 2014.PMID 24643601
  6. [6]Konstantinides SV, Meyer G, Becattini C, et al (ESC Task Force) 2019 ESC Guidelines for the diagnosis and management of acute pulmonary embolism. Eur Respir J, 2019.PMID 31473594
  7. [7]Jaeschke R, Guyatt G, Sackett DL Users' guides to the medical literature. III. How to use an article about a diagnostic test. A. Are the results of the study valid? JAMA, 1994.PMID 8283589
  8. [8]Jaeschke R, Guyatt GH, Sackett DL Users' guides to the medical literature. III. How to use an article about a diagnostic test. B. What are the results and will they help me in caring for my patients? JAMA, 1994.PMID 8309035
  9. [9]Hanley JA, McNeil BJ The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology, 1982.PMID 7063747
  10. [10]Reichlin T, Schindler C, Drexler B, et al One-hour rule-out and rule-in of acute myocardial infarction using high-sensitivity cardiac troponin T. Arch Intern Med, 2012.PMID 22892889
  11. [11]Byrne RA, Rossello X, Coughlan JJ, et al (ESC Task Force) [2023 ESC Guidelines for the management of acute coronary syndromes]. Eur Heart J (G Ital Cardiol), 2024.PMID 38291910

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