Preventing overuse of laboratory diagnostics: a case study into diagnosing anaemia in Dutch general practice

Background More information is often thought to improve medical decision-making, which may lead to test overuse. This study assesses which out of 15 laboratory tests contribute to diagnosing the underlying cause of anaemia by general practitioners (GPs) and determines a potentially more efficient subset of tests for setting the correct diagnosis. Methods Logistic regression was performed to determine the impact of individual tests on the (correct) diagnosis. The statistically optimal test subset for diagnosing a (correct) underlying cause of anaemia by GPs was determined using data from a previous survey including cases of real-world anaemia patients. Results Only 9 (60%) of the laboratory tests, and patient age, contributed significantly to the GPs’ ability to diagnose an underlying cause of anaemia (CRP, ESR, ferritin, folic acid, haemoglobin, leukocytes, eGFR/MDRD, reticulocytes and serum iron). Diagnosing the correct underlying cause may require just five (33%) tests (CRP, ferritin, folic acid, MCV and transferrin), and patient age. Conclusions In diagnosing the underlying cause of anaemia a subset of five tests has most added value. The real-world impact of using only this subset should be further investigated. As illustrated in this case study, a statistical approach to assessing the added value of tests may reduce test overuse.

[1]  A. Vickers Redesigning Prostate Cancer Screening Strategies to Reduce Overdiagnosis. , 2019, Clinical chemistry.

[2]  S. Moebus,et al.  Prevalence and incidence of anemia in the German Heinz Nixdorf Recall Study , 2013, Annals of Hematology.

[3]  B. Webber,et al.  Lyme disease overdiagnosis in a large healthcare system: a population-based, retrospective study. , 2019, Clinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases.

[4]  Brian D. Ripley,et al.  Modern Applied Statistics with S Fourth edition , 2002 .

[5]  J. Guralnik,et al.  Anemia in old age is associated with increased mortality and hospitalization. , 2006, The journals of gerontology. Series A, Biological sciences and medical sciences.

[6]  Maarten J. IJzerman,et al.  Assessing the cost-effectiveness of a routine versus an extensive laboratory work-up in the diagnosis of anaemia in Dutch general practice , 2018, Annals of clinical biochemistry.

[7]  Allen R Nissenson,et al.  Anemia: not just an innocent bystander? , 2003, Archives of internal medicine.

[8]  R. Perera,et al.  Temporal trends in use of tests in UK primary care, 2000-15: retrospective analysis of 250 million tests , 2018, British Medical Journal.

[9]  M. Laposata Putting the patient first--using the expertise of laboratory professionals to produce rapid and accurate diagnoses. , 2014, Laboratory medicine.

[10]  K. Patel Epidemiology of anemia in older adults. , 2008, Seminars in hematology.

[11]  Julia Whelan,et al.  The Landscape of Inappropriate Laboratory Testing: A 15-Year Meta-Analysis , 2013, PloS one.

[12]  D. Steensma,et al.  Anemia in the elderly: how should we define it, when does it matter, and what can be done? , 2007, Mayo Clinic proceedings.

[13]  M. Tonelli,et al.  Impact of anemia on hospitalization and mortality in older adults. , 2006, Blood.

[14]  Brian R Jackson,et al.  Managing laboratory test use: principles and tools. , 2007, Clinics in laboratory medicine.

[15]  Mary Cushman,et al.  A prospective study of anemia status, hemoglobin concentration, and mortality in an elderly cohort: the Cardiovascular Health Study. , 2005, Archives of internal medicine.

[16]  J. Browne,et al.  The effectiveness of interventions to improve laboratory requesting patterns among primary care physicians: a systematic review , 2015, Implementation Science.

[17]  R. Shavelle,et al.  Anemia and mortality in older persons: does the type of anemia affect survival? , 2012, International Journal of Hematology.

[18]  G. Apolone,et al.  Association of mild anemia with hospitalization and mortality in the elderly: the Health and Anemia population-based study , 2009, Haematologica.

[19]  Trudy van der Weijden,et al.  Understanding laboratory testing in diagnostic uncertainty: a qualitative study in general practice. , 2002, The British journal of general practice : the journal of the Royal College of General Practitioners.

[20]  J. Leppert,et al.  The Harms of Overdiagnosis and Overtreatment in Patients with Small Renal Masses: A Mini-review. , 2019, European urology focus.

[21]  Stef van Buuren,et al.  MICE: Multivariate Imputation by Chained Equations in R , 2011 .

[22]  G. Apolone,et al.  Association of Mild Anemia with Cognitive, Functional, Mood and Quality of Life Outcomes in the Elderly: The “Health and Anemia” Study , 2008, PloS one.

[23]  S. Bandinelli,et al.  Proinflammatory state, hepcidin, and anemia in older persons. , 2010, Blood.

[24]  Johannes B Reitsma,et al.  Quantifying the added value of a diagnostic test or marker. , 2012, Clinical chemistry.

[25]  Daniela M. Witten,et al.  An Introduction to Statistical Learning: with Applications in R , 2013 .

[26]  G. Lippi,et al.  Are laboratory tests always needed? Frequency and causes of laboratory overuse in a hospital setting. , 2018, Clinical biochemistry.

[27]  Johannes B Reitsma,et al.  Beyond diagnostic accuracy: the clinical utility of diagnostic tests. , 2013, Clinical chemistry.

[28]  B. Guthrie Why do general practitioners take blood? A cross-sectional study of use of blood tests in UK general practice , 2001 .

[29]  David R. Thomas Anemia and quality of life: unrecognized and undertreated. , 2004, The journals of gerontology. Series A, Biological sciences and medical sciences.

[30]  S. Hall,et al.  Do doctors who order more routine medical tests diagnose more cancers? A population‐based study from Ontario Canada , 2019, Cancer medicine.

[31]  Robert E. Smith The clinical and economic burden of anemia. , 2010, The American journal of managed care.

[32]  Christina Gloeckner,et al.  Modern Applied Statistics With S , 2003 .

[33]  G. Frija,et al.  Overdiagnosis and overimaging: an ethical issue for radiological protection , 2019, La radiologia medica.

[34]  The effectiveness of a routine versus an extensive laboratory analysis in the diagnosis of anaemia in general practice , 2018, Annals of clinical biochemistry.

[35]  Ofer Harel,et al.  Using AIC in multiple linear regression framework with multiply imputed data , 2012, Health Services and Outcomes Research Methodology.

[36]  S. Campbell,et al.  An effective utilization management strategy by dual approach of influencing physician ordering and gate keeping. , 2016, Clinical biochemistry.

[37]  Brian R. Jackson,et al.  Primary Care Physicians' Challenges in Ordering Clinical Laboratory Tests and Interpreting Results , 2014, The Journal of the American Board of Family Medicine.