The use of reference ranges is well established in medical practice and research. Classically, a range would be derived from the local healthy population and matched in age, gender, and other characteristics to the patients under investigation. However, recruiting suitable controls is problematic and the derivation of the range by excluding 2.5% at each end of the distribution results in 5% of the values being arbitrarily discarded. Thus, the traditional reference range is derived using statistical and not clinical principles. While these considerations are recognized by clinicians, it is often not realized that the application of whole population derived reference ranges to complex pathologies that comprise patient subgroups may be problematic. Such subgroups may be identified by phenotypes including genetic etiology, variations in exposure to a causative agent, and tumor site. In this review, we provide examples of how subgroups can be identified in diverse pathologies and how better management can be achieved using evidence-based action limits rather than reference ranges. We give examples from our clinical experience of problems arising from using the wrong reference ranges for the clinical situation. Identifying subgroups will often enable clinicians to derive specific action limits for treatment that will lead to customized management and researchers a route into the study of complex pathologies.
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August 2018
Expert View
Managing Clinical Heterogeneity: An Argument for Benefit-Based Action Limits
Sudarshan Ramachandran,
Sudarshan Ramachandran
Department of Clinical Biochemistry,
University Hospitals of North Midlands/Faculty
of Health Sciences,
Staffordshire University,
Staffordshire ST4 6QG, UK;
College of Engineering,
Design & Physical Sciences,
Brunel University,
London UB8 3PH, UK;
Department of Clinical Biochemistry,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
e-mail: sud.ramachandran@heartofengland.nhs.uk
University Hospitals of North Midlands/Faculty
of Health Sciences,
Staffordshire University,
Staffordshire ST4 6QG, UK;
College of Engineering,
Design & Physical Sciences,
Brunel University,
London UB8 3PH, UK;
Department of Clinical Biochemistry,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
e-mail: sud.ramachandran@heartofengland.nhs.uk
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Carola S. König,
Carola S. König
College of Engineering,
Design & Physical Sciences,
Brunel University London,
Uxbridge UB8 3PH, UK
Design & Physical Sciences,
Brunel University London,
Uxbridge UB8 3PH, UK
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Geoffrey Hackett,
Geoffrey Hackett
Department of Urology,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
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Mark Livingston,
Mark Livingston
Department of Blood Sciences,
Walsall Healthcare NHS Trust,
Walsall WS2 9PS, UK
Walsall Healthcare NHS Trust,
Walsall WS2 9PS, UK
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Richard C. Strange
Richard C. Strange
Institute for Science and Technology in
Medicine,
Keele University,
Staffordshire ST4 7QB, UK
Medicine,
Keele University,
Staffordshire ST4 7QB, UK
Search for other works by this author on:
Sudarshan Ramachandran
Department of Clinical Biochemistry,
University Hospitals of North Midlands/Faculty
of Health Sciences,
Staffordshire University,
Staffordshire ST4 6QG, UK;
College of Engineering,
Design & Physical Sciences,
Brunel University,
London UB8 3PH, UK;
Department of Clinical Biochemistry,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
e-mail: sud.ramachandran@heartofengland.nhs.uk
University Hospitals of North Midlands/Faculty
of Health Sciences,
Staffordshire University,
Staffordshire ST4 6QG, UK;
College of Engineering,
Design & Physical Sciences,
Brunel University,
London UB8 3PH, UK;
Department of Clinical Biochemistry,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
e-mail: sud.ramachandran@heartofengland.nhs.uk
Carola S. König
College of Engineering,
Design & Physical Sciences,
Brunel University London,
Uxbridge UB8 3PH, UK
Design & Physical Sciences,
Brunel University London,
Uxbridge UB8 3PH, UK
Geoffrey Hackett
Department of Urology,
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
Heart of England Foundation Trust,
West Midlands B75 7RR, UK
Mark Livingston
Department of Blood Sciences,
Walsall Healthcare NHS Trust,
Walsall WS2 9PS, UK
Walsall Healthcare NHS Trust,
Walsall WS2 9PS, UK
Richard C. Strange
Institute for Science and Technology in
Medicine,
Keele University,
Staffordshire ST4 7QB, UK
Medicine,
Keele University,
Staffordshire ST4 7QB, UK
1Corresponding author.
2Present address: Professor, Department of Clinical Biochemistry, Heart of England NHS Foundation Trust, Good Hope Hospital, Rectory Road, Sutton Coldfield, West Midlands B75 7RR, UK.
Manuscript received December 19, 2017; final manuscript received March 8, 2018; published online April 12, 2018. Assoc. Editor: Tilo Winkler.
ASME J of Medical Diagnostics. Aug 2018, 1(3): 034701 (7 pages)
Published Online: April 12, 2018
Article history
Received:
December 19, 2017
Revised:
March 8, 2018
Citation
Ramachandran, S., König, C. S., Hackett, G., Livingston, M., and Strange, R. C. (April 12, 2018). "Managing Clinical Heterogeneity: An Argument for Benefit-Based Action Limits." ASME. ASME J of Medical Diagnostics. August 2018; 1(3): 034701. https://doi.org/10.1115/1.4039561
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