Intended for healthcare professionals

Education And Debate

Towards complete and accurate reporting of studies of diagnostic accuracy: the STARD initiative

BMJ 2003; 326 doi: (Published 04 January 2003) Cite this as: BMJ 2003;326:41
  1. Patrick M Bossuyt, professor of clinical epidemiologya (stard{at},
  2. Johannes B Reitsma, clinical epidemiologista,
  3. David E Bruns, editorb,
  4. Constantine A Gatsonis, professor of medical science (biostatistics) and applied mathematicsc,
  5. Paul P Glasziou, professor of evidence based practiced,
  6. Les M Irwig, professor of epidemiologye,
  7. Jeroen G Lijmer, clinical epidemiologista,
  8. David Moher, directorf,
  9. Drummond Rennie, deputy editorg,
  10. Henrica C W de Vet, professor of epidemiologyh

    for the STARD steering group

  1. a Department of Clinical Epidemiology and Biostatistics, Academic Medical Center, University of Amsterdam, PO Box 22700, 1100 DE Amsterdam, Netherlands
  2. b Clinical Chemistry, University of Virginia, Charlottesville, VA 22903-0757, USA
  3. c Center for Statistical Sciences, Brown University, Providence, RI 02912, USA
  4. d School of Population Health, University of Queensland, Brisbane, Queensland 4006, Australia
  5. e Department of Public Health and Community Medicine, University of Sydney, Sydney, NSW 2006, Australia
  6. f Thomas C Chalmer's Center for Systematic Reviews, Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON K1H 8LI, Canada
  7. g JAMA, 515 N State St, Chicago, IL 60610, USA
  8. h Institute for Research in Extramural Medicine, VU University Medical Center, 1081 BT Amsterdam, Netherlands
  1. Correspondence to: P Bossuyt


    Objective: To improve the accuracy and completeness of reporting of studies of diagnostic accuracy, to allow readers to assess the potential for bias in a study, and to evaluate a study's generalisability.

    Methods: The Standards for Reporting of Diagnostic Accuracy (STARD) steering committee searched the literature to identify publications on the appropriate conduct and reporting of diagnostic studies and extracted potential items into an extensive list. Researchers, editors, and members of professional organisations shortened this list during a two day consensus meeting, with the goal of developing a checklist and a generic flow diagram for studies of diagnostic accuracy.

    Results: The search for published guidelines about diagnostic research yielded 33 previously published checklists, from which we extracted a list of 75 potential items. At the consensus meeting, participants shortened the list to a 25 item checklist, by using evidence, whenever available. A prototype of a flow diagram provides information about the method of patient recruitment, the order of test execution, and the numbers of patients undergoing the test under evaluation and the reference standard, or both.

    Conclusions: Evaluation of research depends on complete and accurate reporting. If medical journals adopt the STARD checklist and flow diagram, the quality of reporting of studies of diagnostic accuracy should improve to the advantage of clinicians, researchers, reviewers, journals, and the public.

    The Standards for Reporting of Diagnostic Accuracy (STARD) steering group aims to improve the accuracy and completeness of reporting of studies of diagnostic accuracy. The group describes and explains the development of a checklist and flow diagram for authors of reports


    The world of diagnostic tests is highly dynamic. New tests are developed at a fast rate, and the technology of existing tests is continuously being improved. Exaggerated and biased results from poorly designed and reported diagnostic studies can trigger their premature dissemination and lead physicians into making incorrect treatment decisions. A rigorous evaluation of diagnostic tests before introduction into clinical practice could not only reduce the number of unwanted clinical consequences related to misleading estimates of test accuracy but also limit healthcare costs by preventing unnecessary testing. Studies to determine the diagnostic accuracy of a test are a vital part of this evaluation process.13

    In studies of diagnostic accuracy, the outcomes from one or more tests under evaluation are compared with outcomes from the reference standard—both measured in subjects who are suspected of having the condition of interest. The term test refers to any method for obtaining additional information on a patient's health status. It includes information from history and physical examination, laboratory tests, imaging tests, function tests, and histopathology. The condition of interest or target condition can refer to a particular disease or to any other identifiable condition that may prompt clinical actions, such as further diagnostic testing, or the initiation, modification, or termination of treatment. In this framework, the reference standard is considered to be the best available method for establishing the presence or absence of the condition of interest. The reference standard can be a single method, or a combination of methods, to establish the presence of the target condition. It can include laboratory tests, imaging tests, and pathology, as well as dedicated clinical follow up of subjects. The term accuracy refers to the amount of agreement between the information from the test under evaluation, referred to as the index test, and the reference standard. Diagnostic accuracy can be expressed in many ways, including sensitivity and specificity, likelihood ratios, diagnostic odds ratio, and the area under a receiver-operator characteristic curve.46

    Several potential threats to the internal and external validity of a study on diagnostic accuracy exist. A survey of studies of diagnostic accuracy published in four major medical journals between 1978 and 1993 revealed that the quality of methods was mediocre at best.7 However, evaluations were hampered because many reports lacked information on key elements of design, conduct, and analysis of diagnostic studies.7 The absence of critical information about the design and conduct of diagnostic studies has been confirmed by authors of meta-analyses. 8 9 As in any other type of research, flaws in study design can lead to biased results. One report showed that diagnostic studies with specific design features are associated with biased, optimistic estimates of diagnostic accuracy compared with studies without such features.10

    At the 1999 Cochrane colloquium meeting in Rome, the Cochrane diagnostic and screening test methods working group discussed the low methodological quality and substandard reporting of diagnostic test evaluations. The working group felt that the first step towards correcting these problems was to improve the quality of reporting of diagnostic studies. Following the successful CONSORT initiative,1113 the working group aimed to develop a checklist of items that should be included in the report of a study on diagnostic accuracy.

    The objective of the Standards for Reporting of Diagnostic Accuracy (STARD) initiative is to improve the quality of reporting of studies of diagnostic accuracy. Complete and accurate reporting allows readers to detect the potential for bias in a study (internal validity) and to assess the generalisability and applicability of results (external validity).


    The STARD steering committee (see started with an extensive search to identify publications on the conduct and reporting of diagnostic studies. This search included Medline, Embase, BIOSIS, and the methodological database from the Cochrane Collaboration up to July 2000. In addition, the members of the steering committee examined reference lists of retrieved articles, searched personal files, and contacted other experts in the field of diagnostic research. They reviewed all relevant publications and extracted an extended list of potential checklist items.

    Subsequently, the STARD steering committee convened a two day consensus meeting for invited experts from the following interest groups: researchers, editors, methodologists, and professional organisations. The aim of the conference was to reduce the extended list of potential items, where appropriate, and to discuss the optimal format and phrasing of the checklist. The selection of items to retain was based on evidence whenever possible.

    The meeting format consisted of a mixture of small group sessions and plenary sessions. Each small group focused on a group of related items in the list. The suggestions of the small groups then were discussed in plenary sessions. Overnight, a first draft of the STARD checklist was assembled on the basis of suggestions from the small group and additional remarks from the plenary sessions. All meeting attendees discussed this version the next day and made additional changes. The members of the STARD group could suggest further changes through a later round of comments by email.

    Potential users field tested the conference version of the checklist and flow diagram, and additional comments were collected. This version was placed on the CONSORT website, with a call for comments. The STARD steering committee discussed all comments and assembled the final checklist.


    The search for published guidelines for diagnostic research yielded 33 lists. Based on these published guidelines and on input of steering and STARD group members, the steering committee assembled a list of 75 items. During the consensus meeting on 16–17 September 2000, participants consolidated and eliminated items to form the 25 item checklist. Conference members made major revisions to the phrasing and format of the checklist.

    The STARD group received valuable comments and remarks during the various stages of evaluation after the conference, which resulted in the version of the STARD checklist in the table.

    STARD checklist for reporting diagnostic accuracy studies

    View this table:

    A flow diagram provides information about the method of patient recruitment (for example, enrolment of a consecutive series of patients with specific symptoms or of cases and controls), the order of test execution, and the number of patients undergoing the test under evaluation (index test) and the reference test. The figure shows a prototype flowchart that reflects the most commonly employed design in diagnostic research. Examples that reflect other designs appear on the STARD website (


    Prototype of a flow diagram for a study on diagnostic accuracy


    The purpose of the STARD initiative is to improve the quality of reporting of diagnostic studies. The items in the checklist and flowchart can help authors to describe essential elements of the design and conduct of the study, the execution of tests, and the results. We arranged the items under the usual headings of a medical research article, but this is not intended to dictate the order in which they have to appear within an article.

    The guiding principle in the development of the STARD checklist was to select items that would help readers judge the potential for bias in the study and to appraise the applicability of the findings. Two other general considerations shaped the content and format of the checklist. Firstly, the STARD group believes that one general checklist for studies of diagnostic accuracy, rather than different checklists for each field, is likely to be more widely disseminated and perhaps accepted by authors, peer reviewers, and journal editors. Although the evaluation of imaging tests differs from that of tests in the laboratory, we felt that these differences were more in degree than in kind. The second consideration was the development of a checklist specifically aimed at studies of diagnostic accuracy. We did not include general issues in the reporting of research findings, such as the recommendations contained in the uniform requirements for manuscripts submitted to biomedical journals.14

    Wherever possible, the STARD group based the decision to include an item on evidence linking the item to biased estimates (internal validity) or to variations in measures of diagnostic accuracy (external validity). The evidence varied from narrative articles that explained theoretical principles and papers that presented the results of statistical modelling to empirical evidence derived from diagnostic studies. For several items, the evidence was rather limited.

    A separate background document explains the meaning and rationale of each item and briefly summarises the type and amount of evidence.15 This background document should enhance the use, understanding, and dissemination of the STARD checklist.

    The STARD group put considerable effort into the development of a flow diagram for diagnostic studies. A flow diagram has the potential to communicate vital information about the design of a study and the flow of participants in a transparent manner.16 A comparable flow diagram has become an essential element in the CONSORT standards for reporting of randomised trials. 12 16 The flow diagram could be even more essential in diagnostic studies, given the variety of designs employed in diagnostic research. Flow diagrams in the reports of studies of diagnostic accuracy indicate the process of sampling and selecting participants (external validity); the flow of participants in relation to the timing and outcomes of tests; the number of subjects who fail to receive the index test or the reference standard, or both (potential for verification bias1719); and the number of patients at each stage of the study, which provides the correct denominator for proportions (internal consistency).

    The STARD group plans to measure the impact of the statement on the quality of published reports on diagnostic accuracy with a before and after evaluation.13 Updates of the STARD initiative's documents will be provided when new evidence on sources of bias or variability becomes available. We welcome any comments, whether on content or form, to improve the current version.


    This initiative to improve the reporting of studies was supported by a large number of people around the globe who commented on earlier versions. This paper is also being published in the first issues in 2003 of Annals of Internal Medicine, Clinical Chemistry, Journal of Clinical Microbiology, Lancet, and Radiology. Clinical Chemistry is also publishing the background document.

    Contributors: PMB and JGL are the initiators of the STARD project. Rijk van Ginkel did the initial search for published guidelines on the design and conduct of diagnostic studies. All authors contributed to the list of potential items for the checklist. PMB, JBR, and JGL prepared the consensus meeting. All authors discussed the comments received during the various stages of the evaluation process. All authors were involved in assembling the final checklist. JBR wrote the first draft of the article, and all authors contributed to the final manuscript. PMB, JBR, and JGL are the guarantors. A list of the members of the STARD steering committee and the STARD group appears on


    • Editorial by Straus

    • Funding Financial support to convene the STARD group was provided in part by the Dutch Health Care Insurance Board, Amstelveen, Netherlands; the International Federation of Clinical Chemistry, Milan, Italy; the Medical Research Council's Health Services Research Collaboration, Bristol; and the Academic Medical Center, Amsterdam, Netherlands.

    • Competing interests None declared.

    • Embedded Image A list of members of the STARD steering committee and the STARD group appears on


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