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where the predictive value of RF is lower&#46;<a class="elsevierStyleCrossRef" href="#bib0130"><span class="elsevierStyleSup">3</span></a> NICE &#40;National Institute for Health and Clinical Excellence&#41; guidelines advise prompt secondary care referral of patients with suspected inflammatory joint disease based on clinical symptoms only&#46;<a class="elsevierStyleCrossRef" href="#bib0145"><span class="elsevierStyleSup">6</span></a> We have shown that 67&#37; of laboratory RF requests made to a UK laboratory came from primary care of which only 5&#46;8&#37; were positive&#46; A positive RF did not lead to a diagnosis of RA in any patient in whom clinical suspicion of RA had not been previously documented&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> If RF testing is used by GPs to screen low-risk patients&#44; the value is diminished and costs increase&#46; However&#44; there is little evidence regarding the use of RF testing in primary care from a health economic perspective&#46;</p><p id="par0015" class="elsevierStylePara elsevierViewall">The aims of this study were to identify the frequency of RF testing in a primary care setting in Spain&#44; to estimate the sensitivity and specificity of RF as a test for RA&#44; to determine the proportion of patients tested who had an eventual diagnosis of RA and to explore the costs of testing RF in this setting&#46;</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Material and methods</span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Source of data and study participants</span><p id="par0020" class="elsevierStylePara elsevierViewall">Data was obtained from the Information System for the Development of Research in Primary Care &#40;SIDIAP<a class="elsevierStyleCrossRef" href="#bib0155"><span class="elsevierStyleSup">8</span></a>&#41;&#46; This contains the primary care clinical records of over five million people &#40;more than 80&#37; of the population aged &#8805;14 years&#41; in Catalonia&#44; Spain&#46; GPs use ICD-10 codes to record clinical diagnoses&#46; Each patient is assigned a unique identifier for confidentiality and data protection&#46; The data is highly representative of the population of Catalonia&#44;<a class="elsevierStyleCrossRef" href="#bib0160"><span class="elsevierStyleSup">9</span></a> and has been used to study the epidemiology of musculoskeletal conditions such as osteoporotic fractures<a class="elsevierStyleCrossRef" href="#bib0165"><span class="elsevierStyleSup">10</span></a> and osteoarthritis&#46;<a class="elsevierStyleCrossRef" href="#bib0170"><span class="elsevierStyleSup">11</span></a> In addition&#44; SIDIAP contains complete information on blood test results performed in primary care&#46; Pharmacy invoicing data is available for all subsidized medications dispensed in community pharmacies&#46; Medicines data is classified using the World Health Organization Anatomical Therapeutic Chemical classification&#47;Defined Daily Dose &#40;ATC&#47;DDD&#41; index&#46;</p><p id="par0025" class="elsevierStylePara elsevierViewall">The study protocol was approved by the SIDIAP ethics review&#46; We included all participants registered in the SIDIAP Database aged &#8805;18 years that were tested for RF between 01&#47;01&#47;2006 and 31&#47;12&#47;2011 and followed them up until the end of 2012&#46; We considered that testing contributed to the diagnosis of RA only if the time between testing and subsequent diagnosis was less than 1 year&#46;</p><p id="par0030" class="elsevierStylePara elsevierViewall">We excluded participants with a diagnosis of RA at the start of the study period&#44; and those diagnosed during the study period that had not been tested for RF during the previous year&#46; We identified the results for all RF tests performed in primary care&#44; and used the result nearest to a subsequent diagnosis of RA where patients were tested more than once&#46; We used the laboratory upper limit of normal to define a positive RF result &#40;&#8805;10<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#41;&#46; RF testing was performed using a latex-enhanced immunoturbidimetric assay&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Identification of incident RA cases</span><p id="par0035" class="elsevierStylePara elsevierViewall">We identified incident RA cases between 01&#47;01&#47;2006 and 31&#47;12&#47;2012&#44; using ICD-10 codes M05 and M06 as registered in primary care records&#46; We used a modified algorithm previously developed in the UK Clinical Practice Research Datalink &#40;CPRD&#41; database to confirm a diagnosis of RA in patients with Read codes for RA&#46;<a class="elsevierStyleCrossRef" href="#bib0175"><span class="elsevierStyleSup">12</span></a> This excluded patients with no prescription records for Disease Modifying Anti-Rheumatic Drugs &#40;DMARDs&#41; including azathioprine&#44; ciclosporin&#44; gold&#44; hydroxychloroquine&#44; leflunomide&#44; methotrexate&#44; mycophenolate&#44; penicillamine&#44; and sulfasalazine&#59; or who had a subsequent alternative diagnosis &#40;ankylosing spondylitis&#44; dermato-polymyositis&#44; fibromyalgia&#44; gout&#44; osteoarthritis&#44; psoriatic arthritis&#44; reactive arthritis&#44; scleroderma&#44; septic arthritis&#44; systemic lupus erythematosus and other spondylo-arthropathies&#41;&#46; This algorithm was subsequently validated for use in SIDIAP&#46;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">13</span></a></p></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Statistical analyses</span><p id="par0040" class="elsevierStylePara elsevierViewall">We used a receiver operating characteristic &#40;ROC&#41; curve for RF against an incident diagnosis of RA made in the following year and estimated the area under the curve &#40;95&#37; confidence intervals&#41; to explore the sensitivity and specificity&#46; We identified the best &#8220;theoretical threshold&#8221; as the cut-off with the highest value of the total of sensitivity plus specificity&#46;</p><p id="par0045" class="elsevierStylePara elsevierViewall">We calculated the sensitivity&#44; specificity&#44; likelihood ratios&#44; and positive&#47;negative predictive values for both the pre-specified threshold and best theoretical threshold for RF&#46; We estimated age and gender-adjusted odds ratios &#40;OR&#41; for a diagnosis of RA in the year following testing using the Mantel-Haeszel test&#46;</p><p id="par0050" class="elsevierStylePara elsevierViewall">Finally&#44; we calculated the total cost of RF testing during the study period and the cost per true positive and negative case&#46;</p><p id="par0055" class="elsevierStylePara elsevierViewall">All statistical analyses were performed using Stataversion 12&#46;0 SE for Mac&#46;</p></span></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0090">Results</span><p id="par0060" class="elsevierStylePara elsevierViewall">Out of a population of 4&#44;796&#44;498&#44; 10&#46;3&#37; &#40;495&#44;434&#41; patients were tested for RF between 2006 and 2011&#46; Of these&#44; 4912 &#40;1&#46;0&#37;&#41; had an incident diagnosis of RA between 01&#47;01&#47;2006 and 31&#47;12&#47;2012&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> shows the baseline characteristics for tested patients with and without a diagnosis of RA in the year following RF testing&#46;</p><elsevierMultimedia ident="tbl0005"></elsevierMultimedia><p id="par0065" class="elsevierStylePara elsevierViewall">Of the 495&#44;434 patients tested&#44; 107&#44;362 &#40;21&#46;7&#37;&#41; were sero-positive but only 2768 &#40;2&#46;6&#37;&#41; of these were diagnosed with RA in the following year&#46; Out of 388&#44;072 sero-negative participants&#44; 1141 &#40;0&#46;3&#37;&#41; were diagnosed with RA in the following year &#40;<a class="elsevierStyleCrossRef" href="#fig0005">Fig&#46; 1</a>&#41;&#46;</p><elsevierMultimedia ident="fig0005"></elsevierMultimedia><p id="par0070" class="elsevierStylePara elsevierViewall">The area under the ROC curve was 79&#46;9&#37; &#91;95&#37; CI 79&#46;0&#8211;80&#46;8&#37;&#93;&#46; The best theoretical cut-off value for RF was 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46; Using this value increased the specificity from 78&#46;7&#37; &#91;95&#37; CI 78&#46;6&#8211;78&#46;8&#37;&#93; to 88&#46;7&#37; &#91;95&#37; CI 88&#46;6&#8211;88&#46;8&#37;&#93; but lowered sensitivity from 70&#46;8&#37; &#91;95&#37; CI 69&#46;4&#8211;72&#46;2&#37;&#93; to 65&#46;4&#37; &#91;95&#37; CI 63&#46;9&#8211;66&#46;9&#37;&#93;&#46; RF had a low PPV of 2&#46;6&#37; &#91;95&#37; CI 2&#46;5&#8211;2&#46;7&#37;&#93; using the original cut-off&#44; or 4&#46;4&#37; &#91;95&#37; CI 4&#46;2&#8211;4&#46;6&#37;&#93; using the theoretical cut-off&#46;</p><p id="par0075" class="elsevierStylePara elsevierViewall">Age and gender-adjusted OR for a diagnosis of RA in the year following RF testing were 8&#46;57 &#91;95&#37; CI 7&#46;92&#8211;9&#46;27&#93; for RF &#8805;10<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#44; and 13&#46;83 &#91;95&#37; CI 12&#46;75&#8211;15&#46;00&#93; for the theoretical threshold of 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p><p id="par0080" class="elsevierStylePara elsevierViewall">An estimated &#8364;3&#44;963&#44;472 was spent on RF testing during the 6-year study period&#59; an average expenditure of over &#8364;660&#44;000 per annum&#46; &#8364;22&#44;144 &#40;0&#46;6&#37;&#41; was spent testing true positive cases&#46; 179 tests were performed for each true positive case giving a cost of &#8364;1432 per case&#46;</p></span><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0095">Discussion</span><p id="par0085" class="elsevierStylePara elsevierViewall">We investigated the use of RF in primary care in Spain using a large database with almost complete recording of laboratory requests&#46; Approximately 10&#37; of the source population was tested between 2006 and 2011<a class="elsevierStyleCrossRef" href="#bib0185"><span class="elsevierStyleSup">14</span></a> despite the incidence of RA being only 8&#46;3&#47;100&#44;000 in Spain&#46;<a class="elsevierStyleCrossRef" href="#bib0190"><span class="elsevierStyleSup">15</span></a> This high frequency of testing suggests that RF is requested in patients with a low pre-test probability of RA&#44; in keeping with previous work in primary care&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> Only 2&#46;6&#37; of sero-positive patients were diagnosed with RA in the following year&#46; The recommended cut off for RF was relatively low and we found that the best theoretical cut-off was 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p><p id="par0090" class="elsevierStylePara elsevierViewall">The high frequency of testing and the low PPV for RF resulted in a very high cost of testing which we estimated to be &#8364;1432 per true positive RA diagnosis&#46; This value is based on RF testing alone and does not include additional costs such as referral&#46;</p><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0100">Strengths and limitations</span><p id="par0095" class="elsevierStylePara elsevierViewall">The main strength is the comprehensive dataset&#44; which includes all blood tests and results in primary care&#44; and all primary care prescribing data&#46; The study relies on the correct use of ICD-10 codes by GPs&#44; which may be inaccurate&#46; There was no access to clinical data to confirm ACR&#47;EULAR classification criteria&#46; However&#44; we used a previously validated algorithm to select the most probable RA cases&#46;<a class="elsevierStyleCrossRefs" href="#bib0175"><span class="elsevierStyleSup">12&#44;13</span></a> We used a relatively low cut-off for defining a positive RF however the PPV remained low despite using the calculated best theoretical cut-off of 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p></span><span id="sec0045" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0105">Comparison with existing literature</span><p id="par0100" class="elsevierStylePara elsevierViewall">The sensitivity and specificity obtained for RF were in keeping with previous studies&#46;<a class="elsevierStyleCrossRefs" href="#bib0195"><span class="elsevierStyleSup">16&#44;17</span></a> We considered that a positive RF only contributed to the diagnosis of RA if it occurred within the year prior to diagnosis&#59; this approach may exclude earlier RF tests that were relevant to diagnosis&#46; However&#44; calculating sensitivity and specificity based on a longer period between test and diagnosis &#40;5 years&#41; did not substantially change the results &#40;data available on request&#41;&#46; Only 955 patients were tested for anti-cyclic citrullinated peptide and so sensitivity and specificity was not calculated for this test due to the inherent selection bias of this group&#46;</p></span><span id="sec0050" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0110">Implications for practice</span><p id="par0105" class="elsevierStylePara elsevierViewall">Primary care services in Spain have state-funded GPs acting as gate-keepers to secondary care&#46;<a class="elsevierStyleCrossRef" href="#bib0205"><span class="elsevierStyleSup">18</span></a> For the best use of limited resources&#44; it is important to use tests appropriately&#46; Less than 1&#37; of patients tested had a subsequent diagnosis of RA suggesting that GPs may be using RF as a screening tool&#46; This will increase the overall cost of testing&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> In this 6 year study period almost &#8364;4 million were spent and the cost of testing per true positive case was &#8364;1432&#46; In comparison&#44; the estimated cost of a GP consultation in the Catalan healthcare system is &#8364;40&#44; a hand radiograph &#8364;9&#44; and a first rheumatology appointment &#8364;101 to &#8364;143&#46;<a class="elsevierStyleCrossRef" href="#bib0210"><span class="elsevierStyleSup">19</span></a> Limiting RF testing to patients with a higher pre-test probability would significantly reduce the cost of testing&#46;</p><p id="par0110" class="elsevierStylePara elsevierViewall">Inappropriate testing also increases the laboratory workload and may lead to extra consultations to discuss results&#46; Patient care is also impacted&#59; if GPs use the results of RF testing to support referral decisions&#44; there may be a delay for patients with clinical evidence of RA but who have a negative RF result&#44; even though early diagnosis and treatment of RA leads to better outcomes<a class="elsevierStyleCrossRefs" href="#bib0215"><span class="elsevierStyleSup">20&#44;21</span></a> and keeps patients in work&#46;<a class="elsevierStyleCrossRef" href="#bib0225"><span class="elsevierStyleSup">22</span></a></p><p id="par0115" class="elsevierStylePara elsevierViewall">Potential solutions include criteria restricted primary care access to RF testing&#44; issuing guidelines or reminder aids for when RF testing should be requested with local audit and feedback&#44; and primary care educational interventions such as outreach by rheumatologists and peer facilitated workshops&#46; The literature so far is unclear on which of these is the best approach&#59; a review of research on the effectiveness of interventions to improve laboratory test ordering in primary care found low levels of evidence with poor quality of studies&#46;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">23</span></a></p><p id="par0120" class="elsevierStylePara elsevierViewall">In conclusion&#44; RF testing is inefficient and costly when used in primary care patients with a low risk of inflammatory arthritis&#46;</p></span></span><span id="sec0055" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0115">Funding</span><p id="par0125" class="elsevierStylePara elsevierViewall">DPA is funded by NIHR through an NIHR Clinician Scientist award&#46; Partial funding was provided by SIDIAP Database &#40;Idiap Jordi Gol&#41; for data extraction and data management and partial support was received from the Oxford NIHR Biomedical Research Centre &#40;BRC&#41;&#46; The research was independently conducted&#46;</p></span><span id="sec0060" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0120">Contributors</span><p id="par0130" class="elsevierStylePara elsevierViewall">AM&#44; RL and DPA designed the study&#46; DPA and RPV analyzed the data&#46; AM&#44; KM&#44; DPA&#44; RL and RPV interpreted the data&#44; and drafted the article&#46; All the co-authors revised the manuscript for important intellectual content&#44; and approved the final version&#46; RL is guarantor&#46;</p></span><span id="sec0065" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0125">Ethical approval</span><p id="par0135" class="elsevierStylePara elsevierViewall">The study protocol was approved by the SIDIAP ethics review&#46;</p></span><span id="sec0070" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0130">Conflict of interest</span><p id="par0140" class="elsevierStylePara elsevierViewall">All authors have completed the Unified Competing Interest form at<a href="http://www.icmje.org/coi_disclosure.pdf">www&#46;icmje&#46;org&#47;coi&#95;disclosure&#46;pdf</a> &#40;available on request from the corresponding author&#41;&#46; AM&#44; KM&#44; RPV&#44; CE&#44; KJ&#44; MM&#44; SC&#44; FF have no disclosures&#46; RL reports non-financial support and other from GSK&#44; personal fees from Roche&#44; personal fees from Janssen&#44; other from Nordic&#44; other from Chemocentryx&#44; personal fees from UCB&#44; outside the submitted work&#59; CC reports personal fees from consultancy&#44; lecture fees and honoraria from AMGEN&#44; GSK&#44; Alliance for Better Bone Health&#44; MSD&#44; Eli Lilly&#44; Pfizer&#44; Novartis&#44; Servier&#44; Merck&#44; Medtronic and Roche&#44; outside the submitted work&#59; DPA reports grants from BIOIBERICA&#44; grants from AMGEN SPAIN&#44; outside the submitted work&#59; NA reports personal fees from FLEXION &#40;PharmaNet&#41;&#44; personal fees from Lily&#44; personal fees from Merck&#44; personal fees from Q-Med&#44; personal fees from Roche&#44; personal fees from Smith &#38; Nephew&#44; grants from NOVARTIS&#44; grants from PFIZER&#44; grants from Schering-Plough&#44; grants from Servier&#44; personal fees from AMGEN&#44; personal fees from GSK&#44; personal fees from NiCox&#44; personal fees from Smith &#38; Nephew&#44; outside the submitted work&#46;</p></span></span>"
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            1 => "Factor reumatoide"
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        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0010">Objective</span><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">Rheumatoid factor &#40;RF&#41; testing is used in primary care in the diagnosis of rheumatoid arthritis &#40;RA&#41;&#59; however a positive RF may occur without RA&#46; Incorrect use of RF testing may lead to increased costs and delayed diagnoses&#46; The aim was to assess the performance of RF as a test for RA and to estimate the costs associated with its use in a primary care setting&#46;</p></span> <span id="abst0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0015">Material and methods</span><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">A retrospective cohort study using the Information System for the Development of Research in Primary Care database &#40;contains primary care records and laboratory results of &#62;80&#37; of the Catalonian population&#44; Spain&#41;&#46; Participants were patients &#8805;18 years with &#8805;1 RF test performed between 01&#47;01&#47;2006 and 31&#47;12&#47;2011&#44; without a pre-existing diagnosis of RA&#46; Outcome measures were an incident diagnosis of RA within 1 year of testing&#44; and the cost of testing per case of RA&#46;</p></span> <span id="abst0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0020">Results</span><p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">495&#44;434&#47;4&#44;796&#44;498 &#40;10&#46;3&#37;&#41; patients were tested at least once&#46; 107&#44;362 &#40;21&#46;7&#37;&#41; of those tested were sero-positive of which 2768 &#40;2&#46;6&#37;&#41; were diagnosed with RA within 1 year as were 1141&#47;388&#44;072 &#40;0&#46;3&#37;&#41; sero-negative participants&#46; The sensitivity of RF was 70&#46;8&#37; &#40;95&#37; CI 69&#46;4&#8211;72&#46;2&#41;&#44; specificity 78&#46;7&#37; &#40;78&#46;6&#8211;78&#46;8&#41;&#44; and positive and negative predictive values 2&#46;6&#37; &#40;2&#46;5&#8211;2&#46;7&#41; and 99&#46;7&#37; &#40;99&#46;6&#8211;99&#46;7&#41; respectively&#46; Approximately &#8364;3&#44;963&#44;472 was spent&#44; with a cost of &#8364;1432 per true positive case&#46;</p></span> <span id="abst0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Conclusions</span><p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">Although 10&#37; of patients were tested for RF&#44; most did not have RA&#46; Limiting testing to patients with a higher pre-test probability would significantly reduce the cost of testing&#46;</p></span>"
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        "resumen" => "<span id="abst0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Objetivos</span><p id="spar0025" class="elsevierStyleSimplePara elsevierViewall">El factor reumatoide &#40;FR&#41; se usa en atenci&#243;n primaria para el diagn&#243;stico de la artritis reumatoide &#40;AR&#41;&#59; sin embargo&#44; un FR positivo puede observarse en sujetos sin AR&#44; y su uso inapropiado puede conllevar costes y retraso diagn&#243;stico&#46; En este contexto&#44; estudiamos la utilidad y costes del FR como test diagn&#243;stico de la AR en atenci&#243;n primaria&#46;</p></span> <span id="abst0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">M&#233;todos</span><p id="spar0030" class="elsevierStyleSimplePara elsevierViewall">Estudio de cohortes retrospectivas basadas en datos de historia cl&#237;nica informatizada de &#62;<span class="elsevierStyleHsp" style=""></span>80&#37; de la poblaci&#243;n de Catalu&#241;a &#40;SIDIAP&#41;&#46; Se incluyeron sujetos de edad &#8805;<span class="elsevierStyleHsp" style=""></span>18 a&#241;os y con &#8805;<span class="elsevierStyleHsp" style=""></span>1 medida de FR entre el 1&#47;1&#47;2006 y el 31&#47;12&#47;2011&#44; sin diagn&#243;stico previo de AR&#46; El diagn&#243;stico incidente de AR durante el a&#241;o posterior a la medida de FR&#44; y el coste por caso de AR fueron las medidas de inter&#233;s&#46;</p></span> <span id="abst0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Resultados</span><p id="spar0035" class="elsevierStyleSimplePara elsevierViewall">495&#46;434&#47;4&#46;796&#46;498 &#40;10&#44;3&#37;&#41; pacientes tuvieron al menos una medida de FR 107&#46;362 &#40;21&#44;7&#37;&#41; de estos fueron sero-positivos&#44; de los cuales solo 2&#46;768 &#40;2&#44;6&#37;&#41; fueron diagnosticados de AR en el a&#241;o siguiente&#44; comparado a 1&#46;141&#47;388&#46;072 &#40;0&#44;3&#37;&#41; diagn&#243;sticos en sero-negativos&#46; La sensibilidad del FR fue del 70&#44;8&#37; &#40;IC 95&#37;&#58; 69&#44;4 a 72&#44;2&#37;&#41;&#44; especificidad 78&#44;7&#37; &#40;78&#44;6 a 78&#44;8&#37;&#41;&#44; y valor predictivo positivo y negativo 2&#44;6&#37; &#40;2&#44;5 a 2&#44;7&#37;&#41; y 99&#44;7&#37; &#40;99&#44;6 a 99&#44;7&#37;&#41;&#44; respectivamente&#46; El coste total estimado fue de 3&#46;963&#44;472<span class="elsevierStyleHsp" style=""></span>&#8364;&#44; alrededor de 1&#46;432<span class="elsevierStyleHsp" style=""></span>&#8364; por caso de AR diagnosticado&#46;</p></span> <span id="abst0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Conclusiones</span><p id="spar0040" class="elsevierStyleSimplePara elsevierViewall">Aunque el 10&#37; de participantes &#40;casi medio mill&#243;n de personas&#41; fueron sujetos de medici&#243;n&#47;es de FR&#44; la mayor&#237;a no desarrollaron AR&#46; El uso de FR en pacientes con mayor probabilidad pre-test reducir&#237;a de forma significativa su coste&#46;</p></span>"
        "secciones" => array:4 [
          0 => array:2 [
            "identificador" => "abst0025"
            "titulo" => "Objetivos"
          ]
          1 => array:2 [
            "identificador" => "abst0030"
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          2 => array:2 [
            "identificador" => "abst0035"
            "titulo" => "Resultados"
          ]
          3 => array:2 [
            "identificador" => "abst0040"
            "titulo" => "Conclusiones"
          ]
        ]
      ]
    ]
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        "descripcion" => array:1 [
          "en" => "<p id="spar0045" class="elsevierStyleSimplePara elsevierViewall">Flow chart showing numbers of patients tested and subsequent diagnosis of RA&#46;</p>"
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                  \t\t\t\t">Sero-positive &#40;RF<span class="elsevierStyleHsp" style=""></span>&#8805;<span class="elsevierStyleHsp" style=""></span>10<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#41;&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t">Prescription for systemic corticosteroids<a class="elsevierStyleCrossRef" href="#tblfn0005"><span class="elsevierStyleSup">a</span></a>&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t">3015 &#40;77&#46;1&#37;&#41;&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t">124&#44;024 &#40;25&#46;2&#37;&#41;&nbsp;\t\t\t\t\t\t\n
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        "descripcion" => array:1 [
          "en" => "<p id="spar0050" class="elsevierStyleSimplePara elsevierViewall">Baseline characteristics for patients undergoing RF testing&#46;</p>"
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    "bibliografia" => array:2 [
      "titulo" => "References"
      "seccion" => array:1 [
        0 => array:2 [
          "identificador" => "bibs0015"
          "bibliografiaReferencia" => array:23 [
            0 => array:3 [
              "identificador" => "bib0120"
              "etiqueta" => "1"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
                      "titulo" => "Early treatment with&#44; and time receiving&#44; first disease-modifying antirheumatic drug predicts long-term function in patients with inflammatory polyarthritis"
                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
                          "autores" => array:5 [
                            0 => "T&#46;M&#46; Farragher"
                            1 => "M&#46; Lunt"
                            2 => "B&#46; Fu"
                            3 => "D&#46; Bunn"
                            4 => "D&#46;P&#46;M&#46; Symmons"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:2 [
                      "doi" => "10.1136/ard.2009.108639"
                      "Revista" => array:6 [
                        "tituloSerie" => "Ann Rheum Dis"
                        "fecha" => "2010"
                        "volumen" => "69"
                        "paginaInicial" => "689"
                        "paginaFinal" => "695"
                        "link" => array:1 [
                          0 => array:2 [
                            "url" => "https://www.ncbi.nlm.nih.gov/pubmed/19858538"
                            "web" => "Medline"
                          ]
                        ]
                      ]
                    ]
                  ]
                ]
              ]
            ]
            1 => array:3 [
              "identificador" => "bib0125"
              "etiqueta" => "2"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
                      "titulo" => "Long-term impact of delay in assessment of patients with early arthritis"
                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => true
                          "autores" => array:6 [
                            0 => "M&#46;P&#46;M&#46; van der Linden"
                            1 => "S&#46; le Cessie"
                            2 => "K&#46; Raza"
                            3 => "D&#46; van der Woude"
                            4 => "R&#46; Knevel"
                            5 => "T&#46;W&#46;J&#46; Huizinga"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:1 [
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                      ]
                    ]
                  ]
                ]
              ]
            ]
            2 => array:3 [
              "identificador" => "bib0130"
              "etiqueta" => "3"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
                      "titulo" => "Anti-citrullinated peptide antibody&#58; death of the rheumatoid factor&#63;"
                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
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                            0 => "S&#46;M&#46; Chatfield"
                            1 => "I&#46;P&#46; Wicks"
                            2 => "A&#46;D&#46; Sturgess"
                            3 => "L&#46;J&#46; Roberts"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:1 [
                      "Revista" => array:6 [
                        "tituloSerie" => "Med J Aust"
                        "fecha" => "2009"
                        "volumen" => "190"
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                        "link" => array:1 [
                          0 => array:2 [
                            "url" => "https://www.ncbi.nlm.nih.gov/pubmed/19527206"
                            "web" => "Medline"
                          ]
                        ]
                      ]
                    ]
                  ]
                ]
              ]
            ]
            3 => array:3 [
              "identificador" => "bib0135"
              "etiqueta" => "4"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
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                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
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                            0 => "T&#46; J&#243;nsson"
                            1 => "J&#46; Thorsteinsson"
                            2 => "A&#46; Kolbeinsson"
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                            4 => "N&#46; Sigf&#250;sson"
                            5 => "H&#46; Valdimarsson"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:2 [
                      "doi" => "10.1136/ard.51.7.863"
                      "Revista" => array:6 [
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                          0 => array:2 [
                            "url" => "https://www.ncbi.nlm.nih.gov/pubmed/1632659"
                            "web" => "Medline"
                          ]
                        ]
                      ]
                    ]
                  ]
                ]
              ]
            ]
            4 => array:3 [
              "identificador" => "bib0140"
              "etiqueta" => "5"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
                      "titulo" => "Prediction of progression of radiologic damage in newly diagnosed rheumatoid arthritis"
                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
                          "autores" => array:5 [
                            0 => "A&#46; van der Heide"
                            1 => "C&#46;A&#46; Remme"
                            2 => "D&#46;M&#46; Hofman"
                            3 => "J&#46;W&#46; Jacobs"
                            4 => "J&#46;W&#46; Bijlsma"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:2 [
                      "doi" => "10.1002/art.1780381013"
                      "Revista" => array:6 [
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                            "web" => "Medline"
                          ]
                        ]
                      ]
                    ]
                  ]
                ]
              ]
            ]
            5 => array:3 [
              "identificador" => "bib0145"
              "etiqueta" => "6"
              "referencia" => array:1 [
                0 => array:1 [
                  "referenciaCompleta" => "NICE&#44; Rheumatoid arthritis &#91;Internet&#93;&#46; Available from&#58; <a target="_blank" href="http://publications.nice.org.uk/quality-standard-for-rheumatoid-arthritis-qs33">http&#58;&#47;&#47;publications&#46;nice&#46;org&#46;uk&#47;quality-standard-for-rheumatoid-arthritis-qs33</a> &#91;cited 29&#46;03&#46;14&#93;&#46;"
                ]
              ]
            ]
            6 => array:3 [
              "identificador" => "bib0150"
              "etiqueta" => "7"
              "referencia" => array:1 [
                0 => array:2 [
                  "contribucion" => array:1 [
                    0 => array:2 [
                      "titulo" => "Is rheumatoid factor useful in primary care&#63; A retrospective cross-sectional study"
                      "autores" => array:1 [
                        0 => array:2 [
                          "etal" => false
                          "autores" => array:6 [
                            0 => "A&#46; Miller"
                            1 => "K&#46;R&#46; Mahtani"
                            2 => "M&#46;A&#46; Waterfield"
                            3 => "A&#46; Timms"
                            4 => "S&#46;A&#46; Misbah"
                            5 => "R&#46;A&#46; Luqmani"
                          ]
                        ]
                      ]
                    ]
                  ]
                  "host" => array:1 [
                    0 => array:1 [
                      "Revista" => array:5 [
                        "tituloSerie" => "Clin Rheumatol"
                        "fecha" => "2013"
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Original Article
Rheumatoid factor testing in Spanish primary care: A population-based cohort study including 4.8 million subjects and almost half a million measurements
Uso del factor reumatoide en atención primaria en España: estudio de cohortes poblacionales incluyendo 4,8 millones de participantes y casi medio millón de mediciones
Klara Morsleya, Anne Millerb, Raashid Luqmanic,
Autor para correspondencia
raashid.luqmani@ndorms.ox.ac.uk

Corresponding author.
, Francesc Fina-Avilesd, Muhammad Kassim Javaidc, Christopher J. Edwardse, Rafael Pinedo-Villanuevac,f, Manuel Medinad, Sebastian Calerod, Cyrus Cooperc,f,g, Nigel Ardenc, Daniel Prieto-Alhambrac,h
a Department of Rheumatology, Royal Berkshire Hospital, The Royal Berkshire NHS Foundation Trust, United Kingdom
b Department of Rheumatology, Nuffield Orthopaedic Centre, Oxford University Hospitals NHS Trust, United Kingdom
c Nuffield Department of Orthopaedics, Rheumatology, and Musculoskeletal Sciences, University of Oxford, United Kingdom
d Direcció de Sistemes d’Informació, Institut Català de la Salut, Barcelona, Spain
e NIHR Wellcome Trust Clinical Research Facility, University of Southampton, United Kingdom
f MRC Lifecourse Epidemiology Unit, United Kingdom
g Faculty of Medicine, University of Southampton, United Kingdom
h GREMPAL Research Group, Idiap Jordi Gol and CIBERFes, Universitat Autonoma de Barcelona and Instituto de Salud Carlos III, Barcelona, Spain
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where the predictive value of RF is lower&#46;<a class="elsevierStyleCrossRef" href="#bib0130"><span class="elsevierStyleSup">3</span></a> NICE &#40;National Institute for Health and Clinical Excellence&#41; guidelines advise prompt secondary care referral of patients with suspected inflammatory joint disease based on clinical symptoms only&#46;<a class="elsevierStyleCrossRef" href="#bib0145"><span class="elsevierStyleSup">6</span></a> We have shown that 67&#37; of laboratory RF requests made to a UK laboratory came from primary care of which only 5&#46;8&#37; were positive&#46; A positive RF did not lead to a diagnosis of RA in any patient in whom clinical suspicion of RA had not been previously documented&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> If RF testing is used by GPs to screen low-risk patients&#44; the value is diminished and costs increase&#46; However&#44; there is little evidence regarding the use of RF testing in primary care from a health economic perspective&#46;</p><p id="par0015" class="elsevierStylePara elsevierViewall">The aims of this study were to identify the frequency of RF testing in a primary care setting in Spain&#44; to estimate the sensitivity and specificity of RF as a test for RA&#44; to determine the proportion of patients tested who had an eventual diagnosis of RA and to explore the costs of testing RF in this setting&#46;</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Material and methods</span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Source of data and study participants</span><p id="par0020" class="elsevierStylePara elsevierViewall">Data was obtained from the Information System for the Development of Research in Primary Care &#40;SIDIAP<a class="elsevierStyleCrossRef" href="#bib0155"><span class="elsevierStyleSup">8</span></a>&#41;&#46; This contains the primary care clinical records of over five million people &#40;more than 80&#37; of the population aged &#8805;14 years&#41; in Catalonia&#44; Spain&#46; GPs use ICD-10 codes to record clinical diagnoses&#46; Each patient is assigned a unique identifier for confidentiality and data protection&#46; The data is highly representative of the population of Catalonia&#44;<a class="elsevierStyleCrossRef" href="#bib0160"><span class="elsevierStyleSup">9</span></a> and has been used to study the epidemiology of musculoskeletal conditions such as osteoporotic fractures<a class="elsevierStyleCrossRef" href="#bib0165"><span class="elsevierStyleSup">10</span></a> and osteoarthritis&#46;<a class="elsevierStyleCrossRef" href="#bib0170"><span class="elsevierStyleSup">11</span></a> In addition&#44; SIDIAP contains complete information on blood test results performed in primary care&#46; Pharmacy invoicing data is available for all subsidized medications dispensed in community pharmacies&#46; Medicines data is classified using the World Health Organization Anatomical Therapeutic Chemical classification&#47;Defined Daily Dose &#40;ATC&#47;DDD&#41; index&#46;</p><p id="par0025" class="elsevierStylePara elsevierViewall">The study protocol was approved by the SIDIAP ethics review&#46; We included all participants registered in the SIDIAP Database aged &#8805;18 years that were tested for RF between 01&#47;01&#47;2006 and 31&#47;12&#47;2011 and followed them up until the end of 2012&#46; We considered that testing contributed to the diagnosis of RA only if the time between testing and subsequent diagnosis was less than 1 year&#46;</p><p id="par0030" class="elsevierStylePara elsevierViewall">We excluded participants with a diagnosis of RA at the start of the study period&#44; and those diagnosed during the study period that had not been tested for RF during the previous year&#46; We identified the results for all RF tests performed in primary care&#44; and used the result nearest to a subsequent diagnosis of RA where patients were tested more than once&#46; We used the laboratory upper limit of normal to define a positive RF result &#40;&#8805;10<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#41;&#46; RF testing was performed using a latex-enhanced immunoturbidimetric assay&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Identification of incident RA cases</span><p id="par0035" class="elsevierStylePara elsevierViewall">We identified incident RA cases between 01&#47;01&#47;2006 and 31&#47;12&#47;2012&#44; using ICD-10 codes M05 and M06 as registered in primary care records&#46; We used a modified algorithm previously developed in the UK Clinical Practice Research Datalink &#40;CPRD&#41; database to confirm a diagnosis of RA in patients with Read codes for RA&#46;<a class="elsevierStyleCrossRef" href="#bib0175"><span class="elsevierStyleSup">12</span></a> This excluded patients with no prescription records for Disease Modifying Anti-Rheumatic Drugs &#40;DMARDs&#41; including azathioprine&#44; ciclosporin&#44; gold&#44; hydroxychloroquine&#44; leflunomide&#44; methotrexate&#44; mycophenolate&#44; penicillamine&#44; and sulfasalazine&#59; or who had a subsequent alternative diagnosis &#40;ankylosing spondylitis&#44; dermato-polymyositis&#44; fibromyalgia&#44; gout&#44; osteoarthritis&#44; psoriatic arthritis&#44; reactive arthritis&#44; scleroderma&#44; septic arthritis&#44; systemic lupus erythematosus and other spondylo-arthropathies&#41;&#46; This algorithm was subsequently validated for use in SIDIAP&#46;<a class="elsevierStyleCrossRef" href="#bib0235"><span class="elsevierStyleSup">13</span></a></p></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Statistical analyses</span><p id="par0040" class="elsevierStylePara elsevierViewall">We used a receiver operating characteristic &#40;ROC&#41; curve for RF against an incident diagnosis of RA made in the following year and estimated the area under the curve &#40;95&#37; confidence intervals&#41; to explore the sensitivity and specificity&#46; We identified the best &#8220;theoretical threshold&#8221; as the cut-off with the highest value of the total of sensitivity plus specificity&#46;</p><p id="par0045" class="elsevierStylePara elsevierViewall">We calculated the sensitivity&#44; specificity&#44; likelihood ratios&#44; and positive&#47;negative predictive values for both the pre-specified threshold and best theoretical threshold for RF&#46; We estimated age and gender-adjusted odds ratios &#40;OR&#41; for a diagnosis of RA in the year following testing using the Mantel-Haeszel test&#46;</p><p id="par0050" class="elsevierStylePara elsevierViewall">Finally&#44; we calculated the total cost of RF testing during the study period and the cost per true positive and negative case&#46;</p><p id="par0055" class="elsevierStylePara elsevierViewall">All statistical analyses were performed using Stataversion 12&#46;0 SE for Mac&#46;</p></span></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0090">Results</span><p id="par0060" class="elsevierStylePara elsevierViewall">Out of a population of 4&#44;796&#44;498&#44; 10&#46;3&#37; &#40;495&#44;434&#41; patients were tested for RF between 2006 and 2011&#46; Of these&#44; 4912 &#40;1&#46;0&#37;&#41; had an incident diagnosis of RA between 01&#47;01&#47;2006 and 31&#47;12&#47;2012&#46; <a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> shows the baseline characteristics for tested patients with and without a diagnosis of RA in the year following RF testing&#46;</p><elsevierMultimedia ident="tbl0005"></elsevierMultimedia><p id="par0065" class="elsevierStylePara elsevierViewall">Of the 495&#44;434 patients tested&#44; 107&#44;362 &#40;21&#46;7&#37;&#41; were sero-positive but only 2768 &#40;2&#46;6&#37;&#41; of these were diagnosed with RA in the following year&#46; Out of 388&#44;072 sero-negative participants&#44; 1141 &#40;0&#46;3&#37;&#41; were diagnosed with RA in the following year &#40;<a class="elsevierStyleCrossRef" href="#fig0005">Fig&#46; 1</a>&#41;&#46;</p><elsevierMultimedia ident="fig0005"></elsevierMultimedia><p id="par0070" class="elsevierStylePara elsevierViewall">The area under the ROC curve was 79&#46;9&#37; &#91;95&#37; CI 79&#46;0&#8211;80&#46;8&#37;&#93;&#46; The best theoretical cut-off value for RF was 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46; Using this value increased the specificity from 78&#46;7&#37; &#91;95&#37; CI 78&#46;6&#8211;78&#46;8&#37;&#93; to 88&#46;7&#37; &#91;95&#37; CI 88&#46;6&#8211;88&#46;8&#37;&#93; but lowered sensitivity from 70&#46;8&#37; &#91;95&#37; CI 69&#46;4&#8211;72&#46;2&#37;&#93; to 65&#46;4&#37; &#91;95&#37; CI 63&#46;9&#8211;66&#46;9&#37;&#93;&#46; RF had a low PPV of 2&#46;6&#37; &#91;95&#37; CI 2&#46;5&#8211;2&#46;7&#37;&#93; using the original cut-off&#44; or 4&#46;4&#37; &#91;95&#37; CI 4&#46;2&#8211;4&#46;6&#37;&#93; using the theoretical cut-off&#46;</p><p id="par0075" class="elsevierStylePara elsevierViewall">Age and gender-adjusted OR for a diagnosis of RA in the year following RF testing were 8&#46;57 &#91;95&#37; CI 7&#46;92&#8211;9&#46;27&#93; for RF &#8805;10<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#44; and 13&#46;83 &#91;95&#37; CI 12&#46;75&#8211;15&#46;00&#93; for the theoretical threshold of 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p><p id="par0080" class="elsevierStylePara elsevierViewall">An estimated &#8364;3&#44;963&#44;472 was spent on RF testing during the 6-year study period&#59; an average expenditure of over &#8364;660&#44;000 per annum&#46; &#8364;22&#44;144 &#40;0&#46;6&#37;&#41; was spent testing true positive cases&#46; 179 tests were performed for each true positive case giving a cost of &#8364;1432 per case&#46;</p></span><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0095">Discussion</span><p id="par0085" class="elsevierStylePara elsevierViewall">We investigated the use of RF in primary care in Spain using a large database with almost complete recording of laboratory requests&#46; Approximately 10&#37; of the source population was tested between 2006 and 2011<a class="elsevierStyleCrossRef" href="#bib0185"><span class="elsevierStyleSup">14</span></a> despite the incidence of RA being only 8&#46;3&#47;100&#44;000 in Spain&#46;<a class="elsevierStyleCrossRef" href="#bib0190"><span class="elsevierStyleSup">15</span></a> This high frequency of testing suggests that RF is requested in patients with a low pre-test probability of RA&#44; in keeping with previous work in primary care&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> Only 2&#46;6&#37; of sero-positive patients were diagnosed with RA in the following year&#46; The recommended cut off for RF was relatively low and we found that the best theoretical cut-off was 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p><p id="par0090" class="elsevierStylePara elsevierViewall">The high frequency of testing and the low PPV for RF resulted in a very high cost of testing which we estimated to be &#8364;1432 per true positive RA diagnosis&#46; This value is based on RF testing alone and does not include additional costs such as referral&#46;</p><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0100">Strengths and limitations</span><p id="par0095" class="elsevierStylePara elsevierViewall">The main strength is the comprehensive dataset&#44; which includes all blood tests and results in primary care&#44; and all primary care prescribing data&#46; The study relies on the correct use of ICD-10 codes by GPs&#44; which may be inaccurate&#46; There was no access to clinical data to confirm ACR&#47;EULAR classification criteria&#46; However&#44; we used a previously validated algorithm to select the most probable RA cases&#46;<a class="elsevierStyleCrossRefs" href="#bib0175"><span class="elsevierStyleSup">12&#44;13</span></a> We used a relatively low cut-off for defining a positive RF however the PPV remained low despite using the calculated best theoretical cut-off of 13&#46;4<span class="elsevierStyleHsp" style=""></span>IU&#47;mL&#46;</p></span><span id="sec0045" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0105">Comparison with existing literature</span><p id="par0100" class="elsevierStylePara elsevierViewall">The sensitivity and specificity obtained for RF were in keeping with previous studies&#46;<a class="elsevierStyleCrossRefs" href="#bib0195"><span class="elsevierStyleSup">16&#44;17</span></a> We considered that a positive RF only contributed to the diagnosis of RA if it occurred within the year prior to diagnosis&#59; this approach may exclude earlier RF tests that were relevant to diagnosis&#46; However&#44; calculating sensitivity and specificity based on a longer period between test and diagnosis &#40;5 years&#41; did not substantially change the results &#40;data available on request&#41;&#46; Only 955 patients were tested for anti-cyclic citrullinated peptide and so sensitivity and specificity was not calculated for this test due to the inherent selection bias of this group&#46;</p></span><span id="sec0050" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0110">Implications for practice</span><p id="par0105" class="elsevierStylePara elsevierViewall">Primary care services in Spain have state-funded GPs acting as gate-keepers to secondary care&#46;<a class="elsevierStyleCrossRef" href="#bib0205"><span class="elsevierStyleSup">18</span></a> For the best use of limited resources&#44; it is important to use tests appropriately&#46; Less than 1&#37; of patients tested had a subsequent diagnosis of RA suggesting that GPs may be using RF as a screening tool&#46; This will increase the overall cost of testing&#46;<a class="elsevierStyleCrossRef" href="#bib0150"><span class="elsevierStyleSup">7</span></a> In this 6 year study period almost &#8364;4 million were spent and the cost of testing per true positive case was &#8364;1432&#46; In comparison&#44; the estimated cost of a GP consultation in the Catalan healthcare system is &#8364;40&#44; a hand radiograph &#8364;9&#44; and a first rheumatology appointment &#8364;101 to &#8364;143&#46;<a class="elsevierStyleCrossRef" href="#bib0210"><span class="elsevierStyleSup">19</span></a> Limiting RF testing to patients with a higher pre-test probability would significantly reduce the cost of testing&#46;</p><p id="par0110" class="elsevierStylePara elsevierViewall">Inappropriate testing also increases the laboratory workload and may lead to extra consultations to discuss results&#46; Patient care is also impacted&#59; if GPs use the results of RF testing to support referral decisions&#44; there may be a delay for patients with clinical evidence of RA but who have a negative RF result&#44; even though early diagnosis and treatment of RA leads to better outcomes<a class="elsevierStyleCrossRefs" href="#bib0215"><span class="elsevierStyleSup">20&#44;21</span></a> and keeps patients in work&#46;<a class="elsevierStyleCrossRef" href="#bib0225"><span class="elsevierStyleSup">22</span></a></p><p id="par0115" class="elsevierStylePara elsevierViewall">Potential solutions include criteria restricted primary care access to RF testing&#44; issuing guidelines or reminder aids for when RF testing should be requested with local audit and feedback&#44; and primary care educational interventions such as outreach by rheumatologists and peer facilitated workshops&#46; The literature so far is unclear on which of these is the best approach&#59; a review of research on the effectiveness of interventions to improve laboratory test ordering in primary care found low levels of evidence with poor quality of studies&#46;<a class="elsevierStyleCrossRef" href="#bib0230"><span class="elsevierStyleSup">23</span></a></p><p id="par0120" class="elsevierStylePara elsevierViewall">In conclusion&#44; RF testing is inefficient and costly when used in primary care patients with a low risk of inflammatory arthritis&#46;</p></span></span><span id="sec0055" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0115">Funding</span><p id="par0125" class="elsevierStylePara elsevierViewall">DPA is funded by NIHR through an NIHR Clinician Scientist award&#46; Partial funding was provided by SIDIAP Database &#40;Idiap Jordi Gol&#41; for data extraction and data management and partial support was received from the Oxford NIHR Biomedical Research Centre &#40;BRC&#41;&#46; The research was independently conducted&#46;</p></span><span id="sec0060" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0120">Contributors</span><p id="par0130" class="elsevierStylePara elsevierViewall">AM&#44; RL and DPA designed the study&#46; DPA and RPV analyzed the data&#46; AM&#44; KM&#44; DPA&#44; RL and RPV interpreted the data&#44; and drafted the article&#46; All the co-authors revised the manuscript for important intellectual content&#44; and approved the final version&#46; RL is guarantor&#46;</p></span><span id="sec0065" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0125">Ethical approval</span><p id="par0135" class="elsevierStylePara elsevierViewall">The study protocol was approved by the SIDIAP ethics review&#46;</p></span><span id="sec0070" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0130">Conflict of interest</span><p id="par0140" class="elsevierStylePara elsevierViewall">All authors have completed the Unified Competing Interest form at<a href="http://www.icmje.org/coi_disclosure.pdf">www&#46;icmje&#46;org&#47;coi&#95;disclosure&#46;pdf</a> &#40;available on request from the corresponding author&#41;&#46; AM&#44; KM&#44; RPV&#44; CE&#44; KJ&#44; MM&#44; SC&#44; FF have no disclosures&#46; RL reports non-financial support and other from GSK&#44; personal fees from Roche&#44; personal fees from Janssen&#44; other from Nordic&#44; other from Chemocentryx&#44; personal fees from UCB&#44; outside the submitted work&#59; CC reports personal fees from consultancy&#44; lecture fees and honoraria from AMGEN&#44; GSK&#44; Alliance for Better Bone Health&#44; MSD&#44; Eli Lilly&#44; Pfizer&#44; Novartis&#44; Servier&#44; Merck&#44; Medtronic and Roche&#44; outside the submitted work&#59; DPA reports grants from BIOIBERICA&#44; grants from AMGEN SPAIN&#44; outside the submitted work&#59; NA reports personal fees from FLEXION &#40;PharmaNet&#41;&#44; personal fees from Lily&#44; personal fees from Merck&#44; personal fees from Q-Med&#44; personal fees from Roche&#44; personal fees from Smith &#38; Nephew&#44; grants from NOVARTIS&#44; grants from PFIZER&#44; grants from Schering-Plough&#44; grants from Servier&#44; personal fees from AMGEN&#44; personal fees from GSK&#44; personal fees from NiCox&#44; personal fees from Smith &#38; Nephew&#44; outside the submitted work&#46;</p></span></span>"
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            1 => "Rheumatoid factor"
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            0 => "Especificidad&#44; sensibilidad"
            1 => "Factor reumatoide"
            2 => "Artritis reumatoide"
            3 => "Atenci&#243;n primaria"
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        "titulo" => "Abstract"
        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0010">Objective</span><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">Rheumatoid factor &#40;RF&#41; testing is used in primary care in the diagnosis of rheumatoid arthritis &#40;RA&#41;&#59; however a positive RF may occur without RA&#46; Incorrect use of RF testing may lead to increased costs and delayed diagnoses&#46; The aim was to assess the performance of RF as a test for RA and to estimate the costs associated with its use in a primary care setting&#46;</p></span> <span id="abst0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0015">Material and methods</span><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">A retrospective cohort study using the Information System for the Development of Research in Primary Care database &#40;contains primary care records and laboratory results of &#62;80&#37; of the Catalonian population&#44; Spain&#41;&#46; Participants were patients &#8805;18 years with &#8805;1 RF test performed between 01&#47;01&#47;2006 and 31&#47;12&#47;2011&#44; without a pre-existing diagnosis of RA&#46; Outcome measures were an incident diagnosis of RA within 1 year of testing&#44; and the cost of testing per case of RA&#46;</p></span> <span id="abst0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0020">Results</span><p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">495&#44;434&#47;4&#44;796&#44;498 &#40;10&#46;3&#37;&#41; patients were tested at least once&#46; 107&#44;362 &#40;21&#46;7&#37;&#41; of those tested were sero-positive of which 2768 &#40;2&#46;6&#37;&#41; were diagnosed with RA within 1 year as were 1141&#47;388&#44;072 &#40;0&#46;3&#37;&#41; sero-negative participants&#46; The sensitivity of RF was 70&#46;8&#37; &#40;95&#37; CI 69&#46;4&#8211;72&#46;2&#41;&#44; specificity 78&#46;7&#37; &#40;78&#46;6&#8211;78&#46;8&#41;&#44; and positive and negative predictive values 2&#46;6&#37; &#40;2&#46;5&#8211;2&#46;7&#41; and 99&#46;7&#37; &#40;99&#46;6&#8211;99&#46;7&#41; respectively&#46; Approximately &#8364;3&#44;963&#44;472 was spent&#44; with a cost of &#8364;1432 per true positive case&#46;</p></span> <span id="abst0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Conclusions</span><p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">Although 10&#37; of patients were tested for RF&#44; most did not have RA&#46; Limiting testing to patients with a higher pre-test probability would significantly reduce the cost of testing&#46;</p></span>"
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            "titulo" => "Objective"
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        "resumen" => "<span id="abst0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Objetivos</span><p id="spar0025" class="elsevierStyleSimplePara elsevierViewall">El factor reumatoide &#40;FR&#41; se usa en atenci&#243;n primaria para el diagn&#243;stico de la artritis reumatoide &#40;AR&#41;&#59; sin embargo&#44; un FR positivo puede observarse en sujetos sin AR&#44; y su uso inapropiado puede conllevar costes y retraso diagn&#243;stico&#46; En este contexto&#44; estudiamos la utilidad y costes del FR como test diagn&#243;stico de la AR en atenci&#243;n primaria&#46;</p></span> <span id="abst0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">M&#233;todos</span><p id="spar0030" class="elsevierStyleSimplePara elsevierViewall">Estudio de cohortes retrospectivas basadas en datos de historia cl&#237;nica informatizada de &#62;<span class="elsevierStyleHsp" style=""></span>80&#37; de la poblaci&#243;n de Catalu&#241;a &#40;SIDIAP&#41;&#46; Se incluyeron sujetos de edad &#8805;<span class="elsevierStyleHsp" style=""></span>18 a&#241;os y con &#8805;<span class="elsevierStyleHsp" style=""></span>1 medida de FR entre el 1&#47;1&#47;2006 y el 31&#47;12&#47;2011&#44; sin diagn&#243;stico previo de AR&#46; El diagn&#243;stico incidente de AR durante el a&#241;o posterior a la medida de FR&#44; y el coste por caso de AR fueron las medidas de inter&#233;s&#46;</p></span> <span id="abst0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Resultados</span><p id="spar0035" class="elsevierStyleSimplePara elsevierViewall">495&#46;434&#47;4&#46;796&#46;498 &#40;10&#44;3&#37;&#41; pacientes tuvieron al menos una medida de FR 107&#46;362 &#40;21&#44;7&#37;&#41; de estos fueron sero-positivos&#44; de los cuales solo 2&#46;768 &#40;2&#44;6&#37;&#41; fueron diagnosticados de AR en el a&#241;o siguiente&#44; comparado a 1&#46;141&#47;388&#46;072 &#40;0&#44;3&#37;&#41; diagn&#243;sticos en sero-negativos&#46; La sensibilidad del FR fue del 70&#44;8&#37; &#40;IC 95&#37;&#58; 69&#44;4 a 72&#44;2&#37;&#41;&#44; especificidad 78&#44;7&#37; &#40;78&#44;6 a 78&#44;8&#37;&#41;&#44; y valor predictivo positivo y negativo 2&#44;6&#37; &#40;2&#44;5 a 2&#44;7&#37;&#41; y 99&#44;7&#37; &#40;99&#44;6 a 99&#44;7&#37;&#41;&#44; respectivamente&#46; El coste total estimado fue de 3&#46;963&#44;472<span class="elsevierStyleHsp" style=""></span>&#8364;&#44; alrededor de 1&#46;432<span class="elsevierStyleHsp" style=""></span>&#8364; por caso de AR diagnosticado&#46;</p></span> <span id="abst0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Conclusiones</span><p id="spar0040" class="elsevierStyleSimplePara elsevierViewall">Aunque el 10&#37; de participantes &#40;casi medio mill&#243;n de personas&#41; fueron sujetos de medici&#243;n&#47;es de FR&#44; la mayor&#237;a no desarrollaron AR&#46; El uso de FR en pacientes con mayor probabilidad pre-test reducir&#237;a de forma significativa su coste&#46;</p></span>"
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                  "referenciaCompleta" => "NICE&#44; Rheumatoid arthritis &#91;Internet&#93;&#46; Available from&#58; <a target="_blank" href="http://publications.nice.org.uk/quality-standard-for-rheumatoid-arthritis-qs33">http&#58;&#47;&#47;publications&#46;nice&#46;org&#46;uk&#47;quality-standard-for-rheumatoid-arthritis-qs33</a> &#91;cited 29&#46;03&#46;14&#93;&#46;"
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