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    "textoCompleto" => "<span class="elsevierStyleSections"><p id="par0005" class="elsevierStylePara elsevierViewall">We read with great interest the Letter to the Editor by Paiva et al&#46; We appreciate their interest and their constructive comments on our article recently published in the <span class="elsevierStyleItalic">Journal</span> in which we develop and validate a simple risk stratification score &#40;ProACS&#41; for patients with acute coronary syndromes from a large nationwide registry&#46;<a class="elsevierStyleCrossRef" href="#bib0050"><span class="elsevierStyleSup">1</span></a> In our paper&#44; the ProACS risk score showed a significantly lower discriminative power compared to the GRACE score in the external validation cohort&#44; but slightly better compared to the development and internal validation cohorts&#46; The Canada Acute Coronary Syndrome &#40;C-ACS&#41; risk score&#44;<a class="elsevierStyleCrossRef" href="#bib0070"><span class="elsevierStyleSup">5</span></a> developed with the same principles and objectives&#44; yields similar discriminative power to our own score but is still considered adequate&#46; Paiva et al&#46; performed an additional external validation &#40;highly recommended for any prediction model&#41; in an independent contemporary cohort of 1000 consecutive myocardial infarction &#40;MI&#41; patients &#40;43&#46;5&#37; with ST-elevation MI &#91;STEMI&#93;&#41;&#44; fairly similar to the external validation cohort from our paper&#46;<a class="elsevierStyleCrossRefs" href="#bib0055"><span class="elsevierStyleSup">2&#44;3</span></a> Their results showed that 98&#37; of in-hospital deaths were accurately classified in the intermediate- or high-risk groups&#59; however&#44; the ProACS score&#39;s discriminative power was significantly lower than that of the GRACE score &#40;and slightly lower than our results&#41;&#44; which might compromise the accuracy of risk stratification&#46; They also performed a risk reclassification study&#44; which showed that ProACS is better at identifying low-risk patients&#44; particularly in the non-ST-elevation MI &#40;NSTEMI&#41; cohort&#46; GRACE is superior in identifying high-risk patients&#46; We obviously agree with the authors&#8217; concluding remark that it remains to be determined whether the simplicity of this new score is offset by its inferior prognostic power compared to the gold standard GRACE risk score&#46;</p><p id="par0010" class="elsevierStylePara elsevierViewall">Our group also performed an external validation in patients from a single center&#44; although with some different baseline characteristics&#44; particularly a predominance of STEMI &#40;62&#37;&#41; and with more cardiovascular risk factors&#46;<a class="elsevierStyleCrossRef" href="#bib0065"><span class="elsevierStyleSup">4</span></a> Compared to GRACE&#44; we also obtained a lower discriminative power&#44; with an area under the curve &#40;AUC&#41; of 0&#46;769 for in-hospital mortality&#44; similar to that reported for C-ACS&#44; and slightly superior in STEMI &#40;0&#46;77 vs&#46; 0&#46;74&#41;&#44; albeit non-significant&#46;<a class="elsevierStyleCrossRef" href="#bib0070"><span class="elsevierStyleSup">5</span></a> Also in an earlier study from our group in a STEMI cohort&#44; we showed that a simple &#40;reduced&#41; score &#40;not yet the ProACS score&#41; led to significant improvement when reclassification was analyzed&#44; particularly in patients without events&#44; as was also demonstrated by Paiva et al&#46;<a class="elsevierStyleCrossRefs" href="#bib0055"><span class="elsevierStyleSup">2&#44;6</span></a></p><p id="par0015" class="elsevierStylePara elsevierViewall">From a statistical point of view&#44; dissatisfaction with AUC analysis has prompted proposals for new statistical metrics based on risk categories and reclassification&#46;<a class="elsevierStyleCrossRef" href="#bib0080"><span class="elsevierStyleSup">7</span></a> Reclassification analysis with the use of net reclassification improvement &#40;NRI&#41; and integrated discrimination improvement &#40;IDI&#41; are particularly useful because they can help to clarify and quantify the degree of correct reclassification of predicted probabilities&#46; However&#44; for some authors NRI has many of the same problems as the AUC&#46;<a class="elsevierStyleCrossRefs" href="#bib0085"><span class="elsevierStyleSup">8&#44;9</span></a> It is sometimes difficult to be sure if the measure is clinically meaningful due to lack of experience with the index&#46; Some authors recommend the use of category-free &#40;or continuous&#41; NRI&#44; avoiding predefined risk categories&#44; but this can also mislead investigators by overstating the incremental value of an additional biomarker&#46; Furthermore&#44; without proper attention to model fit&#44; NRI can mislead researchers and it is recommended to use bootstrap methods for estimating the variance of NRI and constructing confidence intervals&#46; For those reasons&#44; some caution is advised when interpreting reclassification analysis&#46; Also&#44; in the presence of a fairly robust risk score&#44; such as GRACE&#44; the quantitative improvement in model performance is expected to be small or even negative&#46;</p><p id="par0020" class="elsevierStylePara elsevierViewall">Finally&#44; from a clinical point of view&#44; the fact that ProACS&#39;s predicted ability is lower than GRACE does not hinder its application&#44; because an AUC &#8805;0&#46;75 means that it is still valid&#46; The ProACS risk score better identifies those who do not have events&#46; This is clinically important&#44; because identification of these &#8220;truly low-risk patients&#8221; may enable better patient selection&#44; avoiding unnecessary interventions that can increase costs as well as the risk of intervention-related adverse events&#44; and may help in the selection of patients for early discharge&#46; As we stated in our paper&#44; risk stratification is a dynamic process that requires risk recalculation after admission&#46; ProACS can be used at the first medical contact&#44; when it is important to decide whether to refer the patient directly to a tertiary hospital&#44; and due to its simplicity&#44; even healthcare professionals without advanced medical or cardiological training &#40;in a pre-hospital setting or in emergency department triage&#41; can use this simple score&#46; However&#44; when full clinical and laboratory data are available&#44; clinicians should calculate the GRACE score&#44; because it provides more accurate risk stratification&#44; which is crucial to patient management decisions&#46;</p><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0005">Conflicts of interest</span><p id="par0025" class="elsevierStylePara elsevierViewall">The author has no conflicts of interest to declare&#46;</p></span></span>"
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Letter to the Editor
Response to Letter to the Editor “Risk stratification in acute coronary syndromes: Graced by a new score?”
Resposta à Carta ao Editor «Estratificação de risco nas síndromas coronárias agudas: como poderá o Grace ser destronado?»
Ana Timóteo
Serviço de Cardiologia, CHLC, Hospital de Santa Marta, Lisboa, Portugal
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    "textoCompleto" => "<span class="elsevierStyleSections"><p id="par0005" class="elsevierStylePara elsevierViewall">We read with great interest the Letter to the Editor by Paiva et al&#46; We appreciate their interest and their constructive comments on our article recently published in the <span class="elsevierStyleItalic">Journal</span> in which we develop and validate a simple risk stratification score &#40;ProACS&#41; for patients with acute coronary syndromes from a large nationwide registry&#46;<a class="elsevierStyleCrossRef" href="#bib0050"><span class="elsevierStyleSup">1</span></a> In our paper&#44; the ProACS risk score showed a significantly lower discriminative power compared to the GRACE score in the external validation cohort&#44; but slightly better compared to the development and internal validation cohorts&#46; The Canada Acute Coronary Syndrome &#40;C-ACS&#41; risk score&#44;<a class="elsevierStyleCrossRef" href="#bib0070"><span class="elsevierStyleSup">5</span></a> developed with the same principles and objectives&#44; yields similar discriminative power to our own score but is still considered adequate&#46; Paiva et al&#46; performed an additional external validation &#40;highly recommended for any prediction model&#41; in an independent contemporary cohort of 1000 consecutive myocardial infarction &#40;MI&#41; patients &#40;43&#46;5&#37; with ST-elevation MI &#91;STEMI&#93;&#41;&#44; fairly similar to the external validation cohort from our paper&#46;<a class="elsevierStyleCrossRefs" href="#bib0055"><span class="elsevierStyleSup">2&#44;3</span></a> Their results showed that 98&#37; of in-hospital deaths were accurately classified in the intermediate- or high-risk groups&#59; however&#44; the ProACS score&#39;s discriminative power was significantly lower than that of the GRACE score &#40;and slightly lower than our results&#41;&#44; which might compromise the accuracy of risk stratification&#46; They also performed a risk reclassification study&#44; which showed that ProACS is better at identifying low-risk patients&#44; particularly in the non-ST-elevation MI &#40;NSTEMI&#41; cohort&#46; GRACE is superior in identifying high-risk patients&#46; We obviously agree with the authors&#8217; concluding remark that it remains to be determined whether the simplicity of this new score is offset by its inferior prognostic power compared to the gold standard GRACE risk score&#46;</p><p id="par0010" class="elsevierStylePara elsevierViewall">Our group also performed an external validation in patients from a single center&#44; although with some different baseline characteristics&#44; particularly a predominance of STEMI &#40;62&#37;&#41; and with more cardiovascular risk factors&#46;<a class="elsevierStyleCrossRef" href="#bib0065"><span class="elsevierStyleSup">4</span></a> Compared to GRACE&#44; we also obtained a lower discriminative power&#44; with an area under the curve &#40;AUC&#41; of 0&#46;769 for in-hospital mortality&#44; similar to that reported for C-ACS&#44; and slightly superior in STEMI &#40;0&#46;77 vs&#46; 0&#46;74&#41;&#44; albeit non-significant&#46;<a class="elsevierStyleCrossRef" href="#bib0070"><span class="elsevierStyleSup">5</span></a> Also in an earlier study from our group in a STEMI cohort&#44; we showed that a simple &#40;reduced&#41; score &#40;not yet the ProACS score&#41; led to significant improvement when reclassification was analyzed&#44; particularly in patients without events&#44; as was also demonstrated by Paiva et al&#46;<a class="elsevierStyleCrossRefs" href="#bib0055"><span class="elsevierStyleSup">2&#44;6</span></a></p><p id="par0015" class="elsevierStylePara elsevierViewall">From a statistical point of view&#44; dissatisfaction with AUC analysis has prompted proposals for new statistical metrics based on risk categories and reclassification&#46;<a class="elsevierStyleCrossRef" href="#bib0080"><span class="elsevierStyleSup">7</span></a> Reclassification analysis with the use of net reclassification improvement &#40;NRI&#41; and integrated discrimination improvement &#40;IDI&#41; are particularly useful because they can help to clarify and quantify the degree of correct reclassification of predicted probabilities&#46; However&#44; for some authors NRI has many of the same problems as the AUC&#46;<a class="elsevierStyleCrossRefs" href="#bib0085"><span class="elsevierStyleSup">8&#44;9</span></a> It is sometimes difficult to be sure if the measure is clinically meaningful due to lack of experience with the index&#46; Some authors recommend the use of category-free &#40;or continuous&#41; NRI&#44; avoiding predefined risk categories&#44; but this can also mislead investigators by overstating the incremental value of an additional biomarker&#46; Furthermore&#44; without proper attention to model fit&#44; NRI can mislead researchers and it is recommended to use bootstrap methods for estimating the variance of NRI and constructing confidence intervals&#46; For those reasons&#44; some caution is advised when interpreting reclassification analysis&#46; Also&#44; in the presence of a fairly robust risk score&#44; such as GRACE&#44; the quantitative improvement in model performance is expected to be small or even negative&#46;</p><p id="par0020" class="elsevierStylePara elsevierViewall">Finally&#44; from a clinical point of view&#44; the fact that ProACS&#39;s predicted ability is lower than GRACE does not hinder its application&#44; because an AUC &#8805;0&#46;75 means that it is still valid&#46; The ProACS risk score better identifies those who do not have events&#46; This is clinically important&#44; because identification of these &#8220;truly low-risk patients&#8221; may enable better patient selection&#44; avoiding unnecessary interventions that can increase costs as well as the risk of intervention-related adverse events&#44; and may help in the selection of patients for early discharge&#46; As we stated in our paper&#44; risk stratification is a dynamic process that requires risk recalculation after admission&#46; ProACS can be used at the first medical contact&#44; when it is important to decide whether to refer the patient directly to a tertiary hospital&#44; and due to its simplicity&#44; even healthcare professionals without advanced medical or cardiological training &#40;in a pre-hospital setting or in emergency department triage&#41; can use this simple score&#46; However&#44; when full clinical and laboratory data are available&#44; clinicians should calculate the GRACE score&#44; because it provides more accurate risk stratification&#44; which is crucial to patient management decisions&#46;</p><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0005">Conflicts of interest</span><p id="par0025" class="elsevierStylePara elsevierViewall">The author has no conflicts of interest to declare&#46;</p></span></span>"
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ISSN: 21742049
Original language: English
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Revista Portuguesa de Cardiologia (English edition)
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