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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: 08702551
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2024 Maio 34 25 59
2024 Abril 38 23 61
2024 Maro 29 18 47
2024 Fevereiro 30 17 47
2024 Janeiro 18 26 44
2023 Dezembro 33 26 59
2023 Novembro 29 27 56
2023 Outubro 23 11 34
2023 Setembro 21 23 44
2023 Agosto 17 25 42
2023 Julho 22 12 34
2023 Junho 22 14 36
2023 Maio 28 25 53
2023 Abril 19 7 26
2023 Maro 23 21 44
2023 Fevereiro 24 16 40
2023 Janeiro 8 16 24
2022 Dezembro 33 22 55
2022 Novembro 29 27 56
2022 Outubro 22 23 45
2022 Setembro 24 30 54
2022 Agosto 30 29 59
2022 Julho 27 38 65
2022 Junho 17 25 42
2022 Maio 23 35 58
2022 Abril 18 27 45
2022 Maro 25 39 64
2022 Fevereiro 20 24 44
2022 Janeiro 25 25 50
2021 Dezembro 15 34 49
2021 Novembro 25 29 54
2021 Outubro 29 50 79
2021 Setembro 24 31 55
2021 Agosto 24 31 55
2021 Julho 16 19 35
2021 Junho 19 25 44
2021 Maio 18 36 54
2021 Abril 24 36 60
2021 Maro 59 24 83
2021 Fevereiro 71 24 95
2021 Janeiro 33 15 48
2020 Dezembro 26 19 45
2020 Novembro 28 14 42
2020 Outubro 16 14 30
2020 Setembro 54 17 71
2020 Agosto 13 5 18
2020 Julho 39 8 47
2020 Junho 31 14 45
2020 Maio 30 4 34
2020 Abril 32 10 42
2020 Maro 21 11 32
2020 Fevereiro 45 18 63
2020 Janeiro 33 11 44
2019 Dezembro 26 8 34
2019 Novembro 18 6 24
2019 Outubro 18 6 24
2019 Setembro 13 4 17
2019 Agosto 31 5 36
2019 Julho 26 16 42
2019 Junho 21 16 37
2019 Maio 31 15 46
2019 Abril 14 12 26
2019 Maro 18 10 28
2019 Fevereiro 14 12 26
2019 Janeiro 12 4 16
2018 Dezembro 23 8 31
2018 Novembro 25 2 27
2018 Outubro 62 14 76
2018 Setembro 27 12 39
2018 Agosto 22 9 31
2018 Julho 8 5 13
2018 Junho 24 9 33
2018 Maio 20 10 30
2018 Abril 24 9 33
2018 Maro 47 16 63
2018 Fevereiro 18 5 23
2018 Janeiro 19 10 29
2017 Dezembro 36 26 62
2017 Novembro 49 25 74
2017 Outubro 58 41 99
2017 Setembro 48 36 84
2017 Agosto 4 9 13
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