BackgroundIschemic stroke (IS) is the most common and life-threatening arterial manifestation of antiphospholipid syndrome (APS). It is related to high mortality and severe permanent disability in survivors. Thus, it is essential to identify patients with APS at high risk of IS and adopt individual-level preventive measures. This study was conducted to identify risk factors for IS in patients with APS and to develop a nomogram specifically for IS prediction in these patients by combining the adjusted Global Anti-Phospholipid Syndrome Score (aGAPSS) with additional clinical and laboratory data. MethodsA total of 478 consecutive patients with APS were enrolled retrospectively. All patients were randomly assigned to the training and validation cohorts. Univariate and multivariate binary logistic analyses were conducted to identify predictors of IS in the training cohort. Then, a nomogram was developed based on these predictors. The predictive performance of the nomogram for the training and validation cohorts was evaluated by determining areas under the receiver operating characteristic curve (AUROC) and creating calibration plots. A decision curve analysis (DCA) was conducted to compare the potential net benefits of the nomogram with those of the aGAPSS. ResultsDuring a mean follow-up period of 2.7 years, 26.9% (129/478) of the patients were diagnosed with IS. Binary logistic regression analysis revealed that five risk factors were independent clinical predictors of IS: age (P < 0.001), diabetes (P = 0.030), hyperuricemia (P < 0.001), the platelet count (P = 0.001), and the aGAPSS (P = 0.001). These predictors were incorporated into the nomogram, named the aGAPSS-IS. The nomogram showed satisfactory performance in the training [AUROC = 0.853 (95% CI, 0.802-0.896] and validation [AUROC = 0.793 (95% CI, 0.737-0.843)] cohorts. Calibration curves showed good concordance between observed and nomogram-predicted probability in the training and validation cohorts. The DCA confirmed that the aGAPSS-IS provided more net benefits than the aGAPSS in both cohorts. ConclusionAge, diabetes, hyperuricemia, the platelet count, and the aGAPSS were risk factors for IS in patients with APS. The aGAPSS-IS may be a good tool for IS risk stratification for patients with APS based on routinely available data.
机构:
Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Gaspersic, Natasa
Zaletel, Marjan
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Univ Med Ctr Ljubljana, Dept Neurol, Zaloska 2, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Zaletel, Marjan
Kobal, Jan
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Univ Med Ctr Ljubljana, Dept Neurol, Zaloska 2, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Kobal, Jan
Zigon, Polona
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Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Zigon, Polona
Cucnik, Sasa
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Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Univ Ljubljana, Fac Pharm, Askerceva 7, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Cucnik, Sasa
Semrl, Snezna Sodin
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Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Univ Primorska, Fac Math Nat Sci & Informat Technol, Glagoljaska 8, SI-6000 Koper, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Semrl, Snezna Sodin
Tomsic, Matija
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Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Univ Ljubljana, Fac Med, Vrazov Trg 2, SI-1104 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
Tomsic, Matija
Ambrozic, Ales
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Univ Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, SloveniaUniv Med Ctr Ljubljana, Dept Rheumatol, Vodnikova 62, SI-1000 Ljubljana, Slovenia
机构:
PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Beijing Inst Radiat Med, Dept Pharmaceut Sci, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Lai, Cheng-cai
Yao, Yin-dan
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Ningbo 2 Hosp, Dept Neurol, Ningbo, Zhejiang, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Yao, Yin-dan
Li, Xia
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
BaoTou Ctr Hosp, Dept Neurol, Baotou, Peoples R China
Inner Mongolia Med Univ, Neurointervent Med Ctr, Hohhot, Inner Mongolia, Peoples R China
Inst Cerebrovasc Dis Inner Mongolia, Hohhot, Inner Mongolia, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Li, Xia
Liu, Ao-fei
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Liu, Ao-fei
Li, Chen
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Li, Chen
Liu, Yun-e
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Liu, Yun-e
Jiang, Chang-chun
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BaoTou Ctr Hosp, Dept Neurol, Baotou, Peoples R China
Inner Mongolia Med Univ, Neurointervent Med Ctr, Hohhot, Inner Mongolia, Peoples R China
Inst Cerebrovasc Dis Inner Mongolia, Hohhot, Inner Mongolia, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Jiang, Chang-chun
Zhang, Ying-ying
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Zhang, Ying-ying
Jin, Min
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Jin, Min
Lv, Jin
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
Lv, Jin
Jiang, Wei-jian
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PLA Rocket Force Characterist Med Ctr, Beijing, Peoples R ChinaPLA Rocket Force Characterist Med Ctr, Beijing, Peoples R China
机构:
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Stroke Ctr, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Rodriguez-Sanz, Ana
Martinez-Sanchez, Patricia
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Stroke Ctr, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Martinez-Sanchez, Patricia
Prefasi, Daniel
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Stroke Ctr, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Prefasi, Daniel
Fuentes, Blanca
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Stroke Ctr, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Fuentes, Blanca
Pascual-Salcedo, Dora
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Immunol, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Pascual-Salcedo, Dora
Jesus Blanco-Banares, Maria
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Haematol, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Jesus Blanco-Banares, Maria
Diez-Tejedor, Exuperio
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Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
Univ Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Stroke Ctr, Madrid, SpainUniv Autonoma Madrid, La Paz Univ Hosp, IdiPAZ Hlth Res Inst, Dept Neurol, Madrid, Spain
机构:
St Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, EnglandSt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England
Sciascia, S.
Sanna, G.
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St Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, EnglandSt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England
Sanna, G.
Murru, V
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St Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, EnglandSt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England
Murru, V
Roccatello, D.
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Univ Turin, Ctr Ric Immunol Clin & Immunopatol & Documentaz M, Turin, ItalySt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England
Roccatello, D.
Khamashta, M.
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St Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, EnglandSt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England
Khamashta, M.
Bertolaccini, M. L.
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Kings Coll London, Rayne Inst, Div Womens Hlth, Graham Hughes Lupus Res Lab,Lupus Res Unit, London WC2R 2LS, EnglandSt Thomas Hosp, Guys & St Thomas NHS Fdn Trust, Louise Coote Lupus Unit, London, England