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Browsing by Author "Templin, Christian"

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    A novel clinical score (InterTAK Diagnostic Score) to differentiate takotsubo syndrome from acute coronary syndrome: results from the International Takotsubo Registry
    (2017)
    Ghadri, Jelena R.
    ;
    Cammann, Victoria L.
    ;
    Jurisic, Stjepan
    ;
    Seifert, Burkhardt
    ;
    Napp, Lars Christian
    ;
    Diekmann, Johanna
    ;
    Bataiosu, Dana Roxana
    ;
    D’Ascenzo, Fabrizio
    ;
    Ding, Katharina J.
    ;
    Sarcon, Annahita
    ;
    Kazemian, Elycia
    ;
    Birri, Tanja
    ;
    Ruschitzka, Frank
    ;
    Lüscher, Thomas F.
    ;
    Templin, Christian
    Aims Clinical presentation of takotsubo syndrome (TTS) mimics acute coronary syndrome (ACS) and does not allow differentiation. We aimed to develop a clinical score to estimate the probability of TTS and to distinguish TTS from ACS in the acute stage. Methods and results Patients with TTS were recruited from the International Takotsubo Registry ( www.takotsubo‐registry.com) and ACS patients from the leading hospital in Zurich. A multiple logistic regression for the presence of TTS was performed in a derivation cohort (TTS, n = 218; ACS, n = 436). The best model was selected and formed a score (InterTAK Diagnostic Score) with seven variables, and each was assigned a score value: female sex 25, emotional trigger 24, physical trigger 13, absence of ST‐segment depression (except in lead aVR) 12, psychiatric disorders 11, neurologic disorders 9, and QTc prolongation 6 points. The area under the curve (AUC) for the resulting score was 0.971 [95% confidence interval (CI) 0.96–0.98] and using a cut‐off value of 40 score points, sensitivity was 89% and specificity 91%. When patients with a score of ≥50 were diagnosed as TTS, nearly 95% of TTS patients were correctly diagnosed. When patients with a score ≤31 were diagnosed as ACS, ∼95% of ACS patients were diagnosed correctly. The score was subsequently validated in an independent validation cohort (TTS, n = 173; ACS, n = 226), resulting in a score AUC of 0.901 (95% CI 0.87–0.93). Conclusion The InterTAK Diagnostic Score estimates the probability of the presence of TTS and is able to distinguish TTS from ACS with a high sensitivity and specificity.
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    Age-Related Variations in Takotsubo Syndrome
    (2020-04-28)
    Cammann, Victoria L
    ;
    Szawan, Konrad A
    ;
    Stähli, Barbara E
    ;
    Kato, Ken
    ;
    Budnik, Monika
    ;
    Wischnewsky, Manfred
    ;
    Dreiding, Sara
    ;
    Levinson, Rena A
    ;
    Di Vece, Davide
    ;
    Gili, Sebastiano
    ;
    Templin, Christian
    Takotsubo syndrome (TTS) occurs predominantly in post-menopausal women but is also found in younger patients.
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    Cardiac arrest in takotsubo syndrome: results from the InterTAK Registry
    (2019)
    Gili, Sebastiano
    ;
    Cammann, Victoria L.
    ;
    Schlossbauer, Susanne A.
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    Kato, Ken
    ;
    D’Ascenzo, Fabrizio
    ;
    Di Vece, Davide
    ;
    Jurisic, Stjepan
    ;
    Micek, Jozef
    ;
    Obeid, Slayman
    ;
    Bacchi, Beatrice
    ;
    Szawan, Konrad A.
    ;
    Famos, Flurina
    ;
    Sarcon, Annahita
    ;
    Levinson, Rena
    ;
    Ding, Katharina J.
    ;
    Seifert, Burkhardt
    ;
    Lenoir, Olivia
    ;
    Bossone, Eduardo
    ;
    Citro, Rodolfo
    ;
    Franke, Jennifer
    ;
    Napp, L. Christian
    ;
    Jaguszewski, Milosz
    ;
    Noutsias, Michel
    ;
    Münzel, Thomas
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Katus, Hugo A.
    ;
    Burgdorf, Christof
    ;
    Schunkert, Heribert
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Tschöpe, Carsten
    ;
    Pieske, Burkert M.
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
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    Hasenfuß, Gerd  
    ;
    Karakas, Mahir
    ;
    Koenig, Wolfgang
    ;
    Rottbauer, Wolfgang
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    Said, Samir M.
    ;
    Braun-Dullaeus, Ruediger C.
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A.
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    Vasankari, Tuija
    ;
    Airaksinen, K. E. Juhani
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    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Crea, Filippo
    ;
    Dichtl, Wolfgang
    ;
    Empen, Klaus
    ;
    Felix, Stephan B.
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    El-Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Borggrefe, Martin
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    Horowitz, John D.
    ;
    Kozel, Martin
    ;
    Tousek, Petr
    ;
    Widimský, Petr
    ;
    Winchester, David E.
    ;
    Ukena, Christian
    ;
    Gaita, Fiorenzo
    ;
    Di Mario, Carlo
    ;
    Wischnewsky, Manfred B.
    ;
    Bax, Jeroen J.
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    Prasad, Abhiram
    ;
    Böhm, Michael
    ;
    Ruschitzka, Frank
    ;
    Lüscher, Thomas F.
    ;
    Ghadri, Jelena R.
    ;
    Templin, Christian
    We aimed to evaluate the frequency, clinical features, and prognostic implications of cardiac arrest (CA) in takotsubo syndrome (TTS).
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    Cardiac biomarkers for diagnosing Takotsubo syndrome
    (2024)
    Schweiger, Victor
    ;
    Di Vece, Davide
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    Cammann, Victoria L
    ;
    Koleva, Iva
    ;
    Würdinger, Michael
    ;
    Gilhofer, Thomas
    ;
    Rajman, Katja
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    Szawan, Konrad A
    ;
    Niederseer, David
    ;
    Citro, Rodolfo
    ;
    Templin, Christian
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    Cardiac troponin elevation and mortality in takotsubo syndrome: New insights from the international takotsubo registry
    (2024)
    Stähli, Barbara E.
    ;
    Schindler, Matthias
    ;
    Schweiger, Victor
    ;
    Cammann, Victoria L.
    ;
    Szawan, Konrad A.
    ;
    Niederseer, David
    ;
    Würdinger, Michael
    ;
    Schönberger, Alexander
    ;
    Schönberger, Maximilian
    ;
    Koleva, Iva
    ;
    Templin, Christian
    Abstract Background The clinical relevance of cardiac troponin (cTn) elevation in takotsubo syndrome (TTS) remains uncertain. The present study sought to investigate the role of cardiac troponin (cTn) elevations in mortality prediction of patients with Takotsubo syndrome (TTS). Methods Patients enrolled in the International Takotsubo (InterTAK) Registry from January 2011 to February 2020 with available data on peak cTn levels were included in the analysis. Peak cTn levels during the index hospitalization were used to define clinically relevant myocardial injury. The threshold at which clinically relevant myocardial injury drives mortality at 1 year was identified using restricted cubic spline analysis. Results Out of 2′938 patients, 222 (7.6%) patients died during 1‐year follow‐up. A more than 28.8‐fold increase of cTn above the upper reference limit was identified as threshold for clinically relevant myocardial injury. The presence of clinically relevant myocardial injury was significantly associated with an increased risk of mortality at 5 years (adjusted HR 1.58, 95% CI 1.18–2.12, p  =.002). Clinically relevant myocardial injury was related to an increased 5‐year mortality risk in patients with apical TTS (adjusted HR 1.57, 95% CI 1.21–2.03, p  =.001), in presence of physical stressors (adjusted HR 1.60, 95% CI 1.22–2.11, p  =.001), and in absence of emotional stressors (adjusted HR 1.49, 95% CI, 1.17–1.89, p  =.001). Conclusion This study for the first time determined a troponin threshold for the identification of TTS patients at excess risk of mortality. These findings advance risk stratification in TTS and assist in identifying patients in need for close monitoring and follow‐up.
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    Catecholamine-Dependent β-Adrenergic Signaling in a Pluripotent Stem Cell Model of Takotsubo Cardiomyopathy
    (2017)
    Borchert, Thomas  
    ;
    Hübscher, Daniela  
    ;
    Guessoum, Celina I.  
    ;
    Lam, Tuan-Dinh D.
    ;
    Ghadri, Jelena R.
    ;
    Schellinger, Isabel N.  
    ;
    Tiburcy, Malte  
    ;
    Liaw, Norman Y.  
    ;
    Li, Yun  
    ;
    Haas, Jan
    ;
    Sossalla, Samuel  
    ;
    Huber, Mia A.
    ;
    Cyganek, Lukas  
    ;
    Jacobshagen, Claudius  
    ;
    Dressel, Ralf  
    ;
    Raaz, Uwe  
    ;
    Nikolaev, Viacheslav O.  
    ;
    Guan, Kaomei  
    ;
    Thiele, Holger
    ;
    Meder, Benjamin
    ;
    Wollnik, Bernd  
    ;
    Zimmermann, Wolfram-Hubertus  
    ;
    Lüscher, Thomas F.
    ;
    Hasenfuss, Gerd  
    ;
    Templin, Christian
    ;
    Streckfuss-Bömeke, Katrin  
    Background Takotsubo syndrome (TTS) is characterized by an acute left ventricular dysfunction and is associated with life-threating complications in the acute phase. The underlying disease mechanism in TTS is still unknown. A genetic basis has been suggested to be involved in the pathogenesis. Objectives The aims of the study were to establish an in vitro induced pluripotent stem cell (iPSC) model of TTS, to test the hypothesis of altered β-adrenergic signaling in TTS iPSC-cardiomyocytes (CMs), and to explore whether genetic susceptibility underlies the pathophysiology of TTS. Methods Somatic cells of patients with TTS and control subjects were reprogrammed to iPSCs and differentiated into CMs. Three-month-old CMs were subjected to catecholamine stimulation to simulate neurohumoral overstimulation. We investigated β-adrenergic signaling and TTS cardiomyocyte function. Results Enhanced β-adrenergic signaling in TTS-iPSC-CMs under catecholamine-induced stress increased expression of the cardiac stress marker NR4A1; cyclic adenosine monophosphate levels; and cyclic adenosine monophosphate–dependent protein kinase A–mediated hyperphosphorylation of RYR2-S2808, PLN-S16, TNI-S23/24, and Cav1.2-S1928, and leads to a reduced calcium time to transient 50% decay. These cellular catecholamine-dependent responses were mainly mediated by β1-adrenoceptor signaling in TTS. Engineered heart muscles from TTS-iPSC-CMs showed an impaired force of contraction and a higher sensitivity to isoprenaline-stimulated inotropy compared with control subjects. In addition, altered electrical activity and increased lipid accumulation were detected in catecholamine-treated TTS-iPSC-CMs, and were confirmed by differentially expressed lipid transporters CD36 and CPT1C. Furthermore, we uncovered genetic variants in different key regulators of cardiac function. Conclusions Enhanced β-adrenergic signaling and higher sensitivity to catecholamine-induced toxicity were identified as mechanisms associated with the TTS phenotype.
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    Clinical correlates and prognostic impact of neurologic disorders in Takotsubo syndrome
    (2021)
    Cammann, Victoria L.
    ;
    Scheitz, Jan F.
    ;
    von Rennenberg, Regina
    ;
    Jäncke, Lutz
    ;
    Nolte, Christian H.
    ;
    Szawan, Konrad A.
    ;
    Stengl, Helena
    ;
    Würdinger, Michael
    ;
    Endres, Matthias
    ;
    Templin, Christian
    ;
    Lüscher, Thomas F.
    ;
    InterTAK Consortium
    Abstract Cardiac alterations are frequently observed after acute neurological disorders. Takotsubo syndrome (TTS) represents an acute heart failure syndrome and is increasingly recognized as part of the spectrum of cardiac complications observed after neurological disorders. A systematic investigation of TTS patients with neurological disorders has not been conducted yet. The aim of the study was to expand insights regarding neurological disease entities triggering TTS and to investigate the clinical profile and outcomes of TTS patients after primary neurological disorders. The International Takotsubo Registry is an observational multicenter collaborative effort of 45 centers in 14 countries (ClinicalTrials.gov, identifier NCT01947621). All patients in the registry fulfilled International Takotsubo Diagnostic Criteria. For the present study, patients were included if complete information on acute neurological disorders were available. 2402 patients in whom complete information on acute neurological status were available were analyzed. In 161 patients (6.7%) an acute neurological disorder was identified as the preceding triggering factor. The most common neurological disorders were seizures, intracranial hemorrhage, and ischemic stroke. Time from neurological symptoms to TTS diagnosis was ≤ 2 days in 87.3% of cases. TTS patients with neurological disorders were younger, had a lower female predominance, fewer cardiac symptoms, lower left ventricular ejection fraction, and higher levels of cardiac biomarkers. TTS patients with neurological disorders had a 3.2-fold increased odds of in-hospital mortality compared to TTS patients without neurological disorders. In this large-scale study, 1 out of 15 TTS patients had an acute neurological condition as the underlying triggering factor. Our data emphasize that a wide spectrum of neurological diseases ranging from benign to life-threatening encompass TTS. The high rates of adverse events highlight the need for clinical awareness.
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    Clinical Features and Outcomes of Patients With Malignancy and Takotsubo Syndrome: Observations From the International Takotsubo Registry
    (2019)
    Cammann, Victoria L.
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    Sarcon, Annahita
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    Ding, Katharina J.
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    Seifert, Burkhardt
    ;
    Kato, Ken
    ;
    Di Vece, Davide
    ;
    Szawan, Konrad A.
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    Gili, Sebastiano
    ;
    Jurisic, Stjepan
    ;
    Bacchi, Beatrice
    ;
    Micek, Jozef
    ;
    Frangieh, Antonio H.
    ;
    Napp, L. Christian
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    Jaguszewski, Milosz
    ;
    Bossone, Eduardo
    ;
    Citro, Rodolfo
    ;
    D’Ascenzo, Fabrizio
    ;
    Franke, Jennifer
    ;
    Noutsias, Michel
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Burgdorf, Christof
    ;
    Koenig, Wolfgang
    ;
    Thiele, Holger
    ;
    Tschöpe, Carsten
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
    ;
    Karakas, Mahir
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A.
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K. E. Juhani
    ;
    Dworakowski, Rafal
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Dichtl, Wolfgang
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    Horowitz, John D.
    ;
    Kozel, Martin
    ;
    Widimský, Petr
    ;
    Tousek, Petr
    ;
    Winchester, David E.
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    El‐Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Ukena, Christian
    ;
    Bauersachs, Johann
    ;
    Pieske, Burkert M.  
    ;
    Hasenfuß, Gerd  
    ;
    Rottbauer, Wolfgang
    ;
    Braun‐Dullaeus, Ruediger C.
    ;
    Opolski, Grzegorz
    ;
    MacCarthy, Philip
    ;
    Felix, Stephan B.
    ;
    Borggrefe, Martin
    ;
    Di Mario, Carlo
    ;
    Crea, Filippo
    ;
    Katus, Hugo A.
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    Schunkert, Heribert
    ;
    Münzel, Thomas
    ;
    Böhm, Michael
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    Bax, Jeroen J.
    ;
    Prasad, Abhiram
    ;
    Shinbane, Jerold
    ;
    Lüscher, Thomas F.
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    Ruschitzka, Frank
    ;
    Ghadri, Jelena R.
    ;
    Templin, Christian
    Background Clinical characteristics and outcomes of takotsubo syndrome (TTS) patients with malignancy have not been fully elucidated. This study sought to explore differences in clinical characteristics and to investigate short- and long-term outcomes in TTS patients with or without malignancy. Methods and Results TTS patients were enrolled from the International Takotsubo Registry. The TTS cohort was divided into patients with and without malignancy to investigate differences in clinical characteristics and to assess short- and long-term mortality. A subanalysis was performed comparing long-term mortality between a subset of TTS patients with or without malignancy and acute coronary syndrome (ACS) patients with or without malignancy. Malignancy was observed in 16.6% of 1604 TTS patients. Patients with malignancy were older and more likely to have physical triggers, but less likely to have emotional triggers compared with those without malignancy. Long-term mortality was higher in patients with malignancy (P<0.001), while short-term outcome was comparable (P=0.17). In a subanalysis, long-term mortality was comparable between TTS patients with malignancies and ACS patients with malignancies (P=0.13). Malignancy emerged as an independent predictor of long-term mortality. Conclusions A substantial number of TTS patients show an association with malignancy. History of malignancy might increase the risk for TTS, and therefore, appropriate screening for malignancy should be considered in these patients. Clinical Trial Registration URL: http://www.clinicaltrial.gov. Unique identifier: NCT01947621.
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    Clinical Features and Outcomes of Takotsubo (Stress) Cardiomyopathy
    (2015)
    Templin, Christian
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    Ghadri, Jelena R.
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    Diekmann, Johanna
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    Napp, L. Christian
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    Bataiosu, Dana Roxana
    ;
    Jaguszewski, Milosz
    ;
    Cammann, Victoria L.
    ;
    Sarcon, Annahita
    ;
    Geyer, Veikko F.
    ;
    Neumann, Catharina A.
    ;
    Seifert, Burkhardt
    ;
    Hellermann, Jens
    ;
    Schwyzer, Moritz
    ;
    Eisenhardt, Katharina
    ;
    Jenewein, Josef
    ;
    Franke, Jennifer
    ;
    Katus, Hugo A.
    ;
    Burgdorf, Christof
    ;
    Schunkert, Heribert
    ;
    Moeller, Christian
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Tschöpe, Carsten
    ;
    Schultheiss, Heinz-Peter
    ;
    Laney, Charles A.
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Ukena, Christian
    ;
    Böhm, Michael
    ;
    Erbel, Raimund
    ;
    Cuneo, Alessandro
    ;
    Kuck, Karl-Heinz
    ;
    Jacobshagen, Claudius  
    ;
    Hasenfuß, Gerd  
    ;
    Karakas, Mahir
    ;
    Koenig, Wolfgang
    ;
    Rottbauer, Wolfgang
    ;
    Said, Samir M.
    ;
    Braun-Dullaeus, Ruediger C.
    ;
    Cuculi, Florim
    ;
    Banning, Adrian
    ;
    Fischer, Thomas A.
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K. E. Juhani
    ;
    Fijalkowski, Marcin
    ;
    Rynkiewicz, Andrzej
    ;
    Pawlak, Maciej
    ;
    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Crea, Filippo
    ;
    Dichtl, Wolfgang
    ;
    Franz, Wolfgang M.
    ;
    Empen, Klaus
    ;
    Felix, Stephan B.
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    Erne, Paul
    ;
    Bax, Jeroen J.
    ;
    Ford, Ian
    ;
    Ruschitzka, Frank
    ;
    Prasad, Abhiram
    ;
    Lüscher, Thomas F.
    BACKGROUND The natural history, management, and outcome of takotsubo (stress) cardiomyopathy are incompletely understood. METHODS The International Takotsubo Registry, a consortium of 26 centers in Europe and the United States, was established to investigate clinical features, prognostic predictors, and outcome of takotsubo cardiomyopathy. Patients were compared with age- and sex-matched patients who had an acute coronary syndrome. RESULTS Of 1750 patients with takotsubo cardiomyopathy, 89.8% were women (mean age, 66.8 years). Emotional triggers were not as common as physical triggers (27.7% vs. 36.0%), and 28.5% of patients had no evident trigger. Among patients with takotsubo cardiomyopathy, as compared with an acute coronary syndrome, rates of neurologic or psychiatric disorders were higher (55.8% vs. 25.7%) and the mean left ventricular ejection fraction was markedly lower (40.7 +/- 11.2% vs. 51.5 +/- 12.3%) (P < 0.001 for both comparisons). Rates of severe in-hospital complications including shock and death were similar in the two groups (P = 0.93). Physical triggers, acute neurologic or psychiatric diseases, high troponin levels, and a low ejection fraction on admission were independent predictors for in-hospital complications. During long-term follow-up, the rate of major adverse cardiac and cerebrovascular events was 9.9% per patient-year, and the rate of death was 5.6% per patient-year. CONCLUSIONS Patients with takotsubo cardiomyopathy had a higher prevalence of neurologic or psychiatric disorders than did those with an acute coronary syndrome. This condition represents an acute heart failure syndrome with substantial morbidity and mortality. (Funded by the Mach-Gaensslen Foundation and others; ClinicalTrials.gov number, NCT01947621.)
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    Clinical Predictors and Prognostic Impact of Recovery of Wall Motion Abnormalities in Takotsubo Syndrome: Results From the International Takotsubo Registry
    (2019)
    Jurisic, Stjepan
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    Gili, Sebastiano
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    Cammann, Victoria L.
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    Kato, Ken
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    Szawan, Konrad A.
    ;
    D’Ascenzo, Fabrizio
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    Jaguszewski, Milosz
    ;
    Bossone, Eduardo
    ;
    Citro, Rodolfo
    ;
    Sarcon, Annahita
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    Napp, L. Christian
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    Franke, Jennifer
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    Noutsias, Michel
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    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Burgdorf, Christof
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    Koenig, Wolfgang
    ;
    Pott, Alexander
    ;
    Kherad, Behrouz
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    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
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    Jacobshagen, Claudius  
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    Karakas, Mahir
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    Meyer, Philippe
    ;
    Arroja, Jose David
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    Banning, Adrian
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    Cuculi, Florim
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    Kobza, Richard
    ;
    Fischer, Thomas A.
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    Vasankari, Tuija
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    Airaksinen, K. E. Juhani
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    Dworakowski, Rafal
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    Kaiser, Christoph
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    Osswald, Stefan
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    Galiuto, Leonarda
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    Dichtl, Wolfgang
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    Chan, Christina
    ;
    Bridgman, Paul
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    Beug, Daniel
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    Delmas, Clément
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    Lairez, Olivier
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    Kozel, Martin
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    Tousek, Petr
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    Winchester, David E.
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    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
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    Gilyarov, Mikhail
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    El‐Battrawy, Ibrahim
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    Akin, Ibrahim
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    Galuszka, Jan
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    Ukena, Christian
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    Poglajen, Gregor
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    Paolini, Carla
    ;
    Bilato, Claudio
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    Carrilho‐Ferreira, Pedro
    ;
    Pinto, Fausto J.
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    Opolski, Grzegorz
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    MacCarthy, Philip
    ;
    Kobayashi, Yoshio
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    Prasad, Abhiram
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    Rihal, Charanjit S.
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    Widimský, Petr
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    Horowitz, John D.
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    Di Mario, Carlo
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    Crea, Filippo
    ;
    Tschöpe, Carsten
    ;
    Pieske, Burkert M.  
    ;
    Hasenfuß, Gerd  
    ;
    Rottbauer, Wolfgang
    ;
    Braun‐Dullaeus, Ruediger C.
    ;
    Felix, Stephan B.
    ;
    Borggrefe, Martin
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Katus, Hugo A.
    ;
    Schunkert, Heribert
    ;
    Münzel, Thomas
    ;
    Böhm, Michael
    ;
    Bax, Jeroen J.
    ;
    Lüscher, Thomas F.
    ;
    Ruschitzka, Frank
    ;
    Ghadri, Jelena R.
    ;
    Templin, Christian
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    Coexistence and outcome of coronary artery disease in Takotsubo syndrome
    (2020-06-02)
    Napp, L Christian
    ;
    Cammann, Victoria L
    ;
    Jaguszewski, Milosz
    ;
    Szawan, Konrad A
    ;
    Wischnewsky, Manfred
    ;
    Gili, Sebastiano
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Citro, Rodolfo
    ;
    Bossone, Eduardo
    ;
    D’Ascenzo, Fabrizio
    ;
    Neuhaus, Michael
    ;
    Franke, Jennifer
    ;
    Sorici-Barb, Ioana
    ;
    Noutsias, Michel
    ;
    Burgdorf, Christof
    ;
    Koenig, Wolfgang
    ;
    Kherad, Behrouz
    ;
    Sarcon, Annahita
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
    ;
    Karakas, Mahir
    ;
    Pott, Alexander
    ;
    Meyer, Philippe
    ;
    Arroja, Jose D
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K E Juhani
    ;
    Hauck, Christian
    ;
    Paolini, Carla
    ;
    Bilato, Claudio
    ;
    Imori, Yoichi
    ;
    Kato, Ken
    ;
    Kobayashi, Yoshio
    ;
    Opolski, Grzegorz
    ;
    Budnik, Monika
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Dichtl, Wolfgang
    ;
    Chan, Christina
    ;
    Bridgman, Paul
    ;
    Beug, Daniel
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    El-Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    Horowitz, John D
    ;
    Polednikova, Karolina
    ;
    Tousek, Petr
    ;
    Widimský, Petr
    ;
    Winchester, David E
    ;
    Galuszka, Jan
    ;
    Ukena, Christian
    ;
    Poglajen, Gregor
    ;
    Carrilho-Ferreira, Pedro
    ;
    Di Mario, Carlo
    ;
    Prasad, Abhiram
    ;
    Rihal, Charanjit S
    ;
    Schulze, P Christian
    ;
    Bianco, Matteo
    ;
    Crea, Filippo
    ;
    Borggrefe, Martin
    ;
    Maier, Lars S
    ;
    Pinto, Fausto J
    ;
    Braun-Dullaeus, Ruediger C
    ;
    Rottbauer, Wolfgang
    ;
    Katus, Hugo A
    ;
    Hasenfuß, Gerd  
    ;
    Tschöpe, Carsten
    ;
    Pieske, Burkert M
    ;
    Thiele, Holger
    ;
    Schunkert, Heribert
    ;
    Böhm, Michael
    ;
    Felix, Stephan B
    ;
    Münzel, Thomas
    ;
    Bax, Jeroen J
    ;
    Bauersachs, Johann
    ;
    Braunwald, Eugene
    ;
    Lüscher, Thomas F
    ;
    Ruschitzka, Frank
    ;
    Ghadri, Jelena R
    ;
    Templin, Christian
    Takotsubo syndrome (TTS) is an acute heart failure syndrome, which shares many features with acute coronary syndrome (ACS). Although TTS was initially described with angiographically normal coronary arteries, smaller studies recently indicated a potential coexistence of coronary artery disease (CAD) in TTS patients. This study aimed to determine the coexistence, features, and prognostic role of CAD in a large cohort of patients with TTS.
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    Ethnic comparison in takotsubo syndrome: novel insights from the International Takotsubo Registry
    (2021)
    Imori, Yoichi
    ;
    Kato, Ken
    ;
    Cammann, Victoria L.
    ;
    Szawan, Konrad A.
    ;
    Wischnewsky, Manfred
    ;
    Dreiding, Sara
    ;
    Würdinger, Michael
    ;
    Schönberger, Maximilian
    ;
    Petkova, Vanya
    ;
    Templin, Christian
    Abstract Background Ethnic disparities have been reported in cardiovascular disease. However, ethnic disparities in takotsubo syndrome (TTS) remain elusive. This study assessed differences in clinical characteristics between Japanese and European TTS patients and determined the impact of ethnicity on in-hospital outcomes. Methods TTS patients in Japan were enrolled from 10 hospitals and TTS patients in Europe were enrolled from 32 hospitals participating in the International Takotsubo Registry. Clinical characteristics and in-hospital outcomes were compared between Japanese and European patients. Results A total of 503 Japanese and 1670 European patients were included. Japanese patients were older (72.6 ± 11.4 years vs. 68.0 ± 12.0 years; p  < 0.001) and more likely to be male (18.5 vs. 8.4%; p  < 0.001) than European TTS patients. Physical triggering factors were more common (45.5 vs. 32.0%; p  < 0.001), and emotional triggers less common (17.5 vs. 31.5%; p  < 0.001), in Japanese patients than in European patients. Japanese patients were more likely to experience cardiogenic shock during the acute phase (15.5 vs. 9.0%; p  < 0.001) and had a higher in-hospital mortality (8.2 vs. 3.2%; p  < 0.001). However, ethnicity itself did not appear to have an impact on in-hospital mortality. Machine learning approach revealed that the presence of physical stressors was the most important prognostic factor in both Japanese and European TTS patients. Conclusion Differences in clinical characteristics and in-hospital outcomes between Japanese and European TTS patients exist. Ethnicity does not impact the outcome in TTS patients. The worse in-hospital outcome in Japanese patients, is mainly driven by the higher prevalence of physical triggers. Trial Registration URL: https://www.clinicaltrials.gov ; Unique Identifier: NCT01947621.
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    Generation of iPSC-lines from two independent Takotsubo syndrome patients with recurrent Takotsubo events
    (2020)
    Hübscher, Daniela  
    ;
    Rebs, Sabine  
    ;
    Maurer, Wiebke
    ;
    Ghadri, Jelena R.
    ;
    Dressel, Ralf  
    ;
    Templin, Christian
    ;
    Streckfuss-Bömeke, Katrin  
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    Happy heart syndrome: role of positive emotional stress in takotsubo syndrome
    (2016)
    Ghadri, Jelena R.
    ;
    Sarcon, Annahita
    ;
    Diekmann, Johanna
    ;
    Bataiosu, Dana Roxana
    ;
    Cammann, Victoria L.
    ;
    Jurisic, Stjepan
    ;
    Napp, Lars Christian
    ;
    Jaguszewski, Milosz
    ;
    Scherff, Frank
    ;
    Brugger, Peter
    ;
    Jäncke, Lutz
    ;
    Seifert, Burkhardt
    ;
    Bax, Jeroen J.
    ;
    Ruschitzka, Frank
    ;
    Lüscher, Thomas F.
    ;
    Templin, Christian
    ;
    Schwyzer, Moritz
    ;
    Franke, Jennifer
    ;
    Katus, Hugo A.
    ;
    Burgdorf, Christof
    ;
    Schunkert, Heribert
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Tschöpe, Carsten
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Ukena, Christian
    ;
    Böhm, Michael
    ;
    Erbel, Raimund
    ;
    Cuneo, Alessandro
    ;
    Kuck, Karl-Heinz
    ;
    Jacobshagen, Claudius  
    ;
    Hasenfuß, Gerd  
    ;
    Karakas, Mahir
    ;
    Koenig, Wolfgang
    ;
    Rottbauer, Wolfgang
    ;
    Said, Samir M.
    ;
    Braun-Dullaeus, Ruediger C.
    ;
    Cuculi, Florim
    ;
    Banning, Adrian
    ;
    Fischer, Thomas A.
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K. E. Juhani
    ;
    Fijalkowski, Marcin
    ;
    Rynkiewicz, Andrzej
    ;
    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Crea, Filippo
    ;
    Dichtl, Wolfgang
    ;
    Franz, Wolfgang M.
    ;
    Empen, Klaus
    ;
    Felix, Stephan B.
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    Erne, Paul
    ;
    Abhiram, Prasad
    Takotsubo syndrome (TTS) is typically provoked by negative stressors such as grief, anger, or fear leading to the popular term 'broken heart syndrome'. However, the role of positive emotions triggering TTS remains unclear. The aim of the present study was to analyse the prevalence and characteristics of patients with TTS following pleasant events, which are distinct from the stressful or undesirable episodes commonly triggering TTS.
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    Impact of aspirin on takotsubo syndrome: a propensity score-based analysis of the InterTAK Registry
    (2020-02)
    D’Ascenzo, Fabrizio
    ;
    Gili, Sebastiano
    ;
    Bertaina, Maurizio
    ;
    Iannaccone, Mario
    ;
    Cammann, Victoria L
    ;
    Di Vece, Davide
    ;
    Kato, Ken
    ;
    Saglietto, Andrea
    ;
    Szawan, Konrad A
    ;
    Frangieh, Antonio H
    ;
    Boffini, Beatrice
    ;
    Annaratone, Margherita
    ;
    Sarcon, Annahita
    ;
    Levinson, Rena A
    ;
    Franke, Jennifer
    ;
    Napp, L Christian
    ;
    Jaguszewski, Milosz
    ;
    Noutsias, Michel
    ;
    Münzel, Thomas
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Katus, Hugo A
    ;
    Burgdorf, Christof
    ;
    Schunkert, Heribert
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Tschöpe, Carsten
    ;
    Pieske, Burkert M
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
    ;
    Hasenfuß, Gerd  
    ;
    Karakas, Mahir
    ;
    Koenig, Wolfgang
    ;
    Rottbauer, Wolfgang
    ;
    Said, Samir M
    ;
    Braun-Dullaeus, Ruediger C
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K E Juhani
    ;
    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Crea, Filippo
    ;
    Dichtl, Wolfgang
    ;
    Franz, Wolfgang M
    ;
    Empen, Klaus
    ;
    Felix, Stephan B
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    El-Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Borggrefe, Martin
    ;
    Horowitz, John D
    ;
    Kozel, Martin
    ;
    Tousek, Petr
    ;
    Widimský, Petr
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    Biondi-Zoccai, Giuseppe
    ;
    Winchester, David E
    ;
    Ukena, Christian
    ;
    Neuhaus, Michael
    ;
    Bax, Jeroen J
    ;
    Prasad, Abhiram
    ;
    Di Mario, Carlo
    ;
    Böhm, Michael
    ;
    Gasparini, Mauro
    ;
    Ruschitzka, Frank
    ;
    Bossone, Eduardo
    ;
    Citro, Rodolfo
    ;
    Rinaldi, Mauro
    ;
    De Ferrari, Gaetano Maria
    ;
    Lüscher, Thomas
    ;
    Ghadri, Jelena R
    ;
    Templin, Christian
    The aim of the present study was to investigate the impact of aspirin on prognosis in takotsubo syndrome (TTS).
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    Impact of Atrial Fibrillation on Outcome in Takotsubo Syndrome: Data From the International Takotsubo Registry
    (2021)
    El‐Battrawy, Ibrahim
    ;
    Cammann, Victoria L.
    ;
    Kato, Ken
    ;
    Szawan, Konrad A.
    ;
    Di Vece, Davide
    ;
    Rossi, Aurelio
    ;
    Wischnewsky, Manfred
    ;
    Hermes‐Laufer, Julia
    ;
    Gili, Sebastiano
    ;
    Templin, Christian
    Background Atrial fibrillation (AF) is a major risk factor for mortality. The prevalence, clinical correlates, and prognostic impact of AF in Takotsubo syndrome (TTS) have not yet been investigated in a large patient cohort. This study aimed to investigate the prevalence, clinical correlates, and prognostic impact of AF in patients with TTS. Methods and Results Patients with TTS were enrolled from the International Takotsubo Registry, which is a multinational network with 26 participating centers in Europe and the United States. Patients were dichotomized according to the presence or absence of AF at the time of admission. Of 1584 patients with TTS, 112 (7.1%) had AF. The mean age was higher ( P <0.001), and there were fewer women ( P =0.046) in the AF than in the non‐AF group. Left ventricular ejection fraction was significantly lower ( P =0.001), and cardiogenic shock was more often observed ( P <0.001) in the AF group. Both in‐hospital ( P <0.001) and long‐term mortality ( P <0.001) were higher in the AF group. Multivariable Cox regression analysis revealed that AF was independently associated with higher long‐term mortality (hazard ratio, 2.31; 95% CI, 1.50–3.55; P <0.001). Among patients with AF on admission, 42% had no known history of AF before the acute TTS event, and such patients had comparable in‐hospital and long‐term outcomes compared with those with a history of AF. Conclusions In patients presenting with TTS, AF on admission is significantly associated with increased in‐hospital and long‐term mortality rates. Whether antiarrhythmics and/or cardioversion are beneficial in TTS with AF should thus be tested in a future trial. Registration URL: https://www.clinicaltrials.gov ; Unique identifier: NCT01947621.
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    Intraventricular Thrombus Formation and Embolism in Takotsubo Syndrome: Insights From the International Takotsubo Registry
    (2020)
    Ding, Katharina J
    ;
    Cammann, Victoria L
    ;
    Szawan, Konrad A
    ;
    Stähli, Barbara E
    ;
    Wischnewsky, Manfred
    ;
    Di Vece, Davide
    ;
    Citro, Rodolfo
    ;
    Jaguszewski, Milosz
    ;
    Seifert, Burkhardt
    ;
    Sarcon, Annahita
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    Gili, Sebastiano
    ;
    D’Ascenzo, Fabrizio
    ;
    Neuhaus, Michael
    ;
    Napp, L Christian
    ;
    Franke, Jennifer
    ;
    Noutsias, Michel
    ;
    Burgdorf, Christof
    ;
    Koenig, Wolfgang
    ;
    Kherad, Behrouz
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
    ;
    Karakas, Mahir
    ;
    Pott, Alexander
    ;
    Meyer, Philippe
    ;
    Arroja, Jose D
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K E Juhani
    ;
    Paolini, Carla
    ;
    Bilato, Claudio
    ;
    Carrilho-Ferreira, Pedro
    ;
    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Dichtl, Wolfgang
    ;
    Chan, Christina
    ;
    Bridgman, Paul
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    El-Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    Kozel, Martin
    ;
    Tousek, Petr
    ;
    Widimský, Petr
    ;
    Winchester, David E
    ;
    Galuszka, Jan
    ;
    Ukena, Christian
    ;
    Horowitz, John D
    ;
    Di Mario, Carlo
    ;
    Prasad, Abhiram
    ;
    Rihal, Charanjit S
    ;
    Pinto, Fausto J
    ;
    Crea, Filippo
    ;
    Borggrefe, Martin
    ;
    Braun-Dullaeus, Ruediger C
    ;
    Rottbauer, Wolfgang
    ;
    Bauersachs, Johann
    ;
    Katus, Hugo A
    ;
    Hasenfuß, Gerd  
    ;
    Tschöpe, Carsten
    ;
    Thiele, Holger
    ;
    Schunkert, Heribert
    ;
    Böhm, Michael
    ;
    Felix, Stephan B
    ;
    Münzel, Thomas
    ;
    Bax, Jeroen J
    ;
    Lüscher, Thomas F
    ;
    Ruschitzka, Frank
    ;
    Ghadri, Jelena R
    ;
    Bossone, Eduardo
    ;
    Templin, Christian
    ;
    Pieske, Burkert M.  
    Takotsubo syndrome (TTS) is characterized by acute left ventricular dysfunction, which can contribute to intraventricular thrombus and embolism. Still, prevalence and clinical impact of thrombus formation and embolic events on outcome of TTS patients remain unclear. This study aimed to investigate clinical features and outcomes of patients with and without intraventricular thrombus or embolism. Additionally, factors associated with thrombus formation or embolism, as well as predictors for mortality, were identified. Approach and Results: TTS patients enrolled in the International Takotsubo Registry at 28 centers in Australia, Europe, and the United States were dichotomized according to the occurrence/absence of intraventricular thrombus or embolism. Patients with intraventricular thrombus or embolism were defined as the ThrombEmb group. Of 1676 TTS patients, 56 (3.3%) patients developed intraventricular thrombus and/or embolism following TTS diagnosis (median time interval, 2.0 days [range, 0-38 days]). Patients in the ThrombEmb group had a different clinical profile including lower left ventricular ejection fraction, higher prevalence of the apical type, elevated levels of troponin and inflammatory markers, and higher prevalence of vascular disease. In a Firth bias-reduced penalized-likelihood logistic regression model apical type, left ventricular ejection fraction ≤30%, previous vascular disease, and a white blood cell count on admission >10×103 cells/μL emerged as independent predictors for thrombus formation or embolism.
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    Long-Term Prognosis of Patients With Takotsubo Syndrome
    (2018)
    Ghadri, Jelena R
    ;
    Kato, Ken
    ;
    Cammann, Victoria L
    ;
    Gili, Sebastiano
    ;
    Jurisic, Stjepan
    ;
    Di Vece, Davide
    ;
    Candreva, Alessandro
    ;
    Ding, Katharina J
    ;
    Micek, Jozef
    ;
    Szawan, Konrad A
    ;
    Bacchi, Beatrice
    ;
    Bianchi, Rahel
    ;
    Levinson, Rena A
    ;
    Wischnewsky, Manfred
    ;
    Seifert, Burkhardt
    ;
    Schlossbauer, Susanne A
    ;
    Citro, Rodolfo
    ;
    Bossone, Eduardo
    ;
    Münzel, Thomas
    ;
    Knorr, Maike
    ;
    Heiner, Susanne
    ;
    D’Ascenzo, Fabrizio
    ;
    Franke, Jennifer
    ;
    Sarcon, Annahita
    ;
    Napp, L Christian
    ;
    Jaguszewski, Milosz
    ;
    Noutsias, Michel
    ;
    Katus, Hugo A
    ;
    Burgdorf, Christof
    ;
    Schunkert, Heribert
    ;
    Thiele, Holger
    ;
    Bauersachs, Johann
    ;
    Tschöpe, Carsten
    ;
    Pieske, Burkert M
    ;
    Rajan, Lawrence
    ;
    Michels, Guido
    ;
    Pfister, Roman
    ;
    Cuneo, Alessandro
    ;
    Jacobshagen, Claudius  
    ;
    Hasenfuß, Gerd  
    ;
    Karakas, Mahir
    ;
    Koenig, Wolfgang
    ;
    Rottbauer, Wolfgang
    ;
    Said, Samir M
    ;
    Braun-Dullaeus, Ruediger C
    ;
    Banning, Adrian
    ;
    Cuculi, Florim
    ;
    Kobza, Richard
    ;
    Fischer, Thomas A
    ;
    Vasankari, Tuija
    ;
    Airaksinen, K E Juhani
    ;
    Opolski, Grzegorz
    ;
    Dworakowski, Rafal
    ;
    MacCarthy, Philip
    ;
    Kaiser, Christoph
    ;
    Osswald, Stefan
    ;
    Galiuto, Leonarda
    ;
    Crea, Filippo
    ;
    Dichtl, Wolfgang
    ;
    Empen, Klaus
    ;
    Felix, Stephan B
    ;
    Delmas, Clément
    ;
    Lairez, Olivier
    ;
    El-Battrawy, Ibrahim
    ;
    Akin, Ibrahim
    ;
    Borggrefe, Martin
    ;
    Horowitz, John
    ;
    Kozel, Martin
    ;
    Tousek, Petr
    ;
    Widimský, Petr
    ;
    Gilyarova, Ekaterina
    ;
    Shilova, Alexandra
    ;
    Gilyarov, Mikhail
    ;
    Winchester, David E
    ;
    Ukena, Christian
    ;
    Bax, Jeroen J
    ;
    Prasad, Abhiram
    ;
    Böhm, Michael
    ;
    Lüscher, Thomas F
    ;
    Ruschitzka, Frank
    ;
    Templin, Christian
    Prognosis of Takotsubo syndrome (TTS) remains controversial due to scarcity of available data. Additionally, the effect of the triggering factors remains elusive.
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    Machine‐learning based prediction of in‐hospital death for patients with takotsubo syndrome: the InterTAK‐ML model
    (2023)
    De Filippo, Ovidio
    ;
    Cammann, Victoria L.
    ;
    Pancotti, Corrado
    ;
    Di Vece, Davide
    ;
    Silverio, Angelo
    ;
    Schweiger, Victor
    ;
    Niederseer, David
    ;
    Szawan, Konrad A.
    ;
    Würdinger, Michael
    ;
    Koleva, Iva
    ;
    Templin, Christian
    ABSTRACT Aims Takotsubo syndrome (TTS) is associated with a substantial rate of adverse events. We sought to design a machine‐learning (ML) based model to predict the risk of in‐hospital death and to perform a clustering of TTS patients to identify different risk profiles. Methods and results A Ridge Logistic Regression‐based ML model for predicting in‐hospital death was developed on 3482 TTS patients from the International Takotsubo Registry, randomly split in a train and an internal validation cohort (75% and 25% of the sample size, respectively) and evaluated in an external validation cohort (1037 patients). 31 clinically relevant variables were included in the prediction model. Model performance represented the primary endpoint and was assessed according to area under the receiver‐operating characteristic curve (AUC), Sensitivity and Specificity. As secondary endpoint, a K‐Medoids clustering algorithm was designed to stratify patients into phenotypic groups based on the ten most relevant features emerging from the main model. The overall incidence of in‐hospital death was 5.2%. The InterTAK‐ML model showed an AUC of 0.89 (0.85‐0.92), Sensitivity 0.85 (0.78‐0.95) and Specificity 0.76 (0.74‐0.79) in the internal validation cohort and an AUC of 0.82 (0.73‐0.91), a sensitivity of 0.74 (0.61‐0.87) and a specificity of 0.79 (0.77‐0.81) in the external cohort for in‐hospital death prediction. By exploiting the 10 variables showing the highest feature importance, TTS patients were clustered into six groups associated with different risks of in‐hospital death (28.8% vs 15.5% vs 5.4% vs 0.8% vs 0.5%) which were consistent also in the external cohort. Conclusion A ML‐based approach for the identification of TTS patients at risk of adverse short‐term prognosis is feasible and effective. The InterTAK‐ML model showed unprecedented discriminative capability for the prediction of in‐hospital death. This article is protected by copyright. All rights reserved.
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    Outcomes Associated With Cardiogenic Shock in Takotsubo Syndrome
    (2019)
    Di Vece, Davide
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    Citro, Rodolfo
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    Cammann, Victoria L.
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    Kato, Ken
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    Gili, Sebastiano
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    Szawan, Konrad A.
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    Micek, Jozef
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    Jurisic, Stjepan
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    Ding, Katharina J.
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    Bacchi, Beatrice
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    Schwyzer, Moritz
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    Candreva, Alessandro
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    Bossone, Eduardo
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    D’Ascenzo, Fabrizio
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    Sarcon, Annahita
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    Franke, Jennifer
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    Napp, L. Christian
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    Jaguszewski, Milosz
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    Noutsias, Michel
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    Münzel, Thomas
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    Knorr, Maike
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    Heiner, Susanne
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    Katus, Hugo A.
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    Burgdorf, Christof
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    Schunkert, Heribert
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    Thiele, Holger
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    Bauersachs, Johann
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    Tschöpe, Carsten
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    Pieske, Burkert M.  
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    Rajan, Lawrence
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    Michels, Guido
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    Pfister, Roman
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    Cuneo, Alessandro
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    Jacobshagen, Claudius  
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    Hasenfuβ, Gerd
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    Karakas, Mahir
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    Koenig, Wolfgang
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    Rottbauer, Wolfgang
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    Said, Samir M.
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    Braun-Dullaeus, Ruediger C.
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    Banning, Adrian
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    Cuculi, Florim
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    Kobza, Richard
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    Fischer, Thomas A.
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    Vasankari, Tuija
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    Airaksinen, K.E. Juhani
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    Opolski, Grzegorz
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    Dworakowski, Rafal
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    MacCarthy, Philip
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    Kaiser, Christoph
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    Osswald, Stefan
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    Galiuto, Leonarda
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    Crea, Filippo
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    Dichtl, Wolfgang
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    Empen, Klaus
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    Felix, Stephan B.
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    Delmas, Clément
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    Lairez, Olivier
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    El-Battrawy, Ibrahim
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    Akin, Ibrahim
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    Borggrefe, Martin
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    Gilyarova, Ekaterina
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    Shilova, Alexandra
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    Gilyarov, Mikhail
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    Horowitz, John
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    Kozel, Martin
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    Tousek, Petr
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    Widimský, Petr
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    Winchester, David E.
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    Ukena, Christian
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    Di Mario, Carlo
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    Prasad, Abhiram
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    Böhm, Michael
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    Bax, Jeroen J.
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    Lüscher, Thomas F.
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    Ruschitzka, Frank
    ;
    Ghadri, Jelena R.
    ;
    Templin, Christian
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