Objectives Mortality and worsening of organ function are desirable endpoints for clinical trials in systemic sclerosis (SSc). The aim of this study was to identify factors that allow enrichment of patients with these endpoints, in a population of patients from the European Scleroderma Trials and Research group database. Methods Inclusion criteria were diagnosis of diffuse SSc and follow-up over 12±3 months. Disease worsening/organ progression was fulfilled if any of the following events occurred: new renal crisis; decrease of lung or heart function; new echocardiography-suspected pulmonary hypertension or death. In total, 42 clinical parameters were chosen as predictors for the analysis by using (1) imputation of missing data on the basis of multivariate imputation and (2) least absolute shrinkage and selection operator regression. Results Of 1451 patients meeting the inclusion criteria, 706 had complete data on outcome parameters and were included in the analysis. Of the 42 outcome predictors, eight remained in the final regression model. There was substantial evidence for a strong association between disease progression and age, active digital ulcer (DU), lung fibrosis, muscle weakness and elevated C-reactive protein (CRP) level. Active DU, CRP elevation, lung fibrosis and muscle weakness were also associated with a significantly shorter time to disease progression. A bootstrap validation step with 10 000 repetitions successfully validated the model. Conclusions The use of the predictive factors presented here could enable cohort enrichment with patients at risk for overall disease worsening in SSc clinical trials.

Predictors of disease worsening defined by progression of organ damage in diffuse systemic sclerosis: A European Scleroderma Trials and Research (EUSTAR) analysis / Becker, M.; Graf, N.; Sauter, R.; Allanore, Y.; Curram, J.; Denton, C. P.; Khanna, D.; Matucci-Cerinic, M.; de Oliveira Pena, J.; Pope, J. E.; Distler, O.; Guiducci, S.; Walker, U.; Jaeger, V.; Bannert, B.; Lapadula, G.; Becvarare, R.; Cutolo, M.; Valentini, G.; Siegert, E.; Rednic, S.; Montecucco, C.; Carreira, P. E.; Novak, S.; Czirjak, L.; Varju, C.; Chizzolini, C.; Allai, D.; Kucharz, E. J.; Cozzi, F.; Rozman, B.; Mallia, C.; Gabrielli, A.; Bancel, D. F.; Airo, P.; Hesselstrand, R.; Martinovic, D.; Balbir-Gurman, A.; Braun-Moscovici, Y.; Hunzelmann, N.; Pellerito, R.; Caramaschi, P.; Black, C.; Damjanov, N.; Henes, J.; Santamaria, V. O.; Heitmann, S.; Seidel, M.; Pereira Da Silva, J. A.; Stamenkovic, B.; Selmi, C. F.; Tikly, M.; Denisov, L. N.; Muller-Ladner, U.; Engelhart, M.; Hachulla, E.; Riccieri, V.; Ionescu, R. M.; Mihai, C.; Sunderkotter, C.; Kuhn, A.; Schett, G.; Distler, J.; Meroni, P.; Ingegnoli, F.; Mouthon, L.; De Keyser, F.; Smith, V.; Cantatore, F. P.; Corrado, A.; Ullman, S.; Iversen, L.; Pozzi, M. R.; Eyerich, K.; Hein, R.; Knott, E.; Wiland, P.; Szmyrka-Kaczmarek, M.; Sokolik, R.; Morgiel, E.; Madej, M.; Alegre-Sancho, J. J.; Krummel-Lorenz, B.; Saar, P.; Aringer, M.; Gunther, C.; Anne, E.; Westhovens, R.; De Langhe, E.; Lenaerts, J.; Anic, B.; Baresic, M.; Mayer, M.; Uprus, M.; Otsa, K.; Yavuz, S.; Radominski, S. C.; de Souza Muller, C.; Azevedo, V. F.; Popa, S.; Zenone, T.; Stebbings, S.; Highton, J.; Mathieu, A.; Vacca, A.; Stamp, L.; Chapman, P.; O'Donnell, J.; Solanki, K.; Doube, A.; Veale, D.; O'Rourke, M.; Loyo, E.; Li, M.; Rosato, E.; Amoroso, A.; Gigante, A.; Oksel, F.; Yargucu, F.; Tanaseanu, C. -M.; Popescu, M.; Dumitrascu, A.; Tiglea, I.; Foti, R.; Visalli, E.; Benenati, A.; Amato, G.; Ancuta, C.; Chirieac, R.; Villiger, P.; Adler, S.; Dan, D.; de la Pena Lefebvre, P. G.; Rubio, S. R.; Exposito, M. V.; Sibilia, J.; Chatelus, E.; Gottenberg, J. E.; Chifflot, H.; Litinsky, I.; Del Galdo, F.; Venalis, A.; Saketkoo, L. A.; Lasky, J. A.; Kerzberg, E.; Montoya, F.; Cosentino, V.; Limonta, M.; Brucato, A. L.; Lupi, E.; Spertini, F.; Ribi, C.; Buss, G.; Martin, T.; Guffroy, A.; Poindron, V.; Chung, L.; Schmeiser, T.; Zebryk, P.; Riso, N.; Riemekasten, G.; Rezus, E.; Sarzi Puttini, P.. - In: ANNALS OF THE RHEUMATIC DISEASES. - ISSN 0003-4967. - 78:9(2019), pp. 1242-1248. [10.1136/annrheumdis-2019-215145]

Predictors of disease worsening defined by progression of organ damage in diffuse systemic sclerosis: A European Scleroderma Trials and Research (EUSTAR) analysis

Riccieri V.;Rosato E.;Amoroso A.;Gigante A.;
2019

Abstract

Objectives Mortality and worsening of organ function are desirable endpoints for clinical trials in systemic sclerosis (SSc). The aim of this study was to identify factors that allow enrichment of patients with these endpoints, in a population of patients from the European Scleroderma Trials and Research group database. Methods Inclusion criteria were diagnosis of diffuse SSc and follow-up over 12±3 months. Disease worsening/organ progression was fulfilled if any of the following events occurred: new renal crisis; decrease of lung or heart function; new echocardiography-suspected pulmonary hypertension or death. In total, 42 clinical parameters were chosen as predictors for the analysis by using (1) imputation of missing data on the basis of multivariate imputation and (2) least absolute shrinkage and selection operator regression. Results Of 1451 patients meeting the inclusion criteria, 706 had complete data on outcome parameters and were included in the analysis. Of the 42 outcome predictors, eight remained in the final regression model. There was substantial evidence for a strong association between disease progression and age, active digital ulcer (DU), lung fibrosis, muscle weakness and elevated C-reactive protein (CRP) level. Active DU, CRP elevation, lung fibrosis and muscle weakness were also associated with a significantly shorter time to disease progression. A bootstrap validation step with 10 000 repetitions successfully validated the model. Conclusions The use of the predictive factors presented here could enable cohort enrichment with patients at risk for overall disease worsening in SSc clinical trials.
2019
disease worsening; mortality; predictive factors; systemic sclerosis; clinical trials as topic; disease progression; epidemiologic methods; europe; female; follow-up studies; heart diseases; humans; lung diseases; male; middle aged; morbidity; prognosis; prospective studies; scleroderma, diffuse; scleroderma, systemic; severity of illness index; survival rate
01 Pubblicazione su rivista::01a Articolo in rivista
Predictors of disease worsening defined by progression of organ damage in diffuse systemic sclerosis: A European Scleroderma Trials and Research (EUSTAR) analysis / Becker, M.; Graf, N.; Sauter, R.; Allanore, Y.; Curram, J.; Denton, C. P.; Khanna, D.; Matucci-Cerinic, M.; de Oliveira Pena, J.; Pope, J. E.; Distler, O.; Guiducci, S.; Walker, U.; Jaeger, V.; Bannert, B.; Lapadula, G.; Becvarare, R.; Cutolo, M.; Valentini, G.; Siegert, E.; Rednic, S.; Montecucco, C.; Carreira, P. E.; Novak, S.; Czirjak, L.; Varju, C.; Chizzolini, C.; Allai, D.; Kucharz, E. J.; Cozzi, F.; Rozman, B.; Mallia, C.; Gabrielli, A.; Bancel, D. F.; Airo, P.; Hesselstrand, R.; Martinovic, D.; Balbir-Gurman, A.; Braun-Moscovici, Y.; Hunzelmann, N.; Pellerito, R.; Caramaschi, P.; Black, C.; Damjanov, N.; Henes, J.; Santamaria, V. O.; Heitmann, S.; Seidel, M.; Pereira Da Silva, J. A.; Stamenkovic, B.; Selmi, C. F.; Tikly, M.; Denisov, L. N.; Muller-Ladner, U.; Engelhart, M.; Hachulla, E.; Riccieri, V.; Ionescu, R. M.; Mihai, C.; Sunderkotter, C.; Kuhn, A.; Schett, G.; Distler, J.; Meroni, P.; Ingegnoli, F.; Mouthon, L.; De Keyser, F.; Smith, V.; Cantatore, F. P.; Corrado, A.; Ullman, S.; Iversen, L.; Pozzi, M. R.; Eyerich, K.; Hein, R.; Knott, E.; Wiland, P.; Szmyrka-Kaczmarek, M.; Sokolik, R.; Morgiel, E.; Madej, M.; Alegre-Sancho, J. J.; Krummel-Lorenz, B.; Saar, P.; Aringer, M.; Gunther, C.; Anne, E.; Westhovens, R.; De Langhe, E.; Lenaerts, J.; Anic, B.; Baresic, M.; Mayer, M.; Uprus, M.; Otsa, K.; Yavuz, S.; Radominski, S. C.; de Souza Muller, C.; Azevedo, V. F.; Popa, S.; Zenone, T.; Stebbings, S.; Highton, J.; Mathieu, A.; Vacca, A.; Stamp, L.; Chapman, P.; O'Donnell, J.; Solanki, K.; Doube, A.; Veale, D.; O'Rourke, M.; Loyo, E.; Li, M.; Rosato, E.; Amoroso, A.; Gigante, A.; Oksel, F.; Yargucu, F.; Tanaseanu, C. -M.; Popescu, M.; Dumitrascu, A.; Tiglea, I.; Foti, R.; Visalli, E.; Benenati, A.; Amato, G.; Ancuta, C.; Chirieac, R.; Villiger, P.; Adler, S.; Dan, D.; de la Pena Lefebvre, P. G.; Rubio, S. R.; Exposito, M. V.; Sibilia, J.; Chatelus, E.; Gottenberg, J. E.; Chifflot, H.; Litinsky, I.; Del Galdo, F.; Venalis, A.; Saketkoo, L. A.; Lasky, J. A.; Kerzberg, E.; Montoya, F.; Cosentino, V.; Limonta, M.; Brucato, A. L.; Lupi, E.; Spertini, F.; Ribi, C.; Buss, G.; Martin, T.; Guffroy, A.; Poindron, V.; Chung, L.; Schmeiser, T.; Zebryk, P.; Riso, N.; Riemekasten, G.; Rezus, E.; Sarzi Puttini, P.. - In: ANNALS OF THE RHEUMATIC DISEASES. - ISSN 0003-4967. - 78:9(2019), pp. 1242-1248. [10.1136/annrheumdis-2019-215145]
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