Published 2019 | Version v1
Publication

Phenotypes Determined by Cluster Analysis and Their Survival in the Prospective European Scleroderma Trials and Research Cohort of Patients With Systemic Sclerosis

Sobanski V
Giovannelli J
Allanore Y
Riemekasten G
Airò P
Vettori S
Cozzi F
Distler O
Matucci-Cerinic M
Denton C
Launay D
Hachulla E
Guiducci S
Walker U
Kyburz D
Lapadula G
Iannone F
Maurer B
Jordan S
Becvar R
Sierakowsky S
Kowal Bielecka O
Cutolo M
Sulli A
Valentini G
Cuomo G
Siegert E
Rednic S
Nicoara I
Kahan A
Vlachoyiannopoulos P
Montecucco C
Caporali R
Stork J
Inanc M
Carreira PE
Novak S
Czirják L
Varju C
Chizzolini C
Kucharz EJ
Kotulska A
Kopec-Medrek M
Widuchowska M
Rozman B
Mallia C
Coleiro B
Gabrielli A
Farge D
Wu C
Marjanovic Z
Faivre H
Hij D
Dhamadi R
Hesselstrand R
Wollheim F
Wuttge DM
Andréasson K
Martinovic D
Balbir-Gurman A
Braun-Moscovici Y
Trotta F
Lo Monaco A
Hunzelmann N
Pellerito R
Mauriziano O
Maria Bambara L
Caramaschi P
Morovic-Vergles J
Black C
Damjanov N
Henes J
Ortiz Santamaria V
Heitmann S
Krasowska D
Seidel M
Hasler P
Burkhardt H
Himsel A
Bajocchi G
Maria Nuova AS
João Salvador M
Pereira Da Silva JA
Stamenkovic B
Stankovic A
Francesco Selmi C
De Santis M
Marasini B
Tikly M
Ananieva LP
Denisov LN
Müller-Ladner U
Frerix M
Tarner I
Scorza R
Puppo F
Engelhart M
Strauss G
Nielsen H
Damgaard K
Szücs G
Szamosi S
Zea Mendoza A
de la Puente C
Sifuentes Giraldo WA
Midtvedt Ø
Reiseter S
Garen T
Valesini G
Riccieri V
Maria Ionescu R
Opris D
Groseanu L
Wigley FM
Sfrent Cornateanu R
Ionitescu R
Maria Gherghe A
Soare A
Gorga M
Bojinca M
Mihai C
Milicescu M
Sunderkötter C
Kuhn A
Sandorfi N
Schett G
Distler JH
Beyer C
Meroni P
Ingegnoli F
Mouthon L
De Keyser F
Smith V
Paolo Cantatore F
Corrado A
Ullman S
Iversen L
Alberto von Mühlen C
Marilu Bohn J
Scussel Lonzetti L
Rosa Pozzi M
Eyerich K
Hein R
Knott E
Wiland P
Szmyrka-Kaczmarek M
Sokolik R
Morgiel E
Madej M
Houssiau FA
Jose Alegre-Sancho J
Krummel-Lorenz B
Saar P
Aringer M
Günther C
Westhovens R
de Langhe E
Lenaerts J
Anic B
Baresic M
Mayer M
Üprus M
Otsa K
Yavuz S
Granel B
Cezar Radominski S
de Souza Müller C
Azevedo VF
Jimenez S
Busquets J
Agachi S
Groppa L
Chiaburu L
Russu E
Popa S
Zenone T
Pileckyte M
Stebbings S
Highton J
Mathieu A
Vacca A
Sampaio-Barros PD
Yoshinari NH
Marangoni RG
Martin P
Fuocco L
Stamp L
Chapman P
O'Donnell J
Solanki K
Doube A
Veale D
O'Rourke M
Loyo E
Li M
Abdel Atty Mohamed WA
Rosato E
Amoroso A
Gigante A
Oksel F
Yargucu F
Tanaseanu CM
Popescu M
Dumitrascu A
Tiglea I
Foti R
Chirieac R
Ancuta C
Furst DE
Villiger P
Adler S
van Laar J
Kayser C
Eduardo C AL
Fathi N
Hassanien M
de la Peña Lefebvre PG
Rodriguez Rubio S
Valero Exposito M
Sibilia J
Chatelus E
Gottenberg JE
Chifflot H
Litinsky I
Emery P
Buch M
Del Galdo F
Venalis A
Butrimiene I
Venalis P
Rugiene R
Karpec D
Ann Saketkoo L
Lasky JA
Kerzberg E
Montoya F
Cosentino V
Limonta M
Luca Brucato A
Lupi E
Rosner I
Rozenbaum M
Slobodin G
Boulman N
Rimar D
Couto M
Spertini F
Ribi C
Buss G
Kahl S
Hsu VM
Chen F
McCloskey D
Malveaux H
Louis Pasquali J
Martin T
Gorse A
Guffroy A
Poindron V.
Others:
Sobanski, V
Giovannelli, J
Allanore, Y
Riemekasten, G
Airò, P
Vettori, S
Cozzi, F
Distler, O
Matucci-Cerinic, M
Denton, C
Launay, D
Hachulla, E
Guiducci, S
Walker, U
Kyburz, D
Lapadula, G
Iannone, F
Maurer, B
Jordan, S
Becvar, R
Sierakowsky, S
Kowal Bielecka, O
Cutolo, M
Sulli, A
Valentini, G
Cuomo, G
Siegert, E
Rednic, S
Nicoara, I
Kahan, A
Vlachoyiannopoulos, P
Montecucco, C
Caporali, R
Stork, J
Inanc, M
Carreira, Pe
Novak, S
Czirják, L
Varju, C
Chizzolini, C
Kucharz, Ej
Kotulska, A
Kopec-Medrek, M
Widuchowska, M
Rozman, B
Mallia, C
Coleiro, B
Gabrielli, A
Farge, D
Wu, C
Marjanovic, Z
Faivre, H
Hij, D
Dhamadi, R
Hesselstrand, R
Wollheim, F
Wuttge, Dm
Andréasson, K
Martinovic, D
Balbir-Gurman, A
Braun-Moscovici, Y
Trotta, F
Lo Monaco, A
Hunzelmann, N
Pellerito, R
Mauriziano, O
Maria Bambara, L
Caramaschi, P
Morovic-Vergles, J
Black, C
Damjanov, N
Henes, J
Ortiz Santamaria, V
Heitmann, S
Krasowska, D
Seidel, M
Hasler, P
Burkhardt, H
Himsel, A
Bajocchi, G
Maria Nuova, A
João Salvador, M
Pereira Da Silva, Ja
Stamenkovic, B
Stankovic, A
Francesco Selmi, C
De Santis, M
Marasini, B
Tikly, M
Ananieva, Lp
Denisov, Ln
Müller-Ladner, U
Frerix, M
Tarner, I
Scorza, R
Puppo, F
Engelhart, M
Strauss, G
Nielsen, H
Damgaard, K
Szücs, G
Szamosi, S
Zea Mendoza, A
de la Puente, C
Sifuentes Giraldo, Wa
Midtvedt, Ø
Reiseter, S
Garen, T
Valesini, G
Riccieri, V
Maria Ionescu, R
Opris, D
Groseanu, L
Wigley, Fm
Sfrent Cornateanu, R
Ionitescu, R
Maria Gherghe, A
Soare, A
Gorga, M
Bojinca, M
Mihai, C
Milicescu, M
Sunderkötter, C
Kuhn, A
Sandorfi, N
Schett, G
Distler, Jh
Beyer, C
Meroni, P
Ingegnoli, F
Mouthon, L
De Keyser, F
Smith, V
Paolo Cantatore, F
Corrado, A
Ullman, S
Iversen, L
Alberto von Mühlen, C
Marilu Bohn, J
Scussel Lonzetti, L
Rosa Pozzi, M
Eyerich, K
Hein, R
Knott, E
Wiland, P
Szmyrka-Kaczmarek, M
Sokolik, R
Morgiel, E
Madej, M
Houssiau, Fa
Jose Alegre-Sancho, J
Krummel-Lorenz, B
Saar, P
Aringer, M
Günther, C
Westhovens, R
de Langhe, E
Lenaerts, J
Anic, B
Baresic, M
Mayer, M
Üprus, M
Otsa, K
Yavuz, S
Granel, B
Cezar Radominski, S
de Souza Müller, C
Azevedo, Vf
Jimenez, S
Busquets, J
Agachi, S
Groppa, L
Chiaburu, L
Russu, E
Popa, S
Zenone, T
Pileckyte, M
Stebbings, S
Highton, J
Mathieu, A
Vacca, A
Sampaio-Barros, Pd
Yoshinari, Nh
Marangoni, Rg
Martin, P
Fuocco, L
Stamp, L
Chapman, P
O'Donnell, J
Solanki, K
Doube, A
Veale, D
O'Rourke, M
Loyo, E
Li, M
Abdel Atty Mohamed, Wa
Rosato, E
Amoroso, A
Gigante, A
Oksel, F
Yargucu, F
Tanaseanu, Cm
Popescu, M
Dumitrascu, A
Tiglea, I
Foti, R
Chirieac, R
Ancuta, C
Furst, De
Villiger, P
Adler, S
van Laar, J
Kayser, C
Eduardo, C AL
Fathi, N
Hassanien, M
de la Peña Lefebvre, Pg
Rodriguez Rubio, S
Valero Exposito, M
Sibilia, J
Chatelus, E
Gottenberg, Je
Chifflot, H
Litinsky, I
Emery, P
Buch, M
Del Galdo, F
Venalis, A
Butrimiene, I
Venalis, P
Rugiene, R
Karpec, D
Ann Saketkoo, L
Lasky, Ja
Kerzberg, E
Montoya, F
Cosentino, V
Limonta, M
Luca Brucato, A
Lupi, E
Rosner, I
Rozenbaum, M
Slobodin, G
Boulman, N
Rimar, D
Couto, M
Spertini, F
Ribi, C
Buss, G
Kahl, S
Hsu, Vm
Chen, F
Mccloskey, D
Malveaux, H
Louis Pasquali, J
Martin, T
Gorse, A
Guffroy, A
Poindron, V.

Description

Objective: Systemic sclerosis (SSc) is a heterogeneous connective tissue disease that is typically subdivided into limited cutaneous SSc (lcSSc) and diffuse cutaneous SSc (dcSSc) depending on the extent of skin involvement. This subclassification may not capture the entire variability of clinical phenotypes. The European Scleroderma Trials and Research (EUSTAR) database includes data on a prospective cohort of SSc patients from 122 European referral centers. This study was undertaken to perform a cluster analysis of EUSTAR data to distinguish and characterize homogeneous phenotypes without any a priori assumptions, and to examine survival among the clusters obtained. Methods: A total of 11,318 patients were registered in the EUSTAR database, and 6,927 were included in the study. Twenty-four clinical and serologic variables were used for clustering. Results: Clustering analyses provided a first delineation of 2 clusters showing moderate stability. In an exploratory attempt, we further characterized 6 homogeneous groups that differed with regard to their clinical features, autoantibody profile, and mortality. Some groups resembled usual dcSSc or lcSSc prototypes, but others exhibited unique features, such as a majority of lcSSc patients with a high rate of visceral damage and antitopoisomerase antibodies. Prognosis varied among groups and the presence of organ damage markedly impacted survival regardless of cutaneous involvement. Conclusion: Our findings suggest that restricting subsets of SSc patients to only those based on cutaneous involvement may not capture the complete heterogeneity of the disease. Organ damage and antibody profile should be taken into consideration when individuating homogeneous groups of patients with a distinct prognosi

Additional details

Created:
April 14, 2023
Modified:
November 30, 2023