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1. Predicting Kidney Failure, Cardiovascular Disease and Death in Advanced CKD Patients

Author

Cupisti, Adamasco, Sagliocca, Adelia, Ferraro, Alberto, Musiała, Aleksandra, Mele, Alessandra, Naticchia, Alessandro, Còsaro, Alex, Woodman, Alistair, Ranghino, Andrea, Stucchi, Andrea, Jonsson, Andreas, Schneider, Andreas, Pignataro, Angelo, Schrander, Anita, Torp, Anke, McKeever, Anna, Szymczak, Anna, Blom, Anna-Lena, De Blasio, Antonella, Pani, Antonello, Tsalouichos, Aris, Ullah, Asad, McLaren, Barbara, van Dam, Bastiaan, Iwig, Beate, Antonio, Bellasi, Di Iorio, Biagio Raffaele, Rogland, Björn, Perras, Boris, Alessandra, Butti, Harron, Camille, Wallquist, Carin, Siegert, Carl, Barrett, Carla, Gaillard, Carlo, Garofalo, Carlo, Abaterusso, Cataldo, Beerenhout, Charles, O'Toole, Charlotte, Somma, Chiara, Marx, Christian, Summersgill, Christina, Blaser, Christof, D'alessandro, Claudia, Emde, Claudia, Zullo, Claudia, Pozzi, Claudio, Geddes, Colin, Verburgh, Cornelis, Bergamo, Daniela, Ciurlino, Daniele, Motta, Daria, Glowski, Deborah, McGlynn, Deborah, Vargas, Denes, Krieter, Detlef, Russo, Domenico, Fuchs, Dunja, Sands, Dympna, Hoogeveen, Ellen, Irmler, Ellen, Dimény, Emöke, Favaro, Enrico, Platen, Eva, Olczyk, Ewelina, Hoorn, Ewout, Vigotti, Federica, Ansali, Ferruccio, Conte, Ferruccio, Cianciotta, Francesca, Giacchino, Francesca, Cappellaio, Francesco, Pizzarelli, Francesco, Sundelin, Fredrik, Uhlin, Fredrik, Greco, Gaetano, Roy, Geena, Porto, Gaetana, Bigatti, Giada, Marinangeli, Giancarlo, Cabiddu, Gianfranca, Hirst, Gillian, Fumagalli, Giordano, Caloro, Giorgia, Piccoli, Giorgina, Capasso, Giovanbattista, Gambaro, Giovanni, Tognarelli, Giuliana, Bonforte, Giuseppe, Conte, Giuseppe, Toscano, Giuseppe, Del Rosso, Goffredo, Welander, Gunilla, Augustyniak-Bartosik, Hanna, Boots, Hans, Schmidt-Gürtler, Hans, King, Hayley, McNally, Helen, Schlee, Hendrik, Boom, Henk, Naujoks, Holger, Masri-Senghor, Houda, Murtagh, Hugh, Rayner, Hugh, Miśkowiec-Wiśniewska, Ilona, Schlee, Ines, Capizzi, Irene, Hernandez, Isabel Bascaran, Baragetti, Ivano, Manitius, Jacek, Turner, Jane, Eijgenraam, Jan-Willem, Kooman, Jeroen, Beige, Joachim, Pondel, Joanna, Wilcox, Joanne, Berdeprado, Jocelyn, Röthele, Jochen, Wong, Jonathan, Rotmans, Joris, Banda, Joyce, Mazur, Justyna, Hahn, Kai, Jędrzejak, Kamila, Nowańska, Katarzyna, Blouin, Katja, Neumeier, Katrin, Jones, Kirsteen, Anding-Rost, Kirsten, Gröntoft, Knut-Christian, Oldrizzi, Lamberto, Haydock, Lesley, Vogt, Liffert, Wilkinson, Lily, Gesualdo, Loreto, Schramm, Lothar, Biancone, Luigi, Nowak, Łukasz, Raasveld, Maarten, Durlik, Magdalena, Magnano, Manuela, Vervloet, Marc, Ricardi, Marco, Carmody, Margaret, Di Bari, Maria, Laudato, Maria, Sirico, Maria Luisa, Stendahl, Maria, Svensson, Maria, Weetman, Maria, van Buren, Marjolijn, Joinson, Martin, Ferraresi, Martina, Dutton, Mary, van Diepen, Merel, Matthews, Michael, Provenzano, Michele, Hopf, Monika, Malaguti, Moreno, Wuttke, Nadja, Morgan, Neal, Palmieri, Nicola, Frischmuth, Nikolaus, Bleakley, Nina, Murrone, Paola, Cockwell, Paul, Leurs, Paul, Roderick, Paul, Voskamp, Pauline, Kashioulis, Pavlos, Ichtiaris, Pawlos, Blankestijn, Peter, Kirste, Petra, Schulz, Petra, Mason, Phil, Kalra, Philip, Cirillo, Pietro, Dattolo, Pietro, Acampora, Pina, Sajith, Rincy, Nigro, Rita, Boero, Roberto, Scarpioni, Roberto, Sicoli, Rosa, Malandra, Rosella, Aign, Sabine, Cäsar, Sabine, van Esch, Sadie, Chapman, Sally, Biribauer, Sandra, Navjee, Santee, Crosbie, Sarah, Brown, Sharon, Tickle, Sheila, Manan, Sherin, Röser, Silke, Savoldi, Silvana, Bertoli, Silvio, Borrelli, Silvio, Boorsma, Siska, Heidenreich, Stefan, Melander, Stefan, Maxia, Stefania, Maffei, Stefano, Mangano, Stefano, Palm, Stephanie, Konings, Stijn, Mathavakkannan, Suresh, Schwedler, Susanne, Delrieux, Sylke, Renker, Sylvia, Schättel, Sylvia, Dorota, Szyszkowska, Cicchetti, Teresa, Nieszporek, Teresa, Stephan, Theresa, Schmiedeke, Thomas, Weinreich, Thomas, Leimbach, Til, Rappa, Tiziana, Almquist, Tora, Stövesand, Torsten, Bahner, Udo, Jensen, Ulrika, Palazzo, Valentina, De Simone, Walter, Seeger, Wolfgang, Kuan, Ying, Heleniak, Zbigniew, Aydin, Zeynep, Ramspek, Chava L., Boekee, Rosemarijn, Evans, Marie, Heimburger, Olof, Snead, Charlotte M., Caskey, Fergus J., Torino, Claudia, Szymczak, Maciej, Krajewska, Magdalena, Drechsler, Christiane, Wanner, Christoph, Chesnaye, Nicholas C., Jager, Kitty J., Dekker, Friedo W., Snoeijs, Maarten G.J., and Rotmans, Joris I.

Published
2022
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2. Kidney failure prediction models

Author

Ramspek, Chava L, Evans, Marie, Wanner, Christoph, Drechsler, Christiane, Chesnaye, Nicholas C, Szymczak, Maciej, Krajewska, Magdalena, Torino, Claudia, Porto, Gaetana, Hayward, Samantha, Caskey, Fergus, Dekker, Friedo W, Jager, Kitty J, van Diepen, Merel, EQUAL Study Investigators: Adamasco Cupisti, Adelia Sagliocca, Alberto Ferraro, Aleksandra Musiała, Alessandra Mele, Alessandro Naticchia, Alex Còsaro, Alistair Woodman, Andrea Ranghino, Andrea Stucchi, Andreas Jonsson, Andreas Schneider, Angelo Pignataro, Anita Schrander, Anke Torp, Anna McKeever, Anna Szymczak, Anna-Lena Blom, Antonella De Blasio, Antonello Pani, Aris Tsalouichos, Asad Ullah, Barbara McLaren, Bastiaan van Dam, Beate Iwig, Bellasi Antonio, Biagio Raffaele Di Iorio, Björn Rogland, Boris Perras, Butti Alessandra, Camille Harron, Carin Wallquist, Carl Siegert, Carla Barrett, Carlo Gaillard, Carlo Garofalo, Cataldo Abaterusso, Charles Beerenhout, Charlotte O'Toole, Chiara Somma, Christian Marx, Christina Summersgill, Christof Blaser, Claudia D'alessandro, Claudia Emde, Claudia Zullo, Claudio Pozzi, Colin Geddes, Cornelis Verburgh, Daniela Bergamo, Daniele Ciurlino, Daria Motta, Deborah Glowski, Deborah McGlynn, Denes Vargas, Detlef Krieter, Domenico Russo, Dunja Fuchs, Dympna Sands, Ellen Hoogeveen, Ellen Irmler, Emöke Dimény, Enrico Favaro, Eva Platen, Ewelina Olczyk, Ewout Hoorn, Federica Vigotti, Ferruccio Ansali, Ferruccio Conte, Francesca Cianciotta, Francesca Giacchino, Francesco Cappellaio, Francesco Pizzarelli, Fredrik Sundelin, Fredrik Uhlin, Gaetano Greco, Geena Roy, Gaetana Porto, Giada Bigatti, Giancarlo Marinangeli, Gianfranca Cabiddu, Gillian Hirst, Giordano Fumagalli, Giorgia Caloro, Giorgina Piccoli, Giovanbattista Capasso, Giovanni Gambaro, Giuliana Tognarelli, Giuseppe Bonforte, Giuseppe Conte, Giuseppe Toscano, Goffredo Del Rosso, Gunilla Welander, Hanna Augustyniak-Bartosik, Hans Boots, Hans Schmidt-Gürtler, Hayley King, Helen McNally, Hendrik Schlee, Henk Boom, Holger Naujoks, Houda Masri-Senghor, Hugh Murtagh, Hugh Rayner, Ilona Miśkowiec-Wiśniewska, Ines Schlee, Irene Capizzi, Isabel Bascaran Hernandez, Ivano Baragetti, Jacek Manitius, Jane Turner, Jan-Willem Eijgenraam, Jeroen Kooman, Joachim Beige, Joanna Pondel, Joanne Wilcox, Jocelyn Berdeprado, Jochen Röthele, Jonathan Wong, Joris Rotmans, Joyce Banda, Justyna Mazur, Kai Hahn, Kamila Jędrzejak, Katarzyna Nowańska, Katja Blouin, Katrin Neumeier, Kirsteen Jones, Kirsten Anding-Rost, Knut-Christian Gröntoft, Lamberto Oldrizzi, Lesley Haydock, Liffert Vogt, Lily Wilkinson, Loreto Gesualdo, Lothar Schramm, Luigi Biancone, Łukasz Nowak, Maarten Raasveld, Magdalena Durlik, Manuela Magnano, Marc Vervloet, Marco Ricardi, Margaret Carmody, Maria Di Bari, Maria Laudato, Maria Luisa Sirico, Maria Stendahl, Maria Svensson, Maria Weetman, Marjolijn van Buren, Martin Joinson, Martina Ferraresi, Mary Dutton, Merel van Diepen, Michael Matthews, Michele Provenzano, Monika Hopf, Moreno Malaguti, Nadja Wuttke, Neal Morgan, Nicola Palmieri, Nikolaus Frischmuth, Nina Bleakley, Paola Murrone, Paul Cockwell, Paul Leurs, Paul Roderick, Pauline Voskamp, Pavlos Kashioulis, Pawlos Ichtiaris, Peter Blankestijn, Petra Kirste, Petra Schulz, Phil Mason, Philip Kalra, Pietro Cirillo, Pietro Dattolo, Pina Acampora, Rincy Sajith, Rita Nigro, Roberto Boero, Roberto Scarpioni, Rosa Sicoli, Rosella Malandra, Sabine Aign, Sabine Cäsar, Sadie van Esch, Sally Chapman, Sandra Biribauer, Santee Navjee, Sarah Crosbie, Sharon Brown, Sheila Tickle, Sherin Manan, Silke Röser, Silvana Savoldi, Silvio Bertoli, Silvio Borrelli, Siska Boorsma, Stefan Heidenreich, Stefan Melander, Stefania Maxia, Stefano Maffei, Stefano Mangano, Stephanie Palm, Stijn Konings, Suresh Mathavakkannan, Susanne Schwedler, Sylke Delrieux, Sylvia Renker, Sylvia Schättel, Szyszkowska Dorota, Teresa Cicchetti, Teresa Nieszporek, Theresa Stephan, Thomas Schmiedeke, Thomas Weinreich, Til Leimbach, Tiziana Rappa, Tora Almquist, Torsten Stövesand, Udo Bahner, Ulrika Jensen, Valentina Palazzo, Walter De Simone, Wolfgang Seeger, Ying Kuan, Zbigniew Heleniak, Zeynep Aydin, Internal Medicine, Chava L, Ramspek, Marie, Evan, Christoph, Wanner, Christiane, Drechsler, Nicholas C, Chesnaye, Maciej, Szymczak, Magdalena, Krajewska, Claudia, Torino, Gaetana, Porto, Samantha, Hayward, Fergus, Caskey, Friedo W, Dekker, Kitty J, Jager, Merel, van Diepen, Study Investigators: Adamasco Cupisti, Equal, Sagliocca, Adelia, Ferraro, Alberto, Musiała, Aleksandra, Mele, Alessandra, Naticchia, Alessandro, Còsaro, Alex, Woodman, Alistair, Ranghino, Andrea, Stucchi, Andrea, Jonsson, Andrea, Schneider, Andrea, Pignataro, Angelo, Schrander, Anita, Torp, Anke, Mckeever, Anna, Szymczak, Anna, Blom, Anna-Lena, De Blasio, Antonella, Pani, Antonello, Tsalouichos, Ari, Ullah, Asad, Mclaren, Barbara, van Dam, Bastiaan, Iwig, Beate, Antonio, Bellasi, Raffaele Di Iorio, Biagio, Rogland, Björn, Perras, Bori, Alessandra, Butti, Harron, Camille, Wallquist, Carin, Siegert, Carl, Barrett, Carla, Gaillard, Carlo, Garofalo, Carlo, Abaterusso, Cataldo, Beerenhout, Charle, O'Toole, Charlotte, Somma, Chiara, Marx, Christian, Summersgill, Christina, Blaser, Christof, D'Alessandro, Claudia, Emde, Claudia, Zullo, Claudia, Pozzi, Claudio, Geddes, Colin, Verburgh, Corneli, Bergamo, Daniela, Ciurlino, Daniele, Motta, Daria, Glowski, Deborah, Mcglynn, Deborah, Vargas, Dene, Krieter, Detlef, Russo, Domenico, Fuchs, Dunja, Sands, Dympna, Hoogeveen, Ellen, Irmler, Ellen, Dimény, Emöke, Favaro, Enrico, Platen, Eva, Olczyk, Ewelina, Hoorn, Ewout, Vigotti, Federica, Ansali, Ferruccio, Conte, Ferruccio, Cianciotta, Francesca, Giacchino, Francesca, Cappellaio, Francesco, Pizzarelli, Francesco, Sundelin, Fredrik, Uhlin, Fredrik, Greco, Gaetano, Roy, Geena, Porto, Gaetana, Bigatti, Giada, Marinangeli, Giancarlo, Cabiddu, Gianfranca, Hirst, Gillian, Fumagalli, Giordano, Caloro, Giorgia, Piccoli, Giorgina, Capasso, Giovanbattista, Gambaro, Giovanni, Tognarelli, Giuliana, Bonforte, Giuseppe, Conte, Giuseppe, Toscano, Giuseppe, Del Rosso, Goffredo, Welander, Gunilla, Augustyniak-Bartosik, Hanna, Boots, Han, Schmidt-Gürtler, Han, King, Hayley, Mcnally, Helen, Schlee, Hendrik, Boom, Henk, Naujoks, Holger, Masri-Senghor, Houda, Murtagh, Hugh, Rayner, Hugh, Miśkowiec-Wiśniewska, Ilona, Schlee, Ine, Capizzi, Irene, Bascaran Hernandez, Isabel, Baragetti, Ivano, Manitius, Jacek, Turner, Jane, Eijgenraam, Jan-Willem, Kooman, Jeroen, Beige, Joachim, Pondel, Joanna, Wilcox, Joanne, Berdeprado, Jocelyn, Röthele, Jochen, Wong, Jonathan, Rotmans, Jori, Banda, Joyce, Mazur, Justyna, Hahn, Kai, Jędrzejak, Kamila, Nowańska, Katarzyna, Blouin, Katja, Neumeier, Katrin, Jones, Kirsteen, Anding-Rost, Kirsten, Gröntoft, Knut-Christian, Oldrizzi, Lamberto, Haydock, Lesley, Vogt, Liffert, Wilkinson, Lily, Gesualdo, Loreto, Schramm, Lothar, Biancone, Luigi, Nowak, Łukasz, Raasveld, Maarten, Durlik, Magdalena, Magnano, Manuela, Vervloet, Marc, Ricardi, Marco, Carmody, Margaret, Di Bari, Maria, Laudato, Maria, Luisa Sirico, Maria, Stendahl, Maria, Svensson, Maria, Weetman, Maria, van Buren, Marjolijn, Joinson, Martin, Ferraresi, Martina, Dutton, Mary, van Diepen, Merel, Matthews, Michael, Provenzano, Michele, Hopf, Monika, Malaguti, Moreno, Wuttke, Nadja, Morgan, Neal, Palmieri, Nicola, Frischmuth, Nikolau, Bleakley, Nina, Murrone, Paola, Cockwell, Paul, Leurs, Paul, Roderick, Paul, Voskamp, Pauline, Kashioulis, Pavlo, Ichtiaris, Pawlo, Blankestijn, Peter, Kirste, Petra, Schulz, Petra, Mason, Phil, Kalra, Philip, Cirillo, Pietro, Dattolo, Pietro, Acampora, Pina, Sajith, Rincy, Nigro, Rita, Boero, Roberto, Scarpioni, Roberto, Sicoli, Rosa, Malandra, Rosella, Aign, Sabine, Cäsar, Sabine, van Esch, Sadie, Chapman, Sally, Biribauer, Sandra, Navjee, Santee, Crosbie, Sarah, Brown, Sharon, Tickle, Sheila, Manan, Sherin, Röser, Silke, Savoldi, Silvana, Bertoli, Silvio, Borrelli, Silvio, Boorsma, Siska, Heidenreich, Stefan, Melander, Stefan, Maxia, Stefania, Maffei, Stefano, Mangano, Stefano, Palm, Stephanie, Konings, Stijn, Mathavakkannan, Suresh, Schwedler, Susanne, Delrieux, Sylke, Renker, Sylvia, Schättel, Sylvia, Dorota, Szyszkowska, Cicchetti, Teresa, Nieszporek, Teresa, Stephan, Theresa, Schmiedeke, Thoma, Weinreich, Thoma, Leimbach, Til, Rappa, Tiziana, Almquist, Tora, Stövesand, Torsten, Bahner, Udo, Jensen, Ulrika, Palazzo, Valentina, De Simone, Walter, Seeger, Wolfgang, Kuan, Ying, Heleniak, Zbigniew, Aydin, Zeynep, Medical Informatics, ACS - Pulmonary hypertension & thrombosis, APH - Aging & Later Life, APH - Health Behaviors & Chronic Diseases, APH - Methodology, APH - Quality of Care, and APH - Global Health

Subjects
Male, progression of chronic renal failure, medicine.medical_specialty, Time Factors, epidemiology and outcome, 030232 urology & nephrology, Risk Assessment, Cohort Studies, 03 medical and health sciences, 0302 clinical medicine, Older patients, external validation, Predictive Value of Tests, medicine, Humans, Failure risk, Clinical Epidemiology, In patient, comprehensive external validation, 030212 general & internal medicine, Statistic, Aged, Aged, 80 and over, Kidney, Models, Statistical, business.industry, External validation, General Medicine, prediction, kidney failure, Europe, prediction model, medicine.anatomical_structure, chronic kidney disease, epidemiology and outcomes, prognosis, Nephrology, Emergency medicine, Disease Progression, Kidney Failure, Chronic, Female, business, prognostic, Predictive modelling, prognosi, Cohort study
Abstract

Background Various prediction models have been developed to predict the risk of kidney failure in patients with CKD. However, guideline-recommended models have yet to be compared head to head, their validation in patients with advanced CKD is lacking, and most do not account for competing risks. Methods To externally validate 11 existing models of kidney failure, taking the competing risk of death into account, we included patients with advanced CKD from two large cohorts: the European Quality Study (EQUAL), an ongoing European prospective, multicenter cohort study of older patients with advanced CKD, and the Swedish Renal Registry (SRR), an ongoing registry of nephrology-referred patients with CKD in Sweden. The outcome of the models was kidney failure (defined as RRT-treated ESKD). We assessed model performance with discrimination and calibration. Results The study included 1580 patients from EQUAL and 13,489 patients from SRR. The average c statistic over the 11 validated models was 0.74 in EQUAL and 0.80 in SRR, compared with 0.89 in previous validations. Most models with longer prediction horizons overestimated the risk of kidney failure considerably. The 5-year Kidney Failure Risk Equation (KFRE) overpredicted risk by 10%-\18%. The four- and eight-variable 2-year KFRE and the 4-year Grams model showed excellent calibration and good discrimination in both cohorts. Conclusions Some existing models can accurately predict kidney failure in patients with advanced CKD. KFRE performed well for a shorter time frame (2 years), despite not accounting for competing events. Models predicting over a longer time frame (5 years) overestimated risk because of the competing risk of death. The Grams model, which accounts for the latter, is suitable for longer-term predictions (4 years).

Published
2021
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