Literature DB >> 33621264

Development and validation of a prediction model for tocilizumab failure in hospitalized patients with SARS-CoV-2 infection.

Cristina Mussini1,2, Alessandro Cozzi-Lepri3, Marianna Menozzi1, Marianna Meschiari1, Erica Franceschini1, Jovana Milic2, Lucio Brugioni4, Antonello Pietrangelo5, Massimo Girardis2,6, Andrea Cossarizza5, Roberto Tonelli7, Enrico Clini5,7, Marco Massari8, Michele Bartoletti9, Anna Ferrari10, Anna Maria Cattelan10, Paola Zuccalà11, Miriam Lichtner11, Roberto Rossotti12, Enrico Girardi13, Emanuele Nicastri13, Massimo Puoti13,14, Andrea Antinori13, Pierluigi Viale9, Giovanni Guaraldi1,2.   

Abstract

BACKGROUND: The aim of this secondary analysis of the TESEO cohort is to identify, early in the course of treatment with tocilizumab, factors associated with the risk of progressing to mechanical ventilation and death and develop a risk score to estimate the risk of this outcome according to patients' profile.
METHODS: Patients with COVID-19 severe pneumonia receiving standard of care + tocilizumab who were alive and free from mechanical ventilation at day 6 after treatment initiation were included in this retrospective, multicenter cohort study. Multivariable logistic regression models were built to identify predictors of mechanical ventilation or death by day-28 from treatment initiation and β-coefficients were used to develop a risk score. Secondary outcome was mortality. Patients with the same inclusion criteria as the derivation cohort from 3 independent hospitals were used as validation cohort.
RESULTS: 266 patients treated with tocilizumab were included. By day 28 of hospital follow-up post treatment initiation, 40 (15%) underwent mechanical ventilation or died [26 (10%)]. At multivariable analysis, sex, day-4 PaO2/FiO2 ratio, platelets and CRP were independently associated with the risk of developing the study outcomes and were used to generate the proposed risk score. The accuracy of the score in AUC was 0.80 and 0.70 in internal validation and test for the composite endpoint and 0.92 and 0.69 for death, respectively.
CONCLUSIONS: Our score could assist clinicians in identifying, early after tocilizumab administration, patients who are likely to progress to mechanical ventilation or death, so that they could be selected for eventual rescue therapies.

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Year:  2021        PMID: 33621264      PMCID: PMC7901750          DOI: 10.1371/journal.pone.0247275

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  20 in total

1.  Tocilizumab in patients with severe COVID-19: a retrospective cohort study.

Authors:  Giovanni Guaraldi; Marianna Meschiari; Alessandro Cozzi-Lepri; Jovana Milic; Roberto Tonelli; Marianna Menozzi; Erica Franceschini; Gianluca Cuomo; Gabriella Orlando; Vanni Borghi; Antonella Santoro; Margherita Di Gaetano; Cinzia Puzzolante; Federica Carli; Andrea Bedini; Luca Corradi; Riccardo Fantini; Ivana Castaniere; Luca Tabbì; Massimo Girardis; Sara Tedeschi; Maddalena Giannella; Michele Bartoletti; Renato Pascale; Giovanni Dolci; Lucio Brugioni; Antonello Pietrangelo; Andrea Cossarizza; Federico Pea; Enrico Clini; Carlo Salvarani; Marco Massari; Pier Luigi Viale; Cristina Mussini
Journal:  Lancet Rheumatol       Date:  2020-06-24

2.  Effect of Tocilizumab vs Usual Care in Adults Hospitalized With COVID-19 and Moderate or Severe Pneumonia: A Randomized Clinical Trial.

Authors:  Olivier Hermine; Xavier Mariette; Pierre-Louis Tharaux; Matthieu Resche-Rigon; Raphaël Porcher; Philippe Ravaud
Journal:  JAMA Intern Med       Date:  2021-01-01       Impact factor: 21.873

3.  Mortality in tocilizumab-treated patients with COVID-19: a systematic review and meta-analysis.

Authors:  Onorina Berardicurti; Piero Ruscitti; Francesco Ursini; Settimio D'Andrea; Jacopo Ciaffi; Riccardo Meliconi; Annamaria Iagnocco; Paola Cipriani; Roberto Giacomelli
Journal:  Clin Exp Rheumatol       Date:  2020-12-03       Impact factor: 4.473

4.  Interleukin-1 blockade with high-dose anakinra in patients with COVID-19, acute respiratory distress syndrome, and hyperinflammation: a retrospective cohort study.

Authors:  Giulio Cavalli; Giacomo De Luca; Corrado Campochiaro; Emanuel Della-Torre; Marco Ripa; Diana Canetti; Chiara Oltolini; Barbara Castiglioni; Chiara Tassan Din; Nicola Boffini; Alessandro Tomelleri; Nicola Farina; Annalisa Ruggeri; Patrizia Rovere-Querini; Giuseppe Di Lucca; Sabina Martinenghi; Raffaella Scotti; Moreno Tresoldi; Fabio Ciceri; Giovanni Landoni; Alberto Zangrillo; Paolo Scarpellini; Lorenzo Dagna
Journal:  Lancet Rheumatol       Date:  2020-05-07

5.  Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China.

Authors:  Chaolin Huang; Yeming Wang; Xingwang Li; Lili Ren; Jianping Zhao; Yi Hu; Li Zhang; Guohui Fan; Jiuyang Xu; Xiaoying Gu; Zhenshun Cheng; Ting Yu; Jiaan Xia; Yuan Wei; Wenjuan Wu; Xuelei Xie; Wen Yin; Hui Li; Min Liu; Yan Xiao; Hong Gao; Li Guo; Jungang Xie; Guangfa Wang; Rongmeng Jiang; Zhancheng Gao; Qi Jin; Jianwei Wang; Bin Cao
Journal:  Lancet       Date:  2020-01-24       Impact factor: 79.321

6.  Neutrophil-to-lymphocyte ratio predicts critical illness patients with 2019 coronavirus disease in the early stage.

Authors:  Jingyuan Liu; Yao Liu; Pan Xiang; Lin Pu; Haofeng Xiong; Chuansheng Li; Ming Zhang; Jianbo Tan; Yanli Xu; Rui Song; Meihua Song; Lin Wang; Wei Zhang; Bing Han; Li Yang; Xiaojing Wang; Guiqin Zhou; Ting Zhang; Ben Li; Yanbin Wang; Zhihai Chen; Xianbo Wang
Journal:  J Transl Med       Date:  2020-05-20       Impact factor: 5.531

7.  Tocilizumab in Patients Hospitalized with Covid-19 Pneumonia.

Authors:  Carlos Salama; Jian Han; Linda Yau; William G Reiss; Benjamin Kramer; Jeffrey D Neidhart; Gerard J Criner; Emma Kaplan-Lewis; Rachel Baden; Lavannya Pandit; Miriam L Cameron; Julia Garcia-Diaz; Victoria Chávez; Martha Mekebeb-Reuter; Ferdinando Lima de Menezes; Reena Shah; Maria F González-Lara; Beverly Assman; Jamie Freedman; Shalini V Mohan
Journal:  N Engl J Med       Date:  2020-12-17       Impact factor: 91.245

8.  Interleukin-6 inhibitors in the treatment of rheumatoid arthritis.

Authors:  Stephanie Hennigan; Arthur Kavanaugh
Journal:  Ther Clin Risk Manag       Date:  2008-08       Impact factor: 2.423

9.  Dexamethasone in Hospitalized Patients with Covid-19.

Authors:  Peter Horby; Wei Shen Lim; Jonathan R Emberson; Marion Mafham; Jennifer L Bell; Louise Linsell; Natalie Staplin; Christopher Brightling; Andrew Ustianowski; Einas Elmahi; Benjamin Prudon; Christopher Green; Timothy Felton; David Chadwick; Kanchan Rege; Christopher Fegan; Lucy C Chappell; Saul N Faust; Thomas Jaki; Katie Jeffery; Alan Montgomery; Kathryn Rowan; Edmund Juszczak; J Kenneth Baillie; Richard Haynes; Martin J Landray
Journal:  N Engl J Med       Date:  2020-07-17       Impact factor: 91.245

10.  Tocilizumab among patients with COVID-19 in the intensive care unit: a multicentre observational study.

Authors:  Noa Biran; Andrew Ip; Jaeil Ahn; Ronaldo C Go; Shuqi Wang; Shivam Mathura; Brittany A Sinclaire; Urszula Bednarz; Michael Marafelias; Eric Hansen; David S Siegel; Andre H Goy; Andrew L Pecora; Ihor S Sawczuk; Lauren S Koniaris; Micky Simwenyi; Daniel W Varga; Lisa K Tank; Aaron A Stein; Valerie Allusson; George S Lin; William F Oser; Roman A Tuma; Joseph Reichman; Louis Brusco; Kim L Carpenter; Eric J Costanzo; Vincent Vivona; Stuart L Goldberg
Journal:  Lancet Rheumatol       Date:  2020-08-14
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  2 in total

1.  Predictors of the Outcomes Following the Tocilizumab Treatment for Severe COVID-19.

Authors:  Karan Singla; Goverdhan D Puri; Subhrashis Guha Niyogi; Varun Mahajan; Kamal Kajal; Ashish Bhalla
Journal:  Cureus       Date:  2022-08-26

2.  Predictors of poor outcome in tocilizumab treated patients with Sars-CoV-2 related severe respiratory failure: A multicentre real world study.

Authors:  Luca Masotti; Giancarlo Landini; Grazia Panigada; Elisa Grifoni; Roberto Tarquini; Francesco Cei; Barbara Maria Angela Cimolato; Vieri Vannucchi; Massimo Di Pietro; Fiorella Piani; Alberto Fortini; Antonio Faraone; Gabriele Nenci; Franco Cipollini; Pierluigi Blanc; Pamela Lotti; Massimo Di Natale; Filippo Risaliti; Donatella Aquilini; Cristiana Seravalle; Andrea Bribani; Alessandro Farsi; Irene Micheletti; Elisa Cioni; Giulia Pelagalli; Chiara Mattaliano; Gabriele Pinto; Elisa Maria Madonia; Irene Sivieri; Marianna Mannini; Alice Valoriani; Simona Brancati; Matteo Rosselli; Eleonora Pavone; Maria Chiara Burla; Alessandro Sergi
Journal:  Int Immunopharmacol       Date:  2022-03-18       Impact factor: 5.714

  2 in total

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