Cargando…
1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation
BACKGROUND: Cytomegalovirus (CMV) infection is common among solid-organ transplant (SOT) recipients and may cause CMV disease, if not promptly treated. Strategies to prevent CMV disease include chemoprophylaxis and pre-emptive monitoring and treatment of emerging subclinical infection. To optimize t...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6253135/ http://dx.doi.org/10.1093/ofid/ofy210.1407 |
_version_ | 1783373427517685760 |
---|---|
author | Ekenberg, Christina Cunha-Bang, Caspar Da Lodding, Isabelle Paula Sørensen, Søren Schwartz Sengeløv, Henrik Perch, Michael Rasmussen, Allan Gustafsson, Finn Wareham, Neval Ete Kirkby, Nikolai Kjær, Jesper Helleberg, Marie Lundgren, Jens D |
author_facet | Ekenberg, Christina Cunha-Bang, Caspar Da Lodding, Isabelle Paula Sørensen, Søren Schwartz Sengeløv, Henrik Perch, Michael Rasmussen, Allan Gustafsson, Finn Wareham, Neval Ete Kirkby, Nikolai Kjær, Jesper Helleberg, Marie Lundgren, Jens D |
author_sort | Ekenberg, Christina |
collection | PubMed |
description | BACKGROUND: Cytomegalovirus (CMV) infection is common among solid-organ transplant (SOT) recipients and may cause CMV disease, if not promptly treated. Strategies to prevent CMV disease include chemoprophylaxis and pre-emptive monitoring and treatment of emerging subclinical infection. To optimize the implementation of these strategies as part of routine care, we developed and implemented a proactive and patient-tailored CMV management system for SOT patients (the MATCH program) in our center. Two key performance characteristics of success of MATCH are diagnosing CMV at low levels and avoiding CMV disease at diagnosis; these characteristics are assessed here before (2007–2010), during (2011–2012) and after (2013–2015) the implementation of the MATCH program. METHODS: In MATCH, SOT recipients follow a personalized, yet standardized, plan for monitoring, prophylaxis and pre-emptive therapy depending on underlying risk for CMV infection. The plan is composed in accordance with the recipient’s a priori risk as to CMV IgG serostatus and is continually updated during the post-transplant course according to patient′s current situation. Each individual patient plan is produced and implemented by a rule-based artificial intelligence (AI) platform, harvesting relevant real-time data from electronic medical records. Via predefined algorithms, plans and revisions are created and alerts are generated in case of missed planned monitoring for or molecular detection of CMV infection. Prior to its implementation, prevention of CMV disease was left at the discretion of the individual physician. RESULTS: A total of 603, 357, and 531 patients received an SOT before, during and after implementing MATCH, resp., of whom 88 (14.6%), 56 (15.7%) and 119 (22.4%) developed CMV infection within the first year of transplantation (Table 1). Among those with CMV infection, the % with high viral load decreased as did the % with CMV disease at the time of diagnosis of CMV infection during and after the implementation of MATCH relative to before (Figure 1). [Image: see text] [Image: see text] CONCLUSION: The implementation of a rule-based AI platform guiding routine prevention of CMV disease among SOT recipients was associated with improved CMV-specific outcome, indicating its ability to identify the CMV infection sooner after onset and before causing disease. DISCLOSURES: All authors: No reported disclosures. |
format | Online Article Text |
id | pubmed-6253135 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-62531352018-11-28 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation Ekenberg, Christina Cunha-Bang, Caspar Da Lodding, Isabelle Paula Sørensen, Søren Schwartz Sengeløv, Henrik Perch, Michael Rasmussen, Allan Gustafsson, Finn Wareham, Neval Ete Kirkby, Nikolai Kjær, Jesper Helleberg, Marie Lundgren, Jens D Open Forum Infect Dis Abstracts BACKGROUND: Cytomegalovirus (CMV) infection is common among solid-organ transplant (SOT) recipients and may cause CMV disease, if not promptly treated. Strategies to prevent CMV disease include chemoprophylaxis and pre-emptive monitoring and treatment of emerging subclinical infection. To optimize the implementation of these strategies as part of routine care, we developed and implemented a proactive and patient-tailored CMV management system for SOT patients (the MATCH program) in our center. Two key performance characteristics of success of MATCH are diagnosing CMV at low levels and avoiding CMV disease at diagnosis; these characteristics are assessed here before (2007–2010), during (2011–2012) and after (2013–2015) the implementation of the MATCH program. METHODS: In MATCH, SOT recipients follow a personalized, yet standardized, plan for monitoring, prophylaxis and pre-emptive therapy depending on underlying risk for CMV infection. The plan is composed in accordance with the recipient’s a priori risk as to CMV IgG serostatus and is continually updated during the post-transplant course according to patient′s current situation. Each individual patient plan is produced and implemented by a rule-based artificial intelligence (AI) platform, harvesting relevant real-time data from electronic medical records. Via predefined algorithms, plans and revisions are created and alerts are generated in case of missed planned monitoring for or molecular detection of CMV infection. Prior to its implementation, prevention of CMV disease was left at the discretion of the individual physician. RESULTS: A total of 603, 357, and 531 patients received an SOT before, during and after implementing MATCH, resp., of whom 88 (14.6%), 56 (15.7%) and 119 (22.4%) developed CMV infection within the first year of transplantation (Table 1). Among those with CMV infection, the % with high viral load decreased as did the % with CMV disease at the time of diagnosis of CMV infection during and after the implementation of MATCH relative to before (Figure 1). [Image: see text] [Image: see text] CONCLUSION: The implementation of a rule-based AI platform guiding routine prevention of CMV disease among SOT recipients was associated with improved CMV-specific outcome, indicating its ability to identify the CMV infection sooner after onset and before causing disease. DISCLOSURES: All authors: No reported disclosures. Oxford University Press 2018-11-26 /pmc/articles/PMC6253135/ http://dx.doi.org/10.1093/ofid/ofy210.1407 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of Infectious Diseases Society of America. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs licence (http://creativecommons.org/licenses/by-nc-nd/4.0/), which permits non-commercial reproduction and distribution of the work, in any medium, provided the original work is not altered or transformed in any way, and that the work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Abstracts Ekenberg, Christina Cunha-Bang, Caspar Da Lodding, Isabelle Paula Sørensen, Søren Schwartz Sengeløv, Henrik Perch, Michael Rasmussen, Allan Gustafsson, Finn Wareham, Neval Ete Kirkby, Nikolai Kjær, Jesper Helleberg, Marie Lundgren, Jens D 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title | 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title_full | 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title_fullStr | 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title_full_unstemmed | 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title_short | 1579. Evaluation of MATCH: an Electronic Individual Patient-Focused Management System Aimed at Preventing Cytomegalovirus Disease Following Solid Organ Transplantation |
title_sort | 1579. evaluation of match: an electronic individual patient-focused management system aimed at preventing cytomegalovirus disease following solid organ transplantation |
topic | Abstracts |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6253135/ http://dx.doi.org/10.1093/ofid/ofy210.1407 |
work_keys_str_mv | AT ekenbergchristina 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT cunhabangcasparda 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT loddingisabellepaula 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT sørensensørenschwartz 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT sengeløvhenrik 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT perchmichael 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT rasmussenallan 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT gustafssonfinn 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT warehamnevalete 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT kirkbynikolai 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT kjærjesper 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT hellebergmarie 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation AT lundgrenjensd 1579evaluationofmatchanelectronicindividualpatientfocusedmanagementsystemaimedatpreventingcytomegalovirusdiseasefollowingsolidorgantransplantation |