Predictive Model for Multidrug Resistance in Patients Admitted to the Emergency Department With Sepsis
1 other identifier
observational
10,000
0 countries
N/A
Brief Summary
Introduction: Timely and accurate antibiotic administration in emergency department (ED) patients with sepsis or septic shock is vital, given mortality rates of 20% and over 40%, respectively. In high antimicrobial resistance (AMR) settings, selecting effective empirical antibiotics is challenging, requiring a balance between efficacy and minimizing multidrug-resistant organism (MDRO) emergence. A predictive model estimating AMR probability could optimize antibiotic use, improve outcomes, and reduce resistance. Although risk factors are known, no single validated model exists for predicting multidrug resistance in sepsis. Accurate prediction must integrate patient history, pathogen profiles, infection source, and antibiotic characteristics. Objectives: To estimate AMR prevalence in adult ED patients with sepsis or septic shock and develop a validated predictive model estimating AMR probability and likely pathogens. The model will follow a three-phase approach: (1) predict culture positivity, (2) estimate pathogen likelihood, and (3) predict AMR. Additionally, we aim to describe individual-level statistics for both predictable and unpredictable cases based on model performance. Methods: A cross-sectional study will be conducted at Hospital Italiano's adult ED over 70 months (Jan 1, 2017-Mar 20, 2020 and May 1, 2022-Aug 10, 2025), excluding the COVID-19 period. Primary outcomes include culture positivity, bacterial species, and MDRO prevalence. Frequency analyses will use positive cultures, species, and resistance classifications (MDRO, MDR, XDR, PDR), including mechanisms (e.g., MRSA, ESBL, KPC, MBL, OXA). Denominators will include all sepsis patients and, separately, culture-positive cases. Confidence intervals (95%) will be calculated using normal approximation. Multivariate logistic regression with backward stepwise selection will identify predictors and interactions. A hierarchical model will be developed based on culture results, pathogen identification, and resistance profiles.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Oct 2025
Shorter than P25 for all trials
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
July 25, 2025
CompletedFirst Posted
Study publicly available on registry
September 11, 2025
CompletedStudy Start
First participant enrolled
October 15, 2025
CompletedPrimary Completion
Last participant's last visit for primary outcome
October 20, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
October 31, 2025
CompletedSeptember 11, 2025
September 1, 2025
5 days
July 25, 2025
September 3, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Proportion of episodes with multidrug-resistant organisms (MDRO)
Percentage of episodes with a positive bacterial culture that meet criteria for multidrug resistance (MDR or greater, i.e., MDR/XDR/PDR), defined according to Magiorakos et al., 2012. Unit of Measure: % of culture-positive episodes
Baseline (within the first 48 hours of admission)
Secondary Outcomes (7)
Culture positivity
Baseline
Bacterial species (Number of Participants with each microorganism species)
Baseline
Enzymatic resistance mechanisms (Number of Participants with each enzymatic mechanism detected)
Baseline
Carbapenemase genotypes (Number of participants with each genotypic resistance mechanism -KPC, NDM, VIM, OXA-48, IMP- detected by multiplex PCR assay)
Baseline
Proportion of episodes with MDR organisms
Baseline
- +2 more secondary outcomes
Study Arms (1)
Individuals with sepsis
Individuals aged 18 years or older who present to the Adult Emergency Department (CEA) at the Hospital Italiano de Buenos Aires between 01/01/2017 and 10/08/2025 with sepsis or septic shock and requiring at least 48 hours of observation or admission. The COVID-19 pandemic period will be excluded.
Eligibility Criteria
Individuals aged 18 years or older with sepsis.
You may qualify if:
- Adults aged 18 years or older.
- Attended at the Adult Emergency Department of Hospital Italiano de Buenos Aires during the periods:
- January 1, 2017 - March 20, 2020, or
- May 1, 2022 - August 10, 2025.
- Sepsis or septic shock at presentation and at least 48 hours of observation or hospital admission.
- Bacterial cultures obtained during the initial evaluation.
You may not qualify if:
- No indication for antibiotic therapy within the first 48 hours of hospital admission.
- No bacterial cultures performed within the first 48 hours of hospital admission.
- SARS-CoV-2 infection diagnosed within the first 72 hours of hospital admission.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Related Publications (83)
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PMID: 28349179BACKGROUNDThwaites CL, Lundeg G, Dondorp AM; sepsis in resource-limited settings-expert consensus recommendations group of the European Society of Intensive Care Medicine (ESICM) and the Mahidol-Oxford Research Unit (MORU) in Bangkok, Thailand. Recommendations for infection management in patients with sepsis and septic shock in resource-limited settings. Intensive Care Med. 2016 Dec;42(12):2040-2042. doi: 10.1007/s00134-016-4415-3. Epub 2016 Jun 21. No abstract available.
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PMID: 24638143BACKGROUNDLevy MM, Rhodes A, Phillips GS, Townsend SR, Schorr CA, Beale R, Osborn T, Lemeshow S, Chiche JD, Artigas A, Dellinger RP. Surviving Sepsis Campaign: association between performance metrics and outcomes in a 7.5-year study. Crit Care Med. 2015 Jan;43(1):3-12. doi: 10.1097/CCM.0000000000000723.
PMID: 25275252BACKGROUNDMachado FR, Cavalcanti AB, Bozza FA, Ferreira EM, Angotti Carrara FS, Sousa JL, Caixeta N, Salomao R, Angus DC, Pontes Azevedo LC; SPREAD Investigators; Latin American Sepsis Institute Network. The epidemiology of sepsis in Brazilian intensive care units (the Sepsis PREvalence Assessment Database, SPREAD): an observational study. Lancet Infect Dis. 2017 Nov;17(11):1180-1189. doi: 10.1016/S1473-3099(17)30322-5. Epub 2017 Aug 17.
PMID: 28826588BACKGROUNDDivatia JV, Amin PR, Ramakrishnan N, Kapadia FN, Todi S, Sahu S, Govil D, Chawla R, Kulkarni AP, Samavedam S, Jani CK, Rungta N, Samaddar DP, Mehta S, Venkataraman R, Hegde A, Bande BD, Dhanuka S, Singh V, Tewari R, Zirpe K, Sathe P; INDICAPS Study Investigators. Intensive Care in India: The Indian Intensive Care Case Mix and Practice Patterns Study. Indian J Crit Care Med. 2016 Apr;20(4):216-25. doi: 10.4103/0972-5229.180042.
PMID: 27186054BACKGROUNDAngus DC, Linde-Zwirble WT, Lidicker J, Clermont G, Carcillo J, Pinsky MR. Epidemiology of severe sepsis in the United States: analysis of incidence, outcome, and associated costs of care. Crit Care Med. 2001 Jul;29(7):1303-10. doi: 10.1097/00003246-200107000-00002.
PMID: 11445675BACKGROUNDShankar-Hari M, Harrison DA, Rowan KM. Differences in Impact of Definitional Elements on Mortality Precludes International Comparisons of Sepsis Epidemiology-A Cohort Study Illustrating the Need for Standardized Reporting. Crit Care Med. 2016 Dec;44(12):2223-2230. doi: 10.1097/CCM.0000000000001876.
PMID: 27352126BACKGROUNDLiu V, Escobar GJ, Greene JD, Soule J, Whippy A, Angus DC, Iwashyna TJ. Hospital deaths in patients with sepsis from 2 independent cohorts. JAMA. 2014 Jul 2;312(1):90-2. doi: 10.1001/jama.2014.5804. No abstract available.
PMID: 24838355BACKGROUNDWeng L, Xu Y, Yin P, Wang Y, Chen Y, Liu W, Li S, Peng JM, Dong R, Hu XY, Jiang W, Wang CY, Gao P, Zhou MG, Du B; China Critical Care Clinical Trials Group (CCCCTG). National incidence and mortality of hospitalized sepsis in China. Crit Care. 2023 Mar 4;27(1):84. doi: 10.1186/s13054-023-04385-x.
PMID: 36870989BACKGROUNDSoutheast Asia Infectious Disease Clinical Research Network. Causes and outcomes of sepsis in southeast Asia: a multinational multicentre cross-sectional study. Lancet Glob Health. 2017 Feb;5(2):e157-e167. doi: 10.1016/S2214-109X(17)30007-4.
PMID: 28104185BACKGROUNDFleischmann-Struzek C, Mikolajetz A, Schwarzkopf D, Cohen J, Hartog CS, Pletz M, Gastmeier P, Reinhart K. Challenges in assessing the burden of sepsis and understanding the inequalities of sepsis outcomes between National Health Systems: secular trends in sepsis and infection incidence and mortality in Germany. Intensive Care Med. 2018 Nov;44(11):1826-1835. doi: 10.1007/s00134-018-5377-4. Epub 2018 Oct 4.
PMID: 30284637BACKGROUNDRhee C, Dantes R, Epstein L, Murphy DJ, Seymour CW, Iwashyna TJ, Kadri SS, Angus DC, Danner RL, Fiore AE, Jernigan JA, Martin GS, Septimus E, Warren DK, Karcz A, Chan C, Menchaca JT, Wang R, Gruber S, Klompas M; CDC Prevention Epicenter Program. Incidence and Trends of Sepsis in US Hospitals Using Clinical vs Claims Data, 2009-2014. JAMA. 2017 Oct 3;318(13):1241-1249. doi: 10.1001/jama.2017.13836.
PMID: 28903154BACKGROUNDLa Via L, Sangiorgio G, Stefani S, Marino A, Nunnari G, Cocuzza S, La Mantia I, Cacopardo B, Stracquadanio S, Spampinato S, Lavalle S, Maniaci A. The Global Burden of Sepsis and Septic Shock. Epidemiologia (Basel). 2024 Jul 25;5(3):456-478. doi: 10.3390/epidemiologia5030032.
PMID: 39189251BACKGROUNDRudd KE, Johnson SC, Agesa KM, Shackelford KA, Tsoi D, Kievlan DR, Colombara DV, Ikuta KS, Kissoon N, Finfer S, Fleischmann-Struzek C, Machado FR, Reinhart KK, Rowan K, Seymour CW, Watson RS, West TE, Marinho F, Hay SI, Lozano R, Lopez AD, Angus DC, Murray CJL, Naghavi M. Global, regional, and national sepsis incidence and mortality, 1990-2017: analysis for the Global Burden of Disease Study. Lancet. 2020 Jan 18;395(10219):200-211. doi: 10.1016/S0140-6736(19)32989-7.
PMID: 31954465BACKGROUNDKumar NR, Balraj TA, Kempegowda SN, Prashant A. Multidrug-Resistant Sepsis: A Critical Healthcare Challenge. Antibiotics (Basel). 2024 Jan 4;13(1):46. doi: 10.3390/antibiotics13010046.
PMID: 38247605BACKGROUNDVelazquez-Meza ME, Galarde-Lopez M, Carrillo-Quiroz B, Alpuche-Aranda CM. Antimicrobial resistance: One Health approach. Vet World. 2022 Mar;15(3):743-749. doi: 10.14202/vetworld.2022.743-749. Epub 2022 Mar 28.
PMID: 35497962BACKGROUNDShankar-Hari M, Phillips GS, Levy ML, Seymour CW, Liu VX, Deutschman CS, Angus DC, Rubenfeld GD, Singer M; Sepsis Definitions Task Force. Developing a New Definition and Assessing New Clinical Criteria for Septic Shock: For the Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA. 2016 Feb 23;315(8):775-87. doi: 10.1001/jama.2016.0289.
PMID: 26903336BACKGROUNDSinger M, Deutschman CS, Seymour CW, Shankar-Hari M, Annane D, Bauer M, Bellomo R, Bernard GR, Chiche JD, Coopersmith CM, Hotchkiss RS, Levy MM, Marshall JC, Martin GS, Opal SM, Rubenfeld GD, van der Poll T, Vincent JL, Angus DC. The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA. 2016 Feb 23;315(8):801-10. doi: 10.1001/jama.2016.0287.
PMID: 26903338BACKGROUNDRamasco F, Mendez R, Suarez de la Rica A, Gonzalez de Castro R, Maseda E. Sepsis Stewardship: The Puzzle of Antibiotic Therapy in the Context of Individualization of Decision Making. J Pers Med. 2024 Jan 18;14(1):106. doi: 10.3390/jpm14010106.
PMID: 38248807BACKGROUNDEvans L, Rhodes A, Alhazzani W, Antonelli M, Coopersmith CM, French C, Machado FR, Mcintyre L, Ostermann M, Prescott HC, Schorr C, Simpson S, Wiersinga WJ, Alshamsi F, Angus DC, Arabi Y, Azevedo L, Beale R, Beilman G, Belley-Cote E, Burry L, Cecconi M, Centofanti J, Coz Yataco A, De Waele J, Dellinger RP, Doi K, Du B, Estenssoro E, Ferrer R, Gomersall C, Hodgson C, Moller MH, Iwashyna T, Jacob S, Kleinpell R, Klompas M, Koh Y, Kumar A, Kwizera A, Lobo S, Masur H, McGloughlin S, Mehta S, Mehta Y, Mer M, Nunnally M, Oczkowski S, Osborn T, Papathanassoglou E, Perner A, Puskarich M, Roberts J, Schweickert W, Seckel M, Sevransky J, Sprung CL, Welte T, Zimmerman J, Levy M. Surviving sepsis campaign: international guidelines for management of sepsis and septic shock 2021. Intensive Care Med. 2021 Nov;47(11):1181-1247. doi: 10.1007/s00134-021-06506-y. Epub 2021 Oct 2. No abstract available.
PMID: 34599691BACKGROUNDMuteeb G, Rehman MT, Shahwan M, Aatif M. Origin of Antibiotics and Antibiotic Resistance, and Their Impacts on Drug Development: A Narrative Review. Pharmaceuticals (Basel). 2023 Nov 15;16(11):1615. doi: 10.3390/ph16111615.
PMID: 38004480BACKGROUNDLlor C, Bjerrum L. Antimicrobial resistance: risk associated with antibiotic overuse and initiatives to reduce the problem. Ther Adv Drug Saf. 2014 Dec;5(6):229-41. doi: 10.1177/2042098614554919.
PMID: 25436105BACKGROUND
Related Links
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MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Emilio Felipe H Huaier Arriazu, MD
Hospital Italiano de Buenos Aires
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- OTHER
- Time Perspective
- CROSS SECTIONAL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Infectious disease physician, member of the Infectious disease department and the Infection control committee of Hospital Italiano de Buenos Aires
Study Record Dates
First Submitted
July 25, 2025
First Posted
September 11, 2025
Study Start
October 15, 2025
Primary Completion
October 20, 2025
Study Completion
October 31, 2025
Last Updated
September 11, 2025
Record last verified: 2025-09
Data Sharing
- IPD Sharing
- Will not share
Not possible due to confidentiality and legal restrictions.