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Sedation ComplicationROMANTICNCT06667869

multipaRameter mOnitoring systeM for sedAtion iNThe ICu

An observational study of Sedation Complication, run by Pontificia Universidad Catolica de Chile at 2 sites in Chile.

Recruiting

Looking for participants now. Contact the study team or a site below to ask about taking part.

Sites and contacts
Official record
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Trial summary

The administration of sedation in Intensive Care Units (ICU) is a vital and complex task, essential for the well-being of critically ill patients. Proper dosing is crucial, as both under-dosing and overdosing have adverse consequences for patients, including risks such as accidental extubation, ventilator… Read more about this study

Who is it for?
Ages 18 years and older
Conditions the study is for
Sedation Complication
What is being tested?
Sedative
How many people
80 participants
Where
2 sitesChile
Study dates
14 Feb 2025to 15 Dec 2026
How long will I take part?
2 Weeks
Phase
Observational
Are there results?
Not yet: the study is under way

Key requirements

Who can take part, as listed by the sponsor. Only the study team can confirm whether you are eligible, so take this list to your doctor.

  • Ages 18 years and older
  • All sexes
  • No healthy volunteers
  • Adult, Older adult

Study population: Adult patients admitted to intensive care units requiring sedation and mechanical ventilation for more than 24 hours.

Who may be able to join

  • Patients admitted to adult critical care units
  • Individuals over 18 years old
  • Requiring sedation for more than 24 hours
  • Patients needing mechanical ventilation for more than 24 hours

Who cannot join

  • Patients with neurological pathology as the cause of mechanical ventilation (including recovered cardiocirculatory arrest, fulminant liver failure, and neurocritical conditions, except subdural hematomas or subarachnoid hemorrhages).
  • Pregnancy
  • Presence of psychiatric or intellectual disability prior to hospitalization
  • Drug dependency
  • History of chronic liver damage with hepatic encephalopathy
  • Second period of mechanical ventilation during hospitalization
  • Early limitation of therapeutic effort
  • Patients under 18 years old

Trial locations and contacts

2 sites in 1 country. Contact the study team or a site near you to ask about taking part.

Juan C. Pedemonte, M.D. contact

+56 99 879 8836

jcpedemo@uc.cl

Chile2 sites, 2 recruiting
  • Hospital Dr. Sotero del Rio

    Santiago, Metropolitana de Santiago, 7700642

    Andrés Aquevedo, M.D., andres.aquevedo@gmail.com

    Not yet recruiting
  • Hospital Clínico Pontificia Universidad Católica de Chile

    Santiago, Santiago Metropolitan, 8330024

    Magdalena Vera, M.D., mgvera@uc.cl

    Recruiting

Other trials in Chile

About this study

Official title: Sistema de monitorización multiparámetros Para sedación de Pacientes críticos en UCI (ROMANTIC: multipaRameter mOnitoring systeM for sedAtion iNThe ICu)

The administration of sedation in Intensive Care Units (ICU) is a vital and complex task, essential for the well-being of critically ill patients. Proper dosing is crucial, as both under-dosing and overdosing have adverse consequences for patients, including risks such as accidental extubation, ventilator disconnections, delirium, prolonged ventilation, ICU stays, and even increased mortality.

Monitoring sedation levels is essential to maintain a balance in sedative administration. Clinical scales (RASS/SAS) are currently used as the reference method, but they have limitations. These scales may be inadequate when the patient is unresponsive or when neuromuscular blockers are used. An alternative is electroencephalography (EEG)-based monitors, though they also have limitations in accurately representing the level of hypnosis.

Read more

The proposal is to develop an advanced multiparameter system called ROMANTIC, which utilizes machine learning algorithms to monitor sedation status continuously. The aim is for this system to surpass current techniques and provide a more accurate determination of sedation levels. ROMANTIC would incorporate a variety of variables, demographic, pharmacological, hemodynamic, respiratory, and EEG data, to predict sedation status in three categories: under-dosing, appropriate dosing, and overdosing.

With ROMANTIC, clinical staff (users) are expected to be able to determine sedation levels more quickly and accurately, reducing patients' wake-up times and possibly decreasing the incidence of delirium. In the long term, this could result in fewer ICU bed days, less time on mechanical ventilation, cost savings, and reduced complications.

At the end of the project, the goal is to have a prototype model or software that allows non-specialized staff (users) to quickly determine sedation levels in the ICU. This machine learning-based model targets hospitals with ICUs and mechanical ventilation to offer more efficient and cost-effective clinical care. ROMANTIC seeks to innovate in sedation monitoring, providing a more advanced and precise tool for the care of critically ill patients (beneficiaries) in the ICU.

Read the detailed description

The project is characterized by incorporating multiple clinical, demographic, and pharmacological variables, along with prediction methods based on machine learning, to classify the level of sedation of critically ill patients into three broad categories: underdosage, appropriate dosage, and overdosage. The investigators will compare the performance of this approach against the current gold standard, which is the use of validated clinical sedation scales (RASS/SAS).

The design of this project is divided into two phases. The first phase involves a prospective observational cohort study where demographic, vital signs, ventilatory, pharmacological, and EEG variables will be collected from ICU patients. The second phase involves using the data obtained to create a multiparameter model with machine learning tools that informs ICU staff about the depth of sedation or the degree of hypnosis of each patient. Data will be collected from two national intensive care units: Hospital Clinico Red UC-CHRISTUS (associated entity) and Dr. Sótero del Río Hospital (associated entity). A technical team specialized in data collection and analysis, clinical research, and algorithm development from Pontificia Universidad Católica de Chile (beneficiary entity) will use this information to create a retrospective classifier that categorizes patients into one of three groups: underdosed, appropriately dosed, and overdosed.

Upon admission, comprehensive patient data will be collected, including age, sex, cause of connection to mechanical ventilation, comorbidities, and educational level. The researchers will also record the drugs and doses used for sedation, neuromuscular relaxants, and vasopressor drugs. Sedation will be administered with Fentanyl plus Propofol or Midazolam, according to usual clinical practices at both participating centers. Data from the RASS and SAS clinical sedation rating scales will be collected every hour during two time windows, providing a detailed picture of the patient's sedation levels.

There will be two or three data recording windows per patient. Time zero will be when the patient is intubated and connected to mechanical ventilation. The first collection window will be between 18 to 60 hours after intubation, for a period of 6 hours during business hours, aiming to obtain a record of data once the chosen sedation strategy is established and has presumably stable blood levels of drugs. The second window will start once the patient's sedation is suspended and will last for at least 6 hours or until the patient awakens, defined as SAS 4 and RASS 0, with eyes open to verbal command or if the patient presents agitation and/or delirium according to CAM-ICU. The suspension time will be recorded, along with the day and time all sedatives are stopped in the continuous infusion pump. If for any reason it is necessary to sedate the patient again, a third window similar to the second will be performed.

Demographic (age, previous educational level, SOFA, Charlson, APACHE II), hemodynamic (systolic and diastolic blood pressure, heart rate, electrocardiography), ventilatory (oxygen saturation, respiratory rate, ventilatory mode, PEEP, tidal volume, plateau pressure, peak pressure), electroencephalographic (EEG signal in time domain), pain (hourly behavioral pain scale), neuromuscular blockade (hourly TOF), and pharmacological (total mass of sedative drugs used at the time of suspending infusions and plasma samples of sedative drug concentration at the beginning of both windows) data will be collected. Once patients wake up, the onset of delirium will be assessed with the CAM-ICU tool twice a day (AM/PM) by appropriately trained nursing staff.

Being tested
Sedative
Keywords
Intensive Care Unit, Machine Learning, Delirium, Mechanical ventilation, Monitoring
Medical subject headings
Delirium

What participants receive

What participants receive. In a randomised study each person is assigned to one group by chance.

  • SedativeDrug

    Also called Mechanical ventilation

    Patients admitted to intensive care units who require sedation and mechanical ventilation for more than 24 hours.

Study groups in NCT06667869
Study groupRoleWhat they receive
Hospital Clínico Red de Salud UC-ChristusAdult patients admitted to intensive care units at Hospital Clinico Red de Salud UC-Christus who require sedation and mechanical ventilation for more than 24 hours.
Receives: Drug: Sedative
Hospital Dr. Sotero del RioAdult patients admitted to intensive care units at Hospital Dr. Sotero del Rio who require sedation and mechanical ventilation for more than 24 hours.
Receives: Drug: Sedative

What is being measured

The primary outcome is the main question the study is designed to answer.

  1. Time to extubation

    Time elapsed from the stop of sedative drugs to extubation (assessed up to 72 hours)

    Measured: From the start of last window up to extubation (assessed up to 72 hours)

Secondary outcomes (4)
  1. Length of Intensive Care Unit stay

    Time (assessed up to 100 days) elapsed from admission to discharge from intensive care unit

    Measured: During intensive care unit hospitalization (assessed up to 100 days)

  2. Length of mechanical ventilation

    Time (assessed up to 100 days) elapsed from intubation to extubation

    Measured: During intensive care unit hospitalization (assessed up to 100 days)

  3. Intensive Care Unit Delirium incidence

    Positive Confusion Assessment Method for the Intensive Care Unit (CAM-ICU)

    Measured: From extubation to discharge from Intensive Care Unit, CAM-ICU assessed twice daily (AM/PM) for the first 5 post extubation days

  4. Serum concentration of sedative drugs

    Quantification of serum concentration of sedative drugs (Midazolam, Propofol, Fentanyl)

    Measured: At baseline of all data extraction windows (assessed at the first hour of the respective window)

Timeline

From the start of the study to its completion; the mark is today. Estimated dates are the sponsor’s plan.

  1. First posted31 Oct 2024
  2. Study start14 Feb 2025
  3. Primary completion1 Jul 2026 (estimated)
  4. Study completion15 Dec 2026 (estimated)

Resources

More details

For doctors and researchers: how the study is designed, who runs it, and its registry IDs.

Study design
Study type
Observational
Observational model
Cohort
Time perspective
Prospective
Enrolment
80 participants (estimated)
Target duration
2 Weeks
IDs, dates and publications
ClinicalTrials.gov ID
NCT06667869
Sponsor's protocol ID
230926014
Other IDs
FONDEF ID24I10057
Acronym
ROMANTIC
Status last verified
Feb 2025
First submitted
30 Sep 2024
Last updated
8 Jun 2025
Results posted
No
Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
Individual data sharing
Undecided

Publications

  • Erstad BL, Puntillo K, Gilbert HC, Grap MJ, Li D, Medina J, Mularski RA, Pasero C, Varkey B, Sessler CN. Pain management principles in the critically ill. Chest. 2009 Apr;135(4):1075-1086. doi: 10.1378/chest.08-2264.

    PubMed 19349403
  • Rotondi AJ, Chelluri L, Sirio C, Mendelsohn A, Schulz R, Belle S, Im K, Donahoe M, Pinsky MR. Patients' recollections of stressful experiences while receiving prolonged mechanical ventilation in an intensive care unit. Crit Care Med. 2002 Apr;30(4):746-52. doi: 10.1097/00003246-200204000-00004.

    PubMed 11940739
  • Jackson DL, Proudfoot CW, Cann KF, Walsh T. A systematic review of the impact of sedation practice in the ICU on resource use, costs and patient safety. Crit Care. 2010;14(2):R59. doi: 10.1186/cc8956. Epub 2010 Apr 9.

    PubMed 20380720
  • Reade MC, Finfer S. Sedation and delirium in the intensive care unit. N Engl J Med. 2014 Jan 30;370(5):444-54. doi: 10.1056/NEJMra1208705. No abstract available.

    PubMed 24476433
  • Devlin JW, Skrobik Y, Gelinas C, Needham DM, Slooter AJC, Pandharipande PP, Watson PL, Weinhouse GL, Nunnally ME, Rochwerg B, Balas MC, van den Boogaard M, Bosma KJ, Brummel NE, Chanques G, Denehy L, Drouot X, Fraser GL, Harris JE, Joffe AM, Kho ME, Kress JP, Lanphere JA, McKinley S, Neufeld KJ, Pisani MA, Payen JF, Pun BT, Puntillo KA, Riker RR, Robinson BRH, Shehabi Y, Szumita PM, Winkelman C, Centofanti JE, Price C, Nikayin S, Misak CJ, Flood PD, Kiedrowski K, Alhazzani W. Clinical Practice Guidelines for the Prevention and Management of Pain, Agitation/Sedation, Delirium, Immobility, and Sleep Disruption in Adult Patients in the ICU. Crit Care Med. 2018 Sep;46(9):e825-e873. doi: 10.1097/CCM.0000000000003299.

    PubMed 30113379
  • Riker RR, Picard JT, Fraser GL. Prospective evaluation of the Sedation-Agitation Scale for adult critically ill patients. Crit Care Med. 1999 Jul;27(7):1325-9. doi: 10.1097/00003246-199907000-00022.

    PubMed 10446827
  • Sessler CN, Gosnell MS, Grap MJ, Brophy GM, O'Neal PV, Keane KA, Tesoro EP, Elswick RK. The Richmond Agitation-Sedation Scale: validity and reliability in adult intensive care unit patients. Am J Respir Crit Care Med. 2002 Nov 15;166(10):1338-44. doi: 10.1164/rccm.2107138.

    PubMed 12421743
  • Balzer F, Weiss B, Kumpf O, Treskatsch S, Spies C, Wernecke KD, Krannich A, Kastrup M. Early deep sedation is associated with decreased in-hospital and two-year follow-up survival. Crit Care. 2015 Apr 28;19(1):197. doi: 10.1186/s13054-015-0929-2.

    PubMed 25928417
  • Shehabi Y, Bellomo R, Reade MC, Bailey M, Bass F, Howe B, McArthur C, Seppelt IM, Webb S, Weisbrodt L; Sedation Practice in Intensive Care Evaluation (SPICE) Study Investigators; ANZICS Clinical Trials Group. Early intensive care sedation predicts long-term mortality in ventilated critically ill patients. Am J Respir Crit Care Med. 2012 Oct 15;186(8):724-31. doi: 10.1164/rccm.201203-0522OC. Epub 2012 Aug 2.

    PubMed 22859526
  • Kollef MH, Levy NT, Ahrens TS, Schaiff R, Prentice D, Sherman G. The use of continuous i.v. sedation is associated with prolongation of mechanical ventilation. Chest. 1998 Aug;114(2):541-8. doi: 10.1378/chest.114.2.541.

    PubMed 9726743
  • Kress JP, Pohlman AS, O'Connor MF, Hall JB. Daily interruption of sedative infusions in critically ill patients undergoing mechanical ventilation. N Engl J Med. 2000 May 18;342(20):1471-7. doi: 10.1056/NEJM200005183422002.

    PubMed 10816184
  • Shehabi Y, Bellomo R, Reade MC, Bailey M, Bass F, Howe B, McArthur C, Murray L, Seppelt IM, Webb S, Weisbrodt L; Sedation Practice in Intensive Care Evaluation Study Investigators; Australian and New Zealand Intensive Care Society Clinical Trials Group. Early goal-directed sedation versus standard sedation in mechanically ventilated critically ill patients: a pilot study*. Crit Care Med. 2013 Aug;41(8):1983-91. doi: 10.1097/CCM.0b013e31828a437d.

    PubMed 23863230
  • Rampil IJ. A primer for EEG signal processing in anesthesia. Anesthesiology. 1998 Oct;89(4):980-1002. doi: 10.1097/00000542-199810000-00023. No abstract available.

    PubMed 9778016
  • Hemmerling TM, Charabati S, Bracco D. Unusual case of low bispectral index values due to electrocardiographic interferences. Br J Anaesth. 2008 Dec;101(6):877-8. doi: 10.1093/bja/aen289. No abstract available.

    PubMed 19004916
  • Vretzakis G, Dragoumanis C, Ferdi H, Papagiannopoulou P. Influence of an external pacemaker on bispectral index. Eur J Anaesthesiol. 2005 Jan;22(1):70-2. doi: 10.1017/s0265021505230144. No abstract available.

    PubMed 15816579

Questions about this trial

What is this clinical trial studying?

An observational study of Sedation Complication, run by Pontificia Universidad Catolica de Chile at 2 sites in Chile.

The full registered description is in the About this study section and the official record.

Who may be eligible to take part?

The sponsor lists 4 inclusion and 8 exclusion criteria. Eligibility is decided by the study team after screening, so read the full criteria and contact a listed site.

Is this clinical trial currently recruiting?

The record says: looking for participants now, as of the sponsor's last update on 8 Jun 2025. Status can change between updates, so confirm with the study contact before making plans.

Where is the study taking place?

The record lists 2 sites in Chile. Whether a site is taking part right now should be confirmed with that site. See every site.

What are the possible benefits and risks?

They depend on the study and the treatment, and no study can promise a benefit. The study team explains the known risks during informed consent, before anyone joins; the record itself does not list them.

Are results available for this study?

This study is still under way. Results are not available in the source record yet.

How can a doctor refer a patient or contact the research team?

Contact Juan C. Pedemonte, M.D. (+56 99 879 8836, jcpedemo@uc.cl), or a site near the patient. AzTrials does not enrol participants or take referrals.

What does the primary outcome measure?

Time to extubation (time frame: From the start of last window up to extubation (assessed up to 72 hours)). It is what the study was designed to measure, not a finding.

Where can I read the original study information?

On the ClinicalTrials.gov record for NCT06667869, which also lists 72 linked publications.

Does a listing mean the treatment is approved or proven to work?

No. A listing means the study is registered. It does not show that the treatment is safe, works, or is approved by a regulator.

How often is this information updated?

AzTrials copies changed records from ClinicalTrials.gov every night and reloads the whole registry every week. The sponsor last updated this record on 8 Jun 2025.

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