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Status unknownNCT05256264Updated Aug 17, 2022

Machine-learning Algorithm to Differentiate Intraoperative Ketamine Dosing Based on Electroencephalographic Density Spectrum Array Analysis

An observational study in Electroencephalographic Density Spectrum Array Analysis, Density Spectrum Array and Ketamine, sponsored by Taipei Veterans General Hospital, Taiwan. Status unknown at 1 site in Taiwan. Open to participants aged 20 Years to 80 Years, including healthy volunteers. Per ClinicalTrials.gov, last updated 2022-08-17.

Sponsored by Taipei Veterans General Hospital, Taiwan · Observational

The sponsor has not verified this record recently (last verified Aug 2022), so the status shown — last known as Recruiting — may be out of date.
Study type
Observational
Model
Other
Time perspective
Prospective
Enrollment
90
Ages
20 Years to 80 Years
Sex
All
01

Study summary

Ketamine is widely used in the setting of multimodal general anesthesia, and the Electroencephalographic density spectral array (DSA) monitoring has been implemented in the practice of anesthesia. The purpose of this study is to investigate the dose-response EEG changes in patients during the perioperative period when ketamine is used. With the application of machine-learning algorithm, we aim to interpret the ketamine dosing precisely and accurately, based on the DSA obtained.

Read the detailed description

In this single-blinded randomized controlled trial, we enroll 90 patients undergoing major spine surgery, and candidates are divided into 3 groups: A (control group using sevoflurane only), B (sevoflurane + 3µg/kg ketamine infusion), C (sevoflurane + 6µg/kg/min ketamine infusion). Throughout the perioperative period, under standardized perioperative care, each patient will be monitored with EEG DSA. The data obtained will be utilized for machine-learning in the development of a algorithm to interpret the precise dosing of ketamine in respect of its effect on the EEG DSA. This study is also anticipated to boost the development of dose-response algorithm of other agents, promoting the advancement of the concept of "multimodal general anesthesia"

02

Conditions studied

  • Electroencephalographic Density Spectrum Array Analysis
  • Density Spectrum Array
  • Ketamine
  • Multimodal General Anesthesia

Keywords

  • General anesthesia
  • Ketamine
  • Density Spectrum Array
  • Electroencephalogram
  • Multimodal General Anesthesia
  • Machine learning
03

In context

Lead sponsor

Taipei Veterans General Hospital, Taiwan is the lead sponsor of 338 studies on the registry; 74 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
20 Years to 80 Years
Sexes eligible
All
Accepts healthy volunteers
Yes
Sampling method
Probability sample

Study population

Patients admitted for spine surgery under the department of orthopedic surgery at VGHTPE, a tertiary hospital in Taiwan, will be selected.

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  1. Patients undergoing elective spine surgery
  2. Aged 20-80 years old

Exclusion criteria

Exclusion Criteria:

  1. Pregnancy
  2. Presence of major brain disorders: stroke, epilepsy, Parkinson's disease, etc.
  3. Any of the following major organ disorders:

    1. Chronic pulmonary disease (Clinically diagnosed severe chronic obstructive pulmonary disease or FEV1/FVC \<70% or FEV1 \<50%)
    2. Heart failure (NYHA III or IV)
    3. Chronic renal failure (eGFR\<60ml/min/1.73m2)
  4. Ongoing sepsis or infection
  5. Ongoing of history of CNS-acting medications/substances use (e.g.: sedatives, hypnotics, stimulants, etc.)
05

Study design

Observational model
Other
Time perspective
Prospective
Enrollment
90 participants (estimated)
Patient registry
No

Groups and cohorts

  • Control group

    Sevoflurane

  • Low dose ketamine group

    Sevoflurane + 3µg/kg/min ketamine infusion

    Drug: Ketamine

  • High dose ketamine group

    Sevoflurane + 6µg/kg/min ketamine infusion

    Drug: Ketamine

Interventions

  • Ketamine infusion at different dose to observe EEG DSA changes

    Also known as: Ketamine Hydrochloride

06

What researchers measure

Primary outcomes

  1. Ketamine dosing based on EEG DSA

    The DSA is obtained from raw EEG by fast Fourier transformation. By interpreting the DSA, we can obtain the trends and changes of power within different frequencies over time, in respect to different ketamine dosing.

    Time frame: DSA EEG is placed before anesthesia starts, recorded throughout the operative procedure until emergence and patient is extubated. The saved EEG DSA data will be retrieved by the end of the day.

07

Study locations

1 of 1 sites recruiting
  • Taipei Veterans General Hospital
    Taipei, Beitou 112, Taiwan
    • Hui Zen Hee · Contact · +886928507736
    Recruiting
08

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reached

Started Mar 2022 (actual). Primary completion is estimated for Dec 2022, 9 months after the start.

How these figures are worked out, and which studies are left out of them.

Registered
Feb 15, 2022
First posted
Feb 25, 2022
StartActual
Mar 1, 2022
Primary completionEst.
Dec 31, 2022
CompletionEst.
Dec 31, 2022
Last update
Aug 17, 2022
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Aug 17, 2022, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
09

Registry details

Key details

Study ID
NCT05256264
Responsible party
Sponsor
First posted
Feb 25, 2022
Start date
Mar 1, 2022
Primary completion
Dec 31, 2022 (estimated)
Completion
Dec 31, 2022 (estimated)
Last update
Aug 17, 2022

Study contacts

Hui Zen Hee
Contact
huizen.hee@gmail.com
+886928507736
Chien-Kun Ting, MD, PhD
study chair · Taipei Veterans General Hospital, Taiwan

Oversight

Data monitoring committee
Yes
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is status unknown, as verified in Aug 2022. You cannot join it, but the record below documents what was studied.

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