SeeMe: An Automated Tool to Detect Early Recovery After Brain Injury
SeeMe: A Pilot Study Developing Predictive, Real-Time Consciousness Assessment Metrics Based on Facial Expression Changes
1 other identifier
observational
200
1 country
1
Brief Summary
Early prediction of outcomes after acute brain injury (ABI) remains a major unsolved problem. Presently, physicians make predictions using clinical examination, traditional scoring systems, and statistical models. In this study, we will use a novel technique, "SeeMe," to objectively assess the level of consciousness in patients suffering from comas following ABI. SeeMe is a program that quantifies total facial motion over time and compares the response after a spoken command (i.e. "open your eyes") to a pre-stimulus baseline.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jun 2019
Longer than P75 for all trials
1 active site
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
Study Start
First participant enrolled
June 16, 2019
CompletedFirst Submitted
Initial submission to the registry
October 4, 2023
CompletedFirst Posted
Study publicly available on registry
October 16, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 1, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
August 1, 2025
CompletedOctober 16, 2023
October 1, 2023
6 years
October 4, 2023
October 10, 2023
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Detection of Command Following
Length of time until an intervention is able to detect that a subject is following commands
Measured Daily from enrollment until subject is following commands or date of death of any cause, whichever comes first, up to 60 days.
Study Arms (2)
Acute Brain Injury (ABI)
Patients that have suffered an ABI resulting in Coma (Glasgow Coma Scale (GCS) \< 9) will undergo SeeMe and CRS-R assessment once a day until hospital discharge
Control
Healthy subjects will undergo SeeMe and CRS-R assessment once.
Interventions
A video-recorded SeeMe command following assessment by a trained professional once a day Each session involves three command sets that are played from an audio recording 10 times over the course of 8 minutes. These commands are "Stick out your tongue", "Open your eyes", and "Show me a smile" Each command set is recorded separately for a total of 3 videos per session. These videos are then analyzed by SeeMe to detect if subjects are responding to commands.
A video-recorded CRS-R score assessment by a trained professional once a day. A score of 10 or greater, an auditory score \>2, or an arousal score \> 0 means that a subject is responding to commands
Eligibility Criteria
Healthy volunteers: Adults 18-85 years old with no history of a neurologically debilitating disease (i.e., dementia, glioblastoma, Alzheimer's, multiple sclerosis, major vessel stroke, previous severe TBI, etc.) that are recruited via flyer and word of mouth Patients in a coma: Adults 18-85 years old with no history of a neurologically debilitating disease that are comatose (GCS \< 9) due to an acute brain injury. Patients in a comatose state will be identified during neurosurgical consultation in the hospital by the study physicians
You may qualify if:
- years old or older
- Healthy Volunteers
- Comatose patients (patients with a GCS \< 9) due to an acute brain injury (traumatic brain injury, spontaneous subarachnoid hemorrhage, severe meningoencephalitis, etc.)
You may not qualify if:
- A history of a neurologically debilitating disease (i.e., dementia, glioblastoma, Alzheimer's, multiple sclerosis, major vessel stroke, previous severe TBI, etc.)
- Any other medical condition that, in the judgment of the investigator, makes participation in the study unsafe.
- Pregnant subjects
- Comatose patients without a legal authorized representative (LAR)
- Prisoners or wards of the state
- Persons who have not attained the legal age for consent to treatments or procedures
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Stony Brook University Hospital
Stony Brook, New York, 11794, United States
Related Publications (6)
Cheng F, Yu J, Xiong H. Facial expression recognition in JAFFE dataset based on Gaussian process classification. IEEE Trans Neural Netw. 2010 Oct;21(10):1685-90. doi: 10.1109/TNN.2010.2064176. Epub 2010 Aug 19.
PMID: 20729164BACKGROUNDZhao Y, Xu J. A Convolutional Neural Network for Compound Micro-Expression Recognition. Sensors (Basel). 2019 Dec 16;19(24):5553. doi: 10.3390/s19245553.
PMID: 31888182BACKGROUNDValstar MF, Pantic M. Fully automatic recognition of the temporal phases of facial actions. IEEE Trans Syst Man Cybern B Cybern. 2012 Feb;42(1):28-43. doi: 10.1109/TSMCB.2011.2163710. Epub 2011 Sep 15.
PMID: 21926026BACKGROUNDChouinard B, Scott K, Cusack R. Using automatic face analysis to score infant behaviour from video collected online. Infant Behav Dev. 2019 Feb;54:1-12. doi: 10.1016/j.infbeh.2018.11.004. Epub 2018 Nov 30.
PMID: 30508782BACKGROUNDSaadon JR, Yang F, Burgert R, Mohammad S, Gammel T, Sepe M, Rafailovich M, Mikell CB, Polak P, Mofakham S. Real-time emotion detection by quantitative facial motion analysis. PLoS One. 2023 Mar 10;18(3):e0282730. doi: 10.1371/journal.pone.0282730. eCollection 2023.
PMID: 36897921BACKGROUNDKalmar K, Giacino JT. The JFK Coma Recovery Scale--Revised. Neuropsychol Rehabil. 2005 Jul-Sep;15(3-4):454-60. doi: 10.1080/09602010443000425.
PMID: 16350986BACKGROUND
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Sima Mofakham, PhD
Stony Brook Medicine
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Assistant Professor and Director of Research
Study Record Dates
First Submitted
October 4, 2023
First Posted
October 16, 2023
Study Start
June 16, 2019
Primary Completion
June 1, 2025
Study Completion
August 1, 2025
Last Updated
October 16, 2023
Record last verified: 2023-10
Data Sharing
- IPD Sharing
- Will not share