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Welcome!
Innovative Approaches to
Tracking and Quantifying
Behavior in Rodents
Jason Rogers, PhD
Senior Research Scientist
Noldus Information Technology
De Wet Wolmarans, PhD
Associate Professor & Head of Research
Translational Neuroscience & Neurotherapeutics
North-West University, South Africa
Copyright 2022. All Rights Reserved. Contact Presenter for Permission
Senior Research Scientist
Noldus Information Technology
Don’t Look Down:
Stress Behavior in Long-Evans
Rats On A Novel Elevated
Open Field
Jason Rogers, PhD
Don’t Look Down:
Stress Behavior in Long-Evans Rats On
A Novel Elevated Open Field
Jason Rogers, Ph.D.
Thursday, 12 May 2022
Who am I
Doctorate in the neurobiology of learning &
memory from the University of Utah. Post-doc
in neuropsychopharmacology at MUSC. Joined
Noldus in 2008 at Lead Trainer. Has been in
services, sales, consulting, and marketing.
Don’t Look Down | 4
 H-Index of 11 (last published in 2008)
 Been to 49 US states
 Has run three marathons (4th scheduled for 2023)
 Amateur woodworker & musician
Jason Rogers, Ph.D.
Random facts
Introduction
1
2
3
4
5
6
Overview
Don’t Look Down | 5
Elevated Open Field
Experiment Rationale & Setup
EthoVision XT: Dynamic Subtraction
EthoVision XT: Deep Learning
Results
Q&A
Today’s Webinar
Experimental Approach
 Current project was the behavioral component of a larger Master’s project
 Hypothesis: Do stressed animals self-administer more cocaine (spoiler alert: yes)
 Procedure:
› Long Evans rats (n = 16)
› Jugular catheter implantation
› Chronic unpredictable stress (5 days)
› Cocaine self-administration (14 days)
› Extinction (10 days)
› Reinstatement (3 days)
› Blood draws for corticosterone levels
› Elevated open field testing
Don’t Look Down | 6
Methodology
Jian Xiang Ding, Patrick T. Rudak, Wataru Inoue, S.M. Mansour Haeryfar,
Physical restraint mouse models to assess immune responses under stress with
or without habituation, STAR Protocols, Volume 2, Issue 4, 2021, 100838,
ISSN 2666-1667, https://doi.org/10.1016/j.xpro.2021.100838.
Elevated Open Field
 Round open field (122 cm) painted grey
 Elevated 1.5m above the ground
 Anxiogenic environment that forces the rats to
explore while trying to avoid
 No thigmotaxis possible
 Outcome measures:
› Time in center
› Time along the edge
› Latency to explore the edge
› Overall distance traveled and speed
 Animals tracked via EthoVision XT
| 7
Should I Stay Or Should I Go
Don’t Look Down
EthoVision XT
 Videos were created and first analyzed in EthoVision XT 5
 Videos were re-analyzed in EthoVision XT 16
 Dynamic subtraction: EthoVision XT compares each sampled image with a reference image, with the
important difference that the reference image is updated regularly. This compensates for any temporal
changes in the background.
| 8
Tracking Parameters
Don’t Look Down
EthoVision XT 16 With Deep Learning
EthoVision XT uses a trained network, that is, the network has learned to extract features from a number
of video images of rodents, where the nose and the tail-base were previously annotated. During tracking,
the network analyzes a portion of the image that includes the detected subject. It creates a map of
probability of occurrence for both the nose- and the tail-base points, and finally makes an estimate of the
position of the nose point and the tail-base point, based on the highest probability.
| 9
Tracking Parameters
Don’t Look Down
Stressed Animals Don’t Go To the Edge As Much
| 10
Results
Don’t Look Down
Stressed Animals Stay In The Center Longer
| 11
Results
Don’t Look Down
No Difference In Distance Traveled or Velocity
| 12
Results
Don’t Look Down
Deep Learning Is More Accurate & Robust
| 13
Results
Deep Learning
Dynamic Subtraction
Don’t Look Down
Conclusions
 Chronically-stressed animals have a higher
latency to explore the edge, spend less
time at the edge, maintain a higher
average distance from the edge, and
spend more time in the center in a novel
elevated open field
 In addition, stressed animals have fewer
head dips and spend less time looking
over the edge
 EthoVision XT with Deep Learning is more
robust and more accurate for nose
detection
| 14
What Does It All Mean
Don’t Look Down
We’d love to hear from you
E-mail address
Jason@Noldus.com
Website
www.noldus.com
Find us on social media
| 15
Get In Touch
Don’t Look Down
Copyright 2022. All Rights Reserved. Contact Presenter for Permission
Associate Professor & Head of Research
Translational Neuroscience & Neurotherapeutics
North-West University, South Africa
Individuality in Naturalistic
Deer Mouse Behaviors –
Perspectives on
Psychobiology
De Wet Wolmarans, PhD
NATURAL PERSISTENCE IN DEER
MICE –
THE IMPORTANCE OF
INDIVIDUALITY
De Wet Wolmarans, Ph.D.
Associate Professor, Department of Pharmacology
North-West University, Potchefstroom
Email: dewet.wolmarans@nwu.ac.za
BACKGROUND AND HISTORY
• Peromyscus maniculatus bairdii – deer mouse, origin North-America
• Original stock – University of South Carolina, obtained 2005/6, replaced 2018
Initial validation
Re-evaluation
of validity
Phenotypic
characterisation
Neurobiological
study
Cognitive study
2007-2010 2011-2013 2014-2019 2020-present
BEING SUBJECTIVELY
OBJECTIVE
IT’S A MATTER OF MINORITIES…
IT’S A MATTER OF MINORITIES…
IT’S A MATTER OF MINORITIES…
IT’S A MATTER OF MINORITIES…
A MATTER OF MINORITIES…
MINORITIES REVEAL MAJORITIES OF
FINDINGS
Neurobiological and cognitive
perspectives
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE
MAGIC
OF
INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
THE MAGIC OF INDIVIDUALITY
SUMMARY
Individuality in animal behaviours is key
Though subjective, clear separation between phenotypes
are vital
Accurate data are sometimes missed in the bigger scheme
THANK YOU!
De Wet Wolmarans
Centre of Excellence for Pharmaceutical Sciences
Subprogramme: Translational Neuroscience and
Neurotherapeutics
Department of Pharmacology
North-West University
+27 (0) 18 299 2230
dewet.wolmarans@nwu.ac.za
Thank you for participating!
CLICK HERE to learn more and
watch the webinar

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Innovative Approaches to Tracking and Quantifying Behavior in Rodents

  • 1. Welcome! Innovative Approaches to Tracking and Quantifying Behavior in Rodents Jason Rogers, PhD Senior Research Scientist Noldus Information Technology De Wet Wolmarans, PhD Associate Professor & Head of Research Translational Neuroscience & Neurotherapeutics North-West University, South Africa
  • 2. Copyright 2022. All Rights Reserved. Contact Presenter for Permission Senior Research Scientist Noldus Information Technology Don’t Look Down: Stress Behavior in Long-Evans Rats On A Novel Elevated Open Field Jason Rogers, PhD
  • 3. Don’t Look Down: Stress Behavior in Long-Evans Rats On A Novel Elevated Open Field Jason Rogers, Ph.D. Thursday, 12 May 2022
  • 4. Who am I Doctorate in the neurobiology of learning & memory from the University of Utah. Post-doc in neuropsychopharmacology at MUSC. Joined Noldus in 2008 at Lead Trainer. Has been in services, sales, consulting, and marketing. Don’t Look Down | 4  H-Index of 11 (last published in 2008)  Been to 49 US states  Has run three marathons (4th scheduled for 2023)  Amateur woodworker & musician Jason Rogers, Ph.D. Random facts Introduction
  • 5. 1 2 3 4 5 6 Overview Don’t Look Down | 5 Elevated Open Field Experiment Rationale & Setup EthoVision XT: Dynamic Subtraction EthoVision XT: Deep Learning Results Q&A Today’s Webinar
  • 6. Experimental Approach  Current project was the behavioral component of a larger Master’s project  Hypothesis: Do stressed animals self-administer more cocaine (spoiler alert: yes)  Procedure: › Long Evans rats (n = 16) › Jugular catheter implantation › Chronic unpredictable stress (5 days) › Cocaine self-administration (14 days) › Extinction (10 days) › Reinstatement (3 days) › Blood draws for corticosterone levels › Elevated open field testing Don’t Look Down | 6 Methodology Jian Xiang Ding, Patrick T. Rudak, Wataru Inoue, S.M. Mansour Haeryfar, Physical restraint mouse models to assess immune responses under stress with or without habituation, STAR Protocols, Volume 2, Issue 4, 2021, 100838, ISSN 2666-1667, https://doi.org/10.1016/j.xpro.2021.100838.
  • 7. Elevated Open Field  Round open field (122 cm) painted grey  Elevated 1.5m above the ground  Anxiogenic environment that forces the rats to explore while trying to avoid  No thigmotaxis possible  Outcome measures: › Time in center › Time along the edge › Latency to explore the edge › Overall distance traveled and speed  Animals tracked via EthoVision XT | 7 Should I Stay Or Should I Go Don’t Look Down
  • 8. EthoVision XT  Videos were created and first analyzed in EthoVision XT 5  Videos were re-analyzed in EthoVision XT 16  Dynamic subtraction: EthoVision XT compares each sampled image with a reference image, with the important difference that the reference image is updated regularly. This compensates for any temporal changes in the background. | 8 Tracking Parameters Don’t Look Down
  • 9. EthoVision XT 16 With Deep Learning EthoVision XT uses a trained network, that is, the network has learned to extract features from a number of video images of rodents, where the nose and the tail-base were previously annotated. During tracking, the network analyzes a portion of the image that includes the detected subject. It creates a map of probability of occurrence for both the nose- and the tail-base points, and finally makes an estimate of the position of the nose point and the tail-base point, based on the highest probability. | 9 Tracking Parameters Don’t Look Down
  • 10. Stressed Animals Don’t Go To the Edge As Much | 10 Results Don’t Look Down
  • 11. Stressed Animals Stay In The Center Longer | 11 Results Don’t Look Down
  • 12. No Difference In Distance Traveled or Velocity | 12 Results Don’t Look Down
  • 13. Deep Learning Is More Accurate & Robust | 13 Results Deep Learning Dynamic Subtraction Don’t Look Down
  • 14. Conclusions  Chronically-stressed animals have a higher latency to explore the edge, spend less time at the edge, maintain a higher average distance from the edge, and spend more time in the center in a novel elevated open field  In addition, stressed animals have fewer head dips and spend less time looking over the edge  EthoVision XT with Deep Learning is more robust and more accurate for nose detection | 14 What Does It All Mean Don’t Look Down
  • 15. We’d love to hear from you E-mail address Jason@Noldus.com Website www.noldus.com Find us on social media | 15 Get In Touch Don’t Look Down
  • 16. Copyright 2022. All Rights Reserved. Contact Presenter for Permission Associate Professor & Head of Research Translational Neuroscience & Neurotherapeutics North-West University, South Africa Individuality in Naturalistic Deer Mouse Behaviors – Perspectives on Psychobiology De Wet Wolmarans, PhD
  • 17. NATURAL PERSISTENCE IN DEER MICE – THE IMPORTANCE OF INDIVIDUALITY De Wet Wolmarans, Ph.D. Associate Professor, Department of Pharmacology North-West University, Potchefstroom Email: dewet.wolmarans@nwu.ac.za
  • 18. BACKGROUND AND HISTORY • Peromyscus maniculatus bairdii – deer mouse, origin North-America • Original stock – University of South Carolina, obtained 2005/6, replaced 2018 Initial validation Re-evaluation of validity Phenotypic characterisation Neurobiological study Cognitive study 2007-2010 2011-2013 2014-2019 2020-present
  • 20. IT’S A MATTER OF MINORITIES…
  • 21. IT’S A MATTER OF MINORITIES…
  • 22. IT’S A MATTER OF MINORITIES…
  • 23. IT’S A MATTER OF MINORITIES…
  • 24.
  • 25.
  • 26. A MATTER OF MINORITIES…
  • 27.
  • 28.
  • 29. MINORITIES REVEAL MAJORITIES OF FINDINGS Neurobiological and cognitive perspectives
  • 30. THE MAGIC OF INDIVIDUALITY
  • 31. THE MAGIC OF INDIVIDUALITY
  • 32. THE MAGIC OF INDIVIDUALITY
  • 33. THE MAGIC OF INDIVIDUALITY
  • 34. THE MAGIC OF INDIVIDUALITY
  • 36. THE MAGIC OF INDIVIDUALITY
  • 37. THE MAGIC OF INDIVIDUALITY
  • 38. THE MAGIC OF INDIVIDUALITY
  • 39. SUMMARY Individuality in animal behaviours is key Though subjective, clear separation between phenotypes are vital Accurate data are sometimes missed in the bigger scheme
  • 40. THANK YOU! De Wet Wolmarans Centre of Excellence for Pharmaceutical Sciences Subprogramme: Translational Neuroscience and Neurotherapeutics Department of Pharmacology North-West University +27 (0) 18 299 2230 dewet.wolmarans@nwu.ac.za
  • 41. Thank you for participating! CLICK HERE to learn more and watch the webinar