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DEVELOPING ZEBRAFISH MODELS OF
COMPLEX PHENOTYPES RELEVANTTO
HUMAN BRAIN DISORDERS
Jonathan M. Cachat, MS
Committee
AllanV. Kalueff, Ph.D., Director
Jill Daniel, Ph.D.
David Corey, Ph.D
Benjamin Hall, Ph.D.
Neuroscience Program
School of Science and Engineering
Outline
• Challenges in Neurobehavioral Research
• Zebrafish (Danio rerio)
• Problem Statement
• Central Hypothesis, Research Strategy and SpecificAims
• Results
• Conclusions
• TranslationalValue
• Future Directions of Research
Challenges in Neurobehavioral Research
Use models to elucidate etiological and pathological
mechanisms of human brain disorders
(Gerlai, 2012; Burne et al., 2011; Morris, 2009; Sison et al., 2006)
• Developing sensitive, high-throughput, cost effective in-vivo
screening assays
• Standardizing and enhancing methodologies for objective
acquisition and analysis of behavioral data
Zebrafish (Danio rerio)
(Cachat et al., 2010)
Zebrafish Genome
• Genome duplication event
• Paralogous genes & sub-functionalization
• Advantageous (i.e. Sonic hedgehog knockdown)
• Zebrafish possess high nucleotide sequence homology (70-80%) with that of
human genes.
• Functionally relevant as the amino acid sequence of zebrafish proteins (60-90%
sequence homology) especially at the functionally relevant catalytic or ligand
binding domains (approaching 100% sequence homology).
(Dooley, 2000; Renier et al., 2007; Reimers et al., 2004; Gerlai, 2011; Lillesaar, 2011)
Central Nervous System & HPI-Axis
(Lillesar, 2011; Mueller, 2012; Panula, 2010;Alsop, 2009;Cachat, 2010)
Homologous Brain Regions Relevant to Affective Research
• Amygdala – Dm, medial zone of dorsal telencephalon
• Hippocampus
Problem Statement
Adult zebrafish behavioral phenotypes are largely uncharacterized due
to a lack of available, validated behavioral test paradigms
(Agid et al., 2007; Blaser et al., 2012; Luca et al., 2012; Savio et al., 2012; Sison et al., 2006)
The overarching goal of this dissertation is to advance the characterization of adult zebrafish behaviors,
and progress comprehensive quantification of phenotypic profiles translationally relevant to
neuropsychiatric disorders.
Dissecting adult zebrafish behavior is a necessary process before targeted genetic or molecular high-throughput
screens can be confidently hypothesized and performed
ResearchApproach
Central Hypothesis
• Zebrafish represent a sensitive, highly translational, evolutionarily related
organisms that can be used to model endophenotypes of human brain
disorders
I expect that
• A integrative approach to quantify behavioral and physiological
phenotypes in zebrafish following several psychotropic treatments result
profiles analogous to those observed in rodents and humans
• Using automated video-tracking technologies will enable objective
detection and dissection of behavioral profiles in adult zebrafish, as well as
3D reconstructions of swim paths
• Increasing the granularity, data density collected per fish will enable
application of data-mining and detection of new dependent variables that
could potentially be used to predict the mechanism of action in novel or
poorly characterized psychotropic compounds
Design of BehavioralTests
Specific Aim 1
Characterize and Quantify Behavioral Phenotypes of Zebrafish
exposed to ExperimentalTreatments in
Affective, Social and Cognitive Domains
Specific Aim 2
Specific Aim 1
Characterize and Quantify Behavioral Phenotypes exposed to Experimental
Treatments Modifying Affective, Social and Cognitive Domains
DevelopAutomated Quantification
Techniques of Behavioral Endpoints
Specific Aim 3
Specific Aim 1
Characterize and Quantify Behavioral Phenotypes exposed to Experimental
Treatments Modifying Affective, Social and Cognitive Domains
Specific Aim 2
Develop Automated Behavioral Quantification of Phenotypic Measures
Identify New
Phenotypic Features
Evaluating 3D
Trajectory
Reconstructions
Modeling Affective Phenotypes
Ethologically Relevant Stimuli
• Alarm Pheromone Exposure
• Predator Exposure
How do zebrafish display anxiety/fear-like behaviors?
NovelTankTest
• Manual (observation, event-based) and automated behavioral quantification
• Analysis of behavior in 3D trajectory reconstructions
Approach: Behavior
Big Question:
Pharmacological Treatments
• Putative Anxiogenic and Anxiolytic
Drugs
Physiology
Whole-body Cortisol Concentrations
Primary Endpoints
NovelTankTest
• Latency to Upper Half, s
• Transitions to Upper Half
• Time Spent in Upper Half
• Erratic Movements
• Freezing Bouts
• Freezing Duration, s
Predator Exposure
(Cachat et al., 2010)
Alarm Pheromone
Representative 2D Swim Traces
(Cachat et al., 2011)
Summary of Results I
Establishing Anxiogenic
Profile in NovelTankTest
PharmacologicalTreatments
PharmacologicalTreatments
• Caffeine
• Fluoxetine
• Ethanol
• Nicotine
• Cocaine
• Morphine
• EthanolWithdrawal
• CaffeineWithdrawal
• MorphineWithdrawal
• Known to evoke anxiogenic or anxiolytic
behavioral responses in humans and rodents
• Can zebrafish be used to model phenotypes
relevant to pharmacogenic anxiety and drug
abuse related syndromes?
Caffeine
Representative 2D Swim Traces
(Cachat et al., 2011)
3DTrajectory Reconstructions
Wild-Type Control
Alarm Pheromone
Caffeine
(Cachat et al., 2011)
Fluoxetine
Representative
2D Swim Traces
(Cachat et al., 2011)
Ethanol
(Egan et. al., 2009; Cachat et al., 2011)
Nicotine
Representative
2D Swim Traces
(Cachat et al., 2011)
Wild-Type Control
Chronic Ethanol
Acute Nicotine
Chronic Fluoxetine
(Cachat et al., 2011)
Summary of Results II
Establishing an Anxiolytic Profile
in NovelTankTest
Reproducing Anxiogenic
Profile in NovelTankTest
AcuteCaffeine
Acute
Pentobarbital
AcuteFluoxetine
ChronicFluoxetine
AcuteEthanol
ChronicEthanol
AcuteNicotine
- - -
-
- -
- - - -
- - -
- - -
na na na
Pharmacological Treatments
Latency to upper half, s
Transitions to upper half
Erratic movements
Freezing bouts
Freezing duration, s
Cortisol Concentration
Time in upper half, s
Chronic Morphine
Representative
2D Swim Traces
(Cachat et al., 2011)
Withdrawal
(Cachat et al., 2011)
Wild-Type Control
Ethanol Withdrawal
Chronic Morphine
Repeated Morphine
Withdrawal
(Cachat et al., 2011)
Summary of Results III
Reproducing Anxiolytic &
Anxiogenic Profile in NovelTank
Test
Cocaine(1mg/L)
Cocaine(12.5mg/L)
Cocaine(25mg/L)
AcuteMorphine
ChronicMorphine
Caffeine
Withdrawal
Repeated
Morphine
Withdrawal
EthanolWithdrawal
- - - -
-
- - - - - -
- - - - -
- - - - - -
- - -
na na na na -
Drug WithdrawalDrugs of Abuse
Freezing bouts
Freezing duration, s
Cortisol Concentration
Latency to upper half, s
Transitions to upper half
Time in upper half, s
Erratic movements
Modeling Affective Phenotypes
How do zebrafish display anxiety/fear-like behaviors?
Results: In the NovelTankTest,
Question:
A high anxiety behavioral profile in zebrafish is represented by:
• Decreased exploration throughout environment
• Increase in freezing throughout novel tank test
• Short-lived, erratic movements
• Stress-axis activation as measured by cortisol concentrations
A low anxiety profile is reflected by an inverse of this behavioral profile
3DTrajectory Reconstructions reveal the spatial and temporal dynamics of these responses
TranslationalValue
Zebrafish behavioral response following ethological and pharmacological
treatments paralleled the changes observed in the affective domain of rodents and
humans.
• Including dose and duration specific effects
Primary endpoints of novel tank are able to reliably distinguish between strong
anxiogenic and anxiolytic phenotypes
Can detection of these phenotypes be automated for NTT?
Automation
Specific Aim 2
Distance, m Velocity, m/s TurnAngle, ° TurnBias, °/s
Control 0.0015 0.0460 0.0268 0.80
Anxiogenic 0.0011 0.0321 0.0776 2.33
Anxiolytic 0.0011 0.0319 0.2509 7.52
Average 0.0012 0.0367 0.1184 3.55
Control 0.0034 0.1019 5.0300 150.75
Anxiogenic 0.0023 0.0677 3.0255 90.67
Anxiolytic 0.0016 0.0493 0.8654 25.94
Average 0.0024 0.0730 2.9736 89.12
Control 0.0000 0.0004 -0.1433 -4.29
Anxiogenic 0.0001 0.0025 0.3319 9.95
Average 0.0000 0.0014 0.0943 2.83
Erratic
Freezing
Automated Movement Parameter
Swimming
Behavioral State
(Manually Recorded)
Behavioral tests designed precisely integrate manual
(observation, event-based scoring) and automated
quantification within individual spatiotemporal data
Manual, Event based & Automated
Manual Observation & Manual, Event-Based
Develop Automated Quantification Techniques of
Behavioral Endpoints
(Cachat et al., 2011)
Correlation Observable in 3D Reconstructions
(Cachat et al., 2011)
Automated Detection of Complex Behavior
(Cachat et al., 2011)
Using 3D Reconstructions to Optimize Automated
Techniques
Modeling Hallucinogenic Phenotypes
Are zebrafish sensitive to hallucinogenic compounds? How do these drugs
alter behaviors in affective, social and cognitive domains?
NovelTankTest, Open FieldTest, Light-Dark Box,
Shoaling, Social Preference Tests
• Manual (observational, event-based) and automated behavioral quantification
• Analysis of behavior in 3D trajectory reconstructions
Approach: Behavior
Big Question:
Physiology
Whole-body Cortisol Concentrations
HallucinogenicTreatments
• Lysergic acid diethylamide (LSD)
• 3, 4-Methylenedioxymethylamphetamine
(MDMA)
• Ibogaine
• LSD = 1.0964
• MDMA = 1.1293
• Most profound effects on rodents and
humans
• Never been examined before in zebrafish
• Recent resurgence of interest in
hallucinogenic drug action for use in clinical
therapy
NovelTankTest
MDMA
(Grossman et al., 2010; Stewart, 2011; Cachat, 2013)
Light-Dark Box and Open-FieldTest (Grossman et al., 2010; Cachat, 2013)
Shoaling and Social Preference
(Grossman et al., 2010; Cachat, 2013)
LSD (250 µg/L, 20 min) Ibogaine (10, 20 mg/L, 20 min)
Developing Zebrafish Models of Complex Phenotypes Relevant to Human Brain Disorders
Modeling Hallucinogenic Phenotypes
Are zebrafish sensitive to hallucinogenic compounds? How do these drugs
alter behaviors in affective, social and cognitive domains?
Answer:
Big Question:
NovelTankTest – mixed behavioral & physiological profile, largely insignificant
Light-Dark Box – increase preference for white chamber compared to matched controls, with LSD increasing
cortisol
Open FieldTest – primary endpoints insignificantly altered in LSD and Ibogaine treated fish compared to
controls
Social Domains – no effects on social preference, decreased shoal cohesion
3DTrajectories – strong modifications on zebrafish exploration and movement
Zebrafish are sensitive to hallucinogenic compounds, but phenotypic domains unclear with
primary endpoints in behavioral tests – however trajectories illustrate evident differences,
suggesting that novel measures are necessary to provide detailed characterization.
Identify New Phenotypic Features
using 3DTrajectory ReconstructionsSpecific Aim 3
Reveal Phenotypic Differences
Identification of Novel Phenotypes
Fractal d
Fractal d = 1.163
Fractal d = 1.169
Fractal d = 1.94
Segmentation
Smoothed Data
Arena Segmentation
Preliminary results suggest that
feature sets based on new arena
segmentations could be used to
discriminate between treatments
Future Directions of Research
• Zebrafish Movement Database
• Application ofTrajectory & Movement Pattern AnalysisTechniques
• Customized Analysis IntrinsicThresholds
• Multi-Scale Straightness Index (MSSI)
Summary of Dissertation
• ValidatedZebrafish asTranslationally Relevant Model for Neurobehavioral
Research
• Replicating Previous Findings
• Enhancing Phenotypic Characterization
• Paralleling Rodent and Clinical Profiles
• Introduced Zebrafish as model for Hallucinogenic Drug Action
• EstablishedApproaches toAchieve Automate Analysis of Zebrafish Behavior
• Developed Innovative 3DTrajectory Reconstructions and New Endpoints with
potential to Distinguishing ExperimentalTreatments
Acknowledgements
• Kalueff Lab
• Members of Dissertation
Committee
• Dr. Jill Daniel
• Dr. David Corey
• Dr. Benjamin Hall
• Tulane University Neuroscience
Program
• Dr. JefferyTasker
• Sherrie Calogero
• Collaborators
• Noldus InformationTechnologies
• University of Zurich – GIS
Department
• Dr. Ramgopal Mettu,TU Comp Sci
• Grants
• NIH
• Louisiana Board of Regents
• Tulane University
• NIDA
• Fellowships/Awards
• NSF
• SfN GNOSN ChapterTravelAward

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Developing Zebrafish Models of Complex Phenotypes Relevant to Human Brain Disorders

  • 1. DEVELOPING ZEBRAFISH MODELS OF COMPLEX PHENOTYPES RELEVANTTO HUMAN BRAIN DISORDERS Jonathan M. Cachat, MS Committee AllanV. Kalueff, Ph.D., Director Jill Daniel, Ph.D. David Corey, Ph.D Benjamin Hall, Ph.D. Neuroscience Program School of Science and Engineering
  • 2. Outline • Challenges in Neurobehavioral Research • Zebrafish (Danio rerio) • Problem Statement • Central Hypothesis, Research Strategy and SpecificAims • Results • Conclusions • TranslationalValue • Future Directions of Research
  • 3. Challenges in Neurobehavioral Research Use models to elucidate etiological and pathological mechanisms of human brain disorders (Gerlai, 2012; Burne et al., 2011; Morris, 2009; Sison et al., 2006) • Developing sensitive, high-throughput, cost effective in-vivo screening assays • Standardizing and enhancing methodologies for objective acquisition and analysis of behavioral data
  • 5. Zebrafish Genome • Genome duplication event • Paralogous genes & sub-functionalization • Advantageous (i.e. Sonic hedgehog knockdown) • Zebrafish possess high nucleotide sequence homology (70-80%) with that of human genes. • Functionally relevant as the amino acid sequence of zebrafish proteins (60-90% sequence homology) especially at the functionally relevant catalytic or ligand binding domains (approaching 100% sequence homology). (Dooley, 2000; Renier et al., 2007; Reimers et al., 2004; Gerlai, 2011; Lillesaar, 2011)
  • 6. Central Nervous System & HPI-Axis (Lillesar, 2011; Mueller, 2012; Panula, 2010;Alsop, 2009;Cachat, 2010) Homologous Brain Regions Relevant to Affective Research • Amygdala – Dm, medial zone of dorsal telencephalon • Hippocampus
  • 7. Problem Statement Adult zebrafish behavioral phenotypes are largely uncharacterized due to a lack of available, validated behavioral test paradigms (Agid et al., 2007; Blaser et al., 2012; Luca et al., 2012; Savio et al., 2012; Sison et al., 2006) The overarching goal of this dissertation is to advance the characterization of adult zebrafish behaviors, and progress comprehensive quantification of phenotypic profiles translationally relevant to neuropsychiatric disorders. Dissecting adult zebrafish behavior is a necessary process before targeted genetic or molecular high-throughput screens can be confidently hypothesized and performed
  • 9. Central Hypothesis • Zebrafish represent a sensitive, highly translational, evolutionarily related organisms that can be used to model endophenotypes of human brain disorders I expect that • A integrative approach to quantify behavioral and physiological phenotypes in zebrafish following several psychotropic treatments result profiles analogous to those observed in rodents and humans • Using automated video-tracking technologies will enable objective detection and dissection of behavioral profiles in adult zebrafish, as well as 3D reconstructions of swim paths • Increasing the granularity, data density collected per fish will enable application of data-mining and detection of new dependent variables that could potentially be used to predict the mechanism of action in novel or poorly characterized psychotropic compounds
  • 10. Design of BehavioralTests Specific Aim 1 Characterize and Quantify Behavioral Phenotypes of Zebrafish exposed to ExperimentalTreatments in Affective, Social and Cognitive Domains
  • 11. Specific Aim 2 Specific Aim 1 Characterize and Quantify Behavioral Phenotypes exposed to Experimental Treatments Modifying Affective, Social and Cognitive Domains DevelopAutomated Quantification Techniques of Behavioral Endpoints
  • 12. Specific Aim 3 Specific Aim 1 Characterize and Quantify Behavioral Phenotypes exposed to Experimental Treatments Modifying Affective, Social and Cognitive Domains Specific Aim 2 Develop Automated Behavioral Quantification of Phenotypic Measures Identify New Phenotypic Features Evaluating 3D Trajectory Reconstructions
  • 13. Modeling Affective Phenotypes Ethologically Relevant Stimuli • Alarm Pheromone Exposure • Predator Exposure How do zebrafish display anxiety/fear-like behaviors? NovelTankTest • Manual (observation, event-based) and automated behavioral quantification • Analysis of behavior in 3D trajectory reconstructions Approach: Behavior Big Question: Pharmacological Treatments • Putative Anxiogenic and Anxiolytic Drugs Physiology Whole-body Cortisol Concentrations
  • 14. Primary Endpoints NovelTankTest • Latency to Upper Half, s • Transitions to Upper Half • Time Spent in Upper Half • Erratic Movements • Freezing Bouts • Freezing Duration, s
  • 16. Alarm Pheromone Representative 2D Swim Traces (Cachat et al., 2011)
  • 17. Summary of Results I Establishing Anxiogenic Profile in NovelTankTest PharmacologicalTreatments
  • 18. PharmacologicalTreatments • Caffeine • Fluoxetine • Ethanol • Nicotine • Cocaine • Morphine • EthanolWithdrawal • CaffeineWithdrawal • MorphineWithdrawal • Known to evoke anxiogenic or anxiolytic behavioral responses in humans and rodents • Can zebrafish be used to model phenotypes relevant to pharmacogenic anxiety and drug abuse related syndromes?
  • 19. Caffeine Representative 2D Swim Traces (Cachat et al., 2011)
  • 20. 3DTrajectory Reconstructions Wild-Type Control Alarm Pheromone Caffeine (Cachat et al., 2011)
  • 22. Ethanol (Egan et. al., 2009; Cachat et al., 2011)
  • 24. Wild-Type Control Chronic Ethanol Acute Nicotine Chronic Fluoxetine (Cachat et al., 2011)
  • 25. Summary of Results II Establishing an Anxiolytic Profile in NovelTankTest Reproducing Anxiogenic Profile in NovelTankTest AcuteCaffeine Acute Pentobarbital AcuteFluoxetine ChronicFluoxetine AcuteEthanol ChronicEthanol AcuteNicotine - - - - - - - - - - - - - - - - na na na Pharmacological Treatments Latency to upper half, s Transitions to upper half Erratic movements Freezing bouts Freezing duration, s Cortisol Concentration Time in upper half, s
  • 26. Chronic Morphine Representative 2D Swim Traces (Cachat et al., 2011)
  • 28. Wild-Type Control Ethanol Withdrawal Chronic Morphine Repeated Morphine Withdrawal (Cachat et al., 2011)
  • 29. Summary of Results III Reproducing Anxiolytic & Anxiogenic Profile in NovelTank Test Cocaine(1mg/L) Cocaine(12.5mg/L) Cocaine(25mg/L) AcuteMorphine ChronicMorphine Caffeine Withdrawal Repeated Morphine Withdrawal EthanolWithdrawal - - - - - - - - - - - - - - - - - - - - - - - - - na na na na - Drug WithdrawalDrugs of Abuse Freezing bouts Freezing duration, s Cortisol Concentration Latency to upper half, s Transitions to upper half Time in upper half, s Erratic movements
  • 30. Modeling Affective Phenotypes How do zebrafish display anxiety/fear-like behaviors? Results: In the NovelTankTest, Question: A high anxiety behavioral profile in zebrafish is represented by: • Decreased exploration throughout environment • Increase in freezing throughout novel tank test • Short-lived, erratic movements • Stress-axis activation as measured by cortisol concentrations A low anxiety profile is reflected by an inverse of this behavioral profile 3DTrajectory Reconstructions reveal the spatial and temporal dynamics of these responses
  • 31. TranslationalValue Zebrafish behavioral response following ethological and pharmacological treatments paralleled the changes observed in the affective domain of rodents and humans. • Including dose and duration specific effects Primary endpoints of novel tank are able to reliably distinguish between strong anxiogenic and anxiolytic phenotypes Can detection of these phenotypes be automated for NTT? Automation
  • 32. Specific Aim 2 Distance, m Velocity, m/s TurnAngle, ° TurnBias, °/s Control 0.0015 0.0460 0.0268 0.80 Anxiogenic 0.0011 0.0321 0.0776 2.33 Anxiolytic 0.0011 0.0319 0.2509 7.52 Average 0.0012 0.0367 0.1184 3.55 Control 0.0034 0.1019 5.0300 150.75 Anxiogenic 0.0023 0.0677 3.0255 90.67 Anxiolytic 0.0016 0.0493 0.8654 25.94 Average 0.0024 0.0730 2.9736 89.12 Control 0.0000 0.0004 -0.1433 -4.29 Anxiogenic 0.0001 0.0025 0.3319 9.95 Average 0.0000 0.0014 0.0943 2.83 Erratic Freezing Automated Movement Parameter Swimming Behavioral State (Manually Recorded) Behavioral tests designed precisely integrate manual (observation, event-based scoring) and automated quantification within individual spatiotemporal data Manual, Event based & Automated Manual Observation & Manual, Event-Based Develop Automated Quantification Techniques of Behavioral Endpoints (Cachat et al., 2011)
  • 33. Correlation Observable in 3D Reconstructions (Cachat et al., 2011)
  • 34. Automated Detection of Complex Behavior (Cachat et al., 2011)
  • 35. Using 3D Reconstructions to Optimize Automated Techniques
  • 36. Modeling Hallucinogenic Phenotypes Are zebrafish sensitive to hallucinogenic compounds? How do these drugs alter behaviors in affective, social and cognitive domains? NovelTankTest, Open FieldTest, Light-Dark Box, Shoaling, Social Preference Tests • Manual (observational, event-based) and automated behavioral quantification • Analysis of behavior in 3D trajectory reconstructions Approach: Behavior Big Question: Physiology Whole-body Cortisol Concentrations
  • 37. HallucinogenicTreatments • Lysergic acid diethylamide (LSD) • 3, 4-Methylenedioxymethylamphetamine (MDMA) • Ibogaine • LSD = 1.0964 • MDMA = 1.1293 • Most profound effects on rodents and humans • Never been examined before in zebrafish • Recent resurgence of interest in hallucinogenic drug action for use in clinical therapy
  • 38. NovelTankTest MDMA (Grossman et al., 2010; Stewart, 2011; Cachat, 2013)
  • 39. Light-Dark Box and Open-FieldTest (Grossman et al., 2010; Cachat, 2013)
  • 40. Shoaling and Social Preference (Grossman et al., 2010; Cachat, 2013) LSD (250 µg/L, 20 min) Ibogaine (10, 20 mg/L, 20 min)
  • 42. Modeling Hallucinogenic Phenotypes Are zebrafish sensitive to hallucinogenic compounds? How do these drugs alter behaviors in affective, social and cognitive domains? Answer: Big Question: NovelTankTest – mixed behavioral & physiological profile, largely insignificant Light-Dark Box – increase preference for white chamber compared to matched controls, with LSD increasing cortisol Open FieldTest – primary endpoints insignificantly altered in LSD and Ibogaine treated fish compared to controls Social Domains – no effects on social preference, decreased shoal cohesion 3DTrajectories – strong modifications on zebrafish exploration and movement Zebrafish are sensitive to hallucinogenic compounds, but phenotypic domains unclear with primary endpoints in behavioral tests – however trajectories illustrate evident differences, suggesting that novel measures are necessary to provide detailed characterization.
  • 43. Identify New Phenotypic Features using 3DTrajectory ReconstructionsSpecific Aim 3
  • 46. Fractal d Fractal d = 1.163 Fractal d = 1.169 Fractal d = 1.94 Segmentation Smoothed Data
  • 47. Arena Segmentation Preliminary results suggest that feature sets based on new arena segmentations could be used to discriminate between treatments
  • 48. Future Directions of Research • Zebrafish Movement Database • Application ofTrajectory & Movement Pattern AnalysisTechniques • Customized Analysis IntrinsicThresholds • Multi-Scale Straightness Index (MSSI)
  • 49. Summary of Dissertation • ValidatedZebrafish asTranslationally Relevant Model for Neurobehavioral Research • Replicating Previous Findings • Enhancing Phenotypic Characterization • Paralleling Rodent and Clinical Profiles • Introduced Zebrafish as model for Hallucinogenic Drug Action • EstablishedApproaches toAchieve Automate Analysis of Zebrafish Behavior • Developed Innovative 3DTrajectory Reconstructions and New Endpoints with potential to Distinguishing ExperimentalTreatments
  • 50. Acknowledgements • Kalueff Lab • Members of Dissertation Committee • Dr. Jill Daniel • Dr. David Corey • Dr. Benjamin Hall • Tulane University Neuroscience Program • Dr. JefferyTasker • Sherrie Calogero • Collaborators • Noldus InformationTechnologies • University of Zurich – GIS Department • Dr. Ramgopal Mettu,TU Comp Sci • Grants • NIH • Louisiana Board of Regents • Tulane University • NIDA • Fellowships/Awards • NSF • SfN GNOSN ChapterTravelAward