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Bastos-Gonçalves R, Coimbra B, Rodrigues AJ. The mesopontine tegmentum in reward and aversion: From cellular heterogeneity to behaviour. Neurosci Biobehav Rev 2024; 162:105702. [PMID: 38718986 DOI: 10.1016/j.neubiorev.2024.105702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 04/06/2024] [Accepted: 05/01/2024] [Indexed: 05/18/2024]
Abstract
The mesopontine tegmentum, comprising the pedunculopontine tegmentum (PPN) and the laterodorsal tegmentum (LDT), is intricately connected to various regions of the basal ganglia, motor systems, and limbic systems. The PPN and LDT can regulate the activity of different brain regions of these target systems, and in this way are in a privileged position to modulate motivated behaviours. Despite recent findings, the PPN and LDT have been largely overlooked in discussions about the neural circuits associated with reward and aversion. This review aims to provide a timely and comprehensive resource on past and current research, highlighting the PPN and LDT's connectivity and influence on basal ganglia and limbic, and motor systems. Seminal studies, including lesion, pharmacological, and optogenetic/chemogenetic approaches, demonstrate their critical roles in modulating reward/aversive behaviours. The review emphasizes the need for further investigation into the associated cellular mechanisms, in order to clarify their role in behaviour and contribution for different neuropsychiatric disorders.
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Affiliation(s)
- Ricardo Bastos-Gonçalves
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal; ICVS/3B's-PT Government Associate Laboratory, Braga/Guimarães, Portugal
| | - Bárbara Coimbra
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal; ICVS/3B's-PT Government Associate Laboratory, Braga/Guimarães, Portugal.
| | - Ana João Rodrigues
- Life and Health Sciences Research Institute (ICVS), School of Medicine, University of Minho, Braga, Portugal; ICVS/3B's-PT Government Associate Laboratory, Braga/Guimarães, Portugal.
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2
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Cholinergic midbrain afferents modulate striatal circuits and shape encoding of action strategies. Nat Commun 2020; 11:1739. [PMID: 32269213 PMCID: PMC7142106 DOI: 10.1038/s41467-020-15514-3] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2019] [Accepted: 03/13/2020] [Indexed: 02/06/2023] Open
Abstract
Assimilation of novel strategies into a consolidated action repertoire is a crucial function for behavioral adaptation and cognitive flexibility. Acetylcholine in the striatum plays a pivotal role in such adaptation, and its release has been causally associated with the activity of cholinergic interneurons. Here we show that the midbrain, a previously unknown source of acetylcholine in the striatum, is a major contributor to cholinergic transmission in the striatal complex. Neurons of the pedunculopontine and laterodorsal tegmental nuclei synapse with striatal cholinergic interneurons and give rise to excitatory responses. Furthermore, they produce uniform inhibition of spiny projection neurons. Inhibition of acetylcholine release from midbrain terminals in the striatum impairs the association of contingencies and the formation of habits in an instrumental task, and mimics the effects observed following inhibition of acetylcholine release from striatal cholinergic interneurons. These results suggest the existence of two hierarchically-organized modes of cholinergic transmission in the striatum, where cholinergic interneurons are modulated by cholinergic neurons of the midbrain.
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Ettaro R, Markovic T, Daniels D, MacLaren DA, Clark SD. Microinjection of urotensin II into the pedunculopontine tegmentum leads to an increase in the consumption of sweet tastants. Physiol Behav 2020; 215:112775. [PMID: 31843472 DOI: 10.1016/j.physbeh.2019.112775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 12/02/2019] [Accepted: 12/11/2019] [Indexed: 11/29/2022]
Abstract
The pedunculopontine tegmentum (PPTg) plays a role in processing multiple sensory inputs and innervates brain regions associated with reward-related behaviors. The urotensin II receptor, activated by the urotensin II peptide (UII), is selectively expressed by the cholinergic neurons of the PPTg. Although the exact function of cholinergic neurons of the PPTg is unknown, they are thought to contribute to the perception of reward magnitude or salience detection. We hypothesized that the activation of PPTg cholinergic neurons would alter sensory processing across multiple modalities (ex. taste and hearing). Here we had three aims: first, determine if cholinergic activation is involved in consumption behavior of palatable solutions (sucrose). Second, if so, distinguish the impact of the caloric value by using saccharin, a zero calorie sweetener. Lastly, we tested the UII-mediated effects on perception of acoustic stimuli by measuring acoustic startle reflex (ASR). Male Sprague-Dawley rats were bilaterally cannulated into the PPTg, then placed under food restriction lasting the entire consumption experiment (water ad lib.). Treatment consisted of a microinjection of either 1 μL of aCSF or 1 μL of 10 μM UII into the PPTg, and the rats were immediately given access to either sucrose or saccharin. For the remaining five days, rats were allowed one hour access per day to the same sweet solution without any further treatments. During the saccharin experiment rats were tested in a contact lickometer which recorded each individual lick to give insight into the microstructure of the consumption behavior. ASR testing consisted of a baseline (no treatment), treatment day, and two additional days (no treatment). Immediately following the microinjection of UII, consumption of both saccharin and sucrose increased compared to controls. This significant increase persisted for days after the single administration of UII, but there was no generalized arousal or increase in water consumption between testing sessions. The effects on ASR were not significant. Activating cholinergic PPTg neurons may lead to a miscalculation of the salience of external stimuli, implicating the importance of cholinergic input in modulating a variety of behaviors. The long-lasting effects seen after UII treatment support further research into the role of sensory processing on reward related-behaviors at the level of the PPTg cholinergic neurons.
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Affiliation(s)
- Robert Ettaro
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY 14214, United States
| | - Tamara Markovic
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY 14214, United States
| | - Derek Daniels
- Department of Psychology and the Center for Ingestive Behavior Research, University at Buffalo, Buffalo, NY 14214, United States
| | - Duncan Aa MacLaren
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY 14214, United States
| | - Stewart D Clark
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY 14214, United States
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Abstract
A central tenet in support of research reproducibility is the ability to uniquely identify research resources, i.e., reagents, tools, and materials that are used to perform experiments. However, current reporting practices for research resources are insufficient to identify the exact resources that are reported or to answer basic questions such as "How did other studies use resource X?" To address this issue, the Resource Identification Initiative was launched as a pilot project to improve the reporting standards for research resources in the methods sections of papers and thereby improve identifiability and scientific reproducibility. The pilot engaged over 25 biomedical journal editors from most major publishers, as well as scientists and funding officials. Authors were asked to include Research Resource Identifiers (RRIDs) in their manuscripts prior to publication for three resource types: antibodies, model organisms, and tools (i.e., software and databases). RRIDs are assigned by an authoritative database, for example a model organism database, for each type of resource. To make it easier for authors to obtain RRIDs, resources were aggregated from the appropriate databases and their RRIDs made available in a central web portal ( http://scicrunch.org/resources ). RRIDs meet three key criteria: they are machine readable, free to generate and access, and are consistent across publishers and journals. The pilot was launched in February of 2014 and over 300 papers have appeared that report RRIDs. The number of journals participating has expanded from the original 25 to more than 40 with RRIDs appearing in 62 different journals to date. Here, we present an overview of the pilot project and its outcomes to date. We show that authors are able to identify resources and are supportive of the goals of the project. Identifiability of the resources post-pilot showed a dramatic improvement for all three resource types, suggesting that the project has had a significant impact on identifiability of research resources.
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Bandrowski A, Brush M, Grethe JS, Haendel MA, Kennedy DN, Hill S, Hof PR, Martone ME, Pols M, Tan SC, Washington N, Zudilova-Seinstra E, Vasilevsky N. The Resource Identification Initiative: A Cultural Shift in Publishing. J Comp Neurol 2016; 524:8-22. [PMID: 26599696 PMCID: PMC4684178 DOI: 10.1002/cne.23913] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2015] [Accepted: 10/12/2015] [Indexed: 01/10/2023]
Abstract
A central tenet in support of research reproducibility is the ability to uniquely identify research resources, i.e., reagents, tools, and materials that are used to perform experiments. However, current reporting practices for research resources are insufficient to identify the exact resources that are reported or to answer basic questions such as “How did other studies use resource X?” To address this issue, the Resource Identification Initiative was launched as a pilot project to improve the reporting standards for research resources in the Methods sections of articles and thereby improve identifiability and scientific reproducibility. The pilot engaged over 25 biomedical journal editors from most major publishers, as well as scientists and funding officials. Authors were asked to include Research Resource Identifiers (RRIDs) in their articles prior to publication for three resource types: antibodies, model organisms, and tools (i.e., software and databases). RRIDs are assigned by an authoritative database, for example, a model organism database for each type of resource. To make it easier for authors to obtain RRIDs, resources were aggregated from the appropriate databases and their RRIDs made available in a central Web portal (http://scicrunch.org/resources). RRIDs meet three key criteria: they are machine‐readable, free to generate and access, and are consistent across publishers and journals. The pilot was launched in February of 2014 and over 300 articles have appeared that report RRIDs. The number of journals participating has expanded from the original 25 to more than 40, with RRIDs appearing in 62 different journals to date. Here we present an overview of the pilot project and its outcomes to date. We show that authors are able to identify resources and are supportive of the goals of the project. Identifiability of the resources post‐pilot showed a dramatic improvement for all three resource types, suggesting that the project has had a significant impact on identifiability of research resources. J. Comp. Neurol. 524:8–22, 2016. © 2015 The Authors The Journal of Comparative Neurology Published by Wiley Periodicals, Inc.
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Affiliation(s)
- Anita Bandrowski
- Center for Research in Biological Systems, UCSD, La Jolla, California, USA
| | - Matthew Brush
- Oregon Health & Science University (OHSU) Library, Department of Medical Informatics & Clinical Epidemiology, Portland, Oregon, USA
| | - Jeffery S Grethe
- Center for Research in Biological Systems, UCSD, La Jolla, California, USA
| | - Melissa A Haendel
- Oregon Health & Science University (OHSU) Library, Department of Medical Informatics & Clinical Epidemiology, Portland, Oregon, USA
| | - David N Kennedy
- University of Massachusetts Medical School, Department of Psychiatry, University of Massachusetts Medical School, Worcester, Massachusetts, USA
| | - Sean Hill
- Karolinska Institutet, Stockholm, Sweden
| | - Patrick R Hof
- Fishberg Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Maryann E Martone
- Center for Research in Biological Systems, UCSD, La Jolla, California, USA
| | | | | | | | | | - Nicole Vasilevsky
- Oregon Health & Science University (OHSU) Library, Department of Medical Informatics & Clinical Epidemiology, Portland, Oregon, USA
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Syed A, Baker PM, Ragozzino ME. Pedunculopontine tegmental nucleus lesions impair probabilistic reversal learning by reducing sensitivity to positive reward feedback. Neurobiol Learn Mem 2016; 131:1-8. [PMID: 26976089 PMCID: PMC4862904 DOI: 10.1016/j.nlm.2016.03.010] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Revised: 02/25/2016] [Accepted: 03/03/2016] [Indexed: 01/15/2023]
Abstract
Recent findings indicate that pedunculopontine tegmental nucleus (PPTg) neurons encode reward-related information that is context-dependent. This information is critical for behavioral flexibility when reward outcomes change signaling a shift in response patterns should occur. The present experiment investigated whether NMDA lesions of the PPTg affects the acquisition and/or reversal learning of a spatial discrimination using probabilistic reinforcement. Male Long-Evans rats received a bilateral infusion of NMDA (30nmoles/side) or saline into the PPTg. Subsequently, rats were tested in a spatial discrimination test using a probabilistic learning procedure. One spatial location was rewarded with an 80% probability and the other spatial location rewarded with a 20% probability. After reaching acquisition criterion of 10 consecutive correct trials, the spatial location - reward contingencies were reversed in the following test session. Bilateral and unilateral PPTg-lesioned rats acquired the spatial discrimination test comparable to that as sham controls. In contrast, bilateral PPTg lesions, but not unilateral PPTg lesions, impaired reversal learning. The reversal learning deficit occurred because of increased regressions to the previously 'correct' spatial location after initially selecting the new, 'correct' choice. PPTg lesions also reduced the frequency of win-stay behavior early in the reversal learning session, but did not modify the frequency of lose-shift behavior during reversal learning. The present results suggest that the PPTg contributes to behavioral flexibility under conditions in which outcomes are uncertain, e.g. probabilistic reinforcement, by facilitating sensitivity to positive reward outcomes that allows the reliable execution of a new choice pattern.
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Affiliation(s)
- Anam Syed
- Department of Psychology, University of Illinois at Chicago, 1007 West Harrison Street, Chicago, IL 60607-7137, United States
| | - Phillip M Baker
- Department of Psychology, University of Illinois at Chicago, 1007 West Harrison Street, Chicago, IL 60607-7137, United States; Graduate Program in Neuroscience, University of Illinois at Chicago, Chicago, IL 60607, United States
| | - Michael E Ragozzino
- Department of Psychology, University of Illinois at Chicago, 1007 West Harrison Street, Chicago, IL 60607-7137, United States.
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Bandrowski A, Brush M, Grethe JS, Haendel MA, Kennedy DN, Hill S, Hof PR, Martone ME, Pols M, Tan SC, Washington N, Zudilova-Seinstra E, Vasilevsky N. The Resource Identification Initiative: a cultural shift in publishing. Brain Behav 2016; 6:e00417. [PMID: 27110440 PMCID: PMC4834942 DOI: 10.1002/brb3.417] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
A central tenet in support of research reproducibility is the ability to uniquely identify research resources, that is, reagents, tools, and materials that are used to perform experiments. However, current reporting practices for research resources are insufficient to identify the exact resources that are reported or to answer basic questions such as "How did other studies use resource X?" To address this issue, the Resource Identification Initiative was launched as a pilot project to improve the reporting standards for research resources in the methods sections of papers and thereby improve identifiability and scientific reproducibility. The pilot engaged over 25 biomedical journal editors from most major publishers, as well as scientists and funding officials. Authors were asked to include Research Resource Identifiers (RRIDs) in their manuscripts prior to publication for three resource types: antibodies, model organisms, and tools (i.e., software and databases). RRIDs are assigned by an authoritative database, for example, a model organism database for each type of resource. To make it easier for authors to obtain RRIDs, resources were aggregated from the appropriate databases and their RRIDs made available in a central web portal ( http://scicrunch.org/resources). RRIDs meet three key criteria: they are machine readable, free to generate and access, and are consistent across publishers and journals. The pilot was launched in February of 2014 and over 300 papers have appeared that report RRIDs. The number of journals participating has expanded from the original 25 to more than 40 with RRIDs appearing in 62 different journals to date. Here, we present an overview of the pilot project and its outcomes to date. We show that authors are able to identify resources and are supportive of the goals of the project. Identifiability of the resources post-pilot showed a dramatic improvement for all three resource types, suggesting that the project has had a significant impact on identifiability of research resources.
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Affiliation(s)
- Anita Bandrowski
- Center for Research in Biological Systems UCSD 9500 Gillman Dr.#0446 la Jolla California 92093-0446
| | - Matthew Brush
- Department of Medical Informatics & Clinical Epidemiology OHSU Library Oregon Health and Science University 3181 SW Sam Jackson Park Road Portland, Oregon 97239 USA
| | - Jeffery S Grethe
- Center for Research in Biological Systems UCSD 9500 Gillman Dr.#0446 la Jolla California 92093-0446
| | - Melissa A Haendel
- Department of Medical Informatics & Clinical Epidemiology OHSU Library Oregon Health and Science University 3181 SW Sam Jackson Park Road Portland, Oregon 97239 USA
| | - David N Kennedy
- Department of Psychiatry University of Massachusetts Medical School 365 Plantation Street Biotech One Worcester Massachusetts 01605
| | - Sean Hill
- INCF Karolinska Institutet Nobels väg 15A 171 77 Stockholm Sweden
| | - Patrick R Hof
- Department of Neuroscience Hess CSM Building Floor 10 Room 118 1470 Madison Avenue New York City New York 10029
| | - Maryann E Martone
- Center for Research in Biological Systems UCSD 9500 Gillman Dr.#0446 la Jolla California 92093-0446
| | - Maaike Pols
- Scientific Outreach Executive Faculty of 1000 Ltd Middlesex House 34-42, Cleveland Street London W1T 4LB UK
| | - Serena C Tan
- John Wiley and Sons 11 River St Hoboken New Jersey 07030
| | - Nicole Washington
- Lawrence Berkeley National Laboratory 1 Cyclotron Road Berkeley California 94720
| | | | - Nicole Vasilevsky
- Department of Medical Informatics & Clinical Epidemiology OHSU Library Oregon Health and Science University 3181 SW Sam Jackson Park Road Portland, Oregon 97239 USA
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Bandrowski A, Brush M, Grethe JS, Haendel MA, Kennedy DN, Hill S, Hof PR, Martone ME, Pols M, Tan S, Washington N, Zudilova-Seinstra E, Vasilevsky N. The Resource Identification Initiative: A cultural shift in publishing. F1000Res 2015; 4:134. [PMID: 26594330 DOI: 10.12688/f1000research.6555.1] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/26/2015] [Indexed: 01/10/2023] Open
Abstract
A central tenet in support of research reproducibility is the ability to uniquely identify research resources, i.e., reagents, tools, and materials that are used to perform experiments. However, current reporting practices for research resources are insufficient to allow humans and algorithms to identify the exact resources that are reported or answer basic questions such as "What other studies used resource X?" To address this issue, the Resource Identification Initiative was launched as a pilot project to improve the reporting standards for research resources in the methods sections of papers and thereby improve identifiability and reproducibility. The pilot engaged over 25 biomedical journal editors from most major publishers, as well as scientists and funding officials. Authors were asked to include Research Resource Identifiers (RRIDs) in their manuscripts prior to publication for three resource types: antibodies, model organisms, and tools (including software and databases). RRIDs represent accession numbers assigned by an authoritative database, e.g., the model organism databases, for each type of resource. To make it easier for authors to obtain RRIDs, resources were aggregated from the appropriate databases and their RRIDs made available in a central web portal ( www.scicrunch.org/resources). RRIDs meet three key criteria: they are machine readable, free to generate and access, and are consistent across publishers and journals. The pilot was launched in February of 2014 and over 300 papers have appeared that report RRIDs. The number of journals participating has expanded from the original 25 to more than 40. Here, we present an overview of the pilot project and its outcomes to date. We show that authors are generally accurate in performing the task of identifying resources and supportive of the goals of the project. We also show that identifiability of the resources pre- and post-pilot showed a dramatic improvement for all three resource types, suggesting that the project has had a significant impact on reproducibility relating to research resources.
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Affiliation(s)
- Anita Bandrowski
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Matthew Brush
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
| | - Jeffery S Grethe
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Melissa A Haendel
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
| | - David N Kennedy
- Department of Psychiatry, University of Massachusetts Medical School, Worcester, MA, 01605, USA
| | - Sean Hill
- Karolinska Institutet, Stockholm, 171 77, Sweden
| | - Patrick R Hof
- Fishberg Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Maryann E Martone
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Maaike Pols
- Scientific Outreach, Faculty of 1000 Ltd, London, W1T 4LB, UK
| | - Serena Tan
- John Wiley and Sons, Hoboken, NJ, 07030, USA
| | - Nicole Washington
- Lawrence Berkeley National Laboratory, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | | | - Nicole Vasilevsky
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
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9
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Bandrowski A, Brush M, Grethe JS, Haendel MA, Kennedy DN, Hill S, Hof PR, Martone ME, Pols M, Tan S, Washington N, Zudilova-Seinstra E, Vasilevsky N. The Resource Identification Initiative: A cultural shift in publishing. F1000Res 2015; 4:134. [PMID: 26594330 PMCID: PMC4648211 DOI: 10.12688/f1000research.6555.2] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/25/2015] [Indexed: 11/20/2022] Open
Abstract
A central tenet in support of research reproducibility is the ability to uniquely identify research resources, i.e., reagents, tools, and materials that are used to perform experiments. However, current reporting practices for research resources are insufficient to allow humans and algorithms to identify the exact resources that are reported or answer basic questions such as “What other studies used resource X?” To address this issue, the Resource Identification Initiative was launched as a pilot project to improve the reporting standards for research resources in the methods sections of papers and thereby improve identifiability and reproducibility. The pilot engaged over 25 biomedical journal editors from most major publishers, as well as scientists and funding officials. Authors were asked to include Research Resource Identifiers (RRIDs) in their manuscripts prior to publication for three resource types: antibodies, model organisms, and tools (including software and databases). RRIDs represent accession numbers assigned by an authoritative database, e.g., the model organism databases, for each type of resource. To make it easier for authors to obtain RRIDs, resources were aggregated from the appropriate databases and their RRIDs made available in a central web portal (
www.scicrunch.org/resources). RRIDs meet three key criteria: they are machine readable, free to generate and access, and are consistent across publishers and journals. The pilot was launched in February of 2014 and over 300 papers have appeared that report RRIDs. The number of journals participating has expanded from the original 25 to more than 40. Here, we present an overview of the pilot project and its outcomes to date. We show that authors are generally accurate in performing the task of identifying resources and supportive of the goals of the project. We also show that identifiability of the resources pre- and post-pilot showed a dramatic improvement for all three resource types, suggesting that the project has had a significant impact on reproducibility relating to research resources.
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Affiliation(s)
- Anita Bandrowski
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Matthew Brush
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
| | - Jeffery S Grethe
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Melissa A Haendel
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
| | - David N Kennedy
- Department of Psychiatry, University of Massachusetts Medical School, Worcester, MA, 01605, USA
| | - Sean Hill
- Karolinska Institutet, Stockholm, 171 77, Sweden
| | - Patrick R Hof
- Fishberg Department of Neuroscience and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Maryann E Martone
- Center for Research in Biological Systems, UCSD, la Jolla, CA, 92093, USA
| | - Maaike Pols
- Scientific Outreach, Faculty of 1000 Ltd, London, W1T 4LB, UK
| | - Serena Tan
- John Wiley and Sons, Hoboken, NJ, 07030, USA
| | - Nicole Washington
- Lawrence Berkeley National Laboratory, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | | | - Nicole Vasilevsky
- Department of Medical Informatics & Clinical Epidemiology, OHSU, Portland, Oregon, 97239, USA
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