78
OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Embed Size (px)

Citation preview

Page 1: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO-Edit tutorial

David Osumi-SutherlandFlyBase / Virtual Fly Brain / OBO-Edit

Working Group (OEWG)

Page 2: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Resources

• Slides and test tutorial can be downloaded from the bottom of the Tutorial wiki page:– http://www.bioontology.org/wiki/index.php/OBO

-Edit

• The latest version of OE2 (beta release), is here:– http://oboedit.org/2.1betarelease/

Page 3: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Your backgrounds

• Who here has never used an ontology editing tool?

• Who here is an OBO-Edit user?– If you are, have you used Cross-Products?

• Who here is a Protégé user?• Protégé 3• Protégé 4

– With reasoner?

• For those of you who speak OWL(ish), I'll try to provide translations to OWL Manchester syntax.

Page 4: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO 101• An ontology contains terms (e.g. hand) and

relationships (e.g. hand has_part finger)

• Terms refer to types (classes).

• Types are classifications of things (instances) in the real world, based on some set of criteria.– My left hand is an instance of the type hand

• The criteria for membership of a class (type) is recorded using textual definitions, relationships, or some combinations of the two – name: hand– def: “An anatomical structure that has four

fingers and a thumb and is attached to the end of an arm.” [reference: DOS]

– relationship: hand has_part finger– relationship: hand has_part thumb– relationship: part_of arm Image from Gray’s Anatomy (copyright

expired)

Page 5: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO basics- instance/type distinction

• If OBO terms refer to types, why worry about instances?– instances are central to defining OBO type-level

relations

• OBO <-> OWL:– OWL class = OBO type– OWL individual = OBO instance

Page 6: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO relations• Instance level relations (by convention written in bold)

– 'my left little finger' part_of 'my left hand'• Note – quantifiers – all, some – are not needed.

• Type level relations (by convention, written in italic). – Type level relations are defined using instance level relations + quantifiers.

• In OBO, the quantifiers (all, some) are buried in the definition of the type-level relation.– e.g.- X part_of Y is defined as:

» for all x,t if Xxt then there is some xy such that Yyt and x part_of y at t

• OBO <-> OWL:– OBO instance level relation = OWL property– In OWL, quantifiers are used explicitly in ontology construction when relating

classes• OBO: finger part_of hand can be written in OWL using the OBO instance

level relation with added quantifiers: all finger part_of some hand *– OBO is_a = OWL SubClassOf

*Ignoring the time component of the OBO definitions, as this cannot be expressed in OWL

Page 7: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Quantifiers• It is critical to be aware of the direction of quantifiers when using OBO

relations:

True: All breasts are part of some humanFalse: All humans have breasts

True: All vertebrate motor neurons release neurotransmitter acetylcholineFalse: All neurons that release acetylcholine are vertebrate motor neurons.

Be especially careful in cases where the instance level relation is symmetric:

True: All lion’s mane connected_to some lion’s neckFalse: All lion’s neck connected_to some lion’s mane

Page 8: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Relationships and definitions

• You should think of the relationships a term has as a formalised part of their definition.

• A regular relationship in OBO (SubClassOf in OWL) specifies necessary conditions for membership of a class.– e.g. finger part_of hand (all finger part_of some

hand) states that a necessary condition of being in the class finger is to be part of some hand.

Page 9: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Transitivity

• If a relation is transitive:– A rel B rel C rel D therefore A rel D• U1 neuron is_a U neuron is_a motor neuron

– therefore U1 neuron is_a motor neuron

• ellipsoid body part_of central complex part_of adult brain– therefore ellipsoid body part_of adult brain

Page 10: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Transitivity and redundancy

• ellipsoid body part_of central complex part_of adult brain– therefore ellipsoid body part_of adult brain• therefore asserting the relationship "ellipsoid body

part_of adult brain" in your ontology would be redundant.

Page 11: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Some simple reasoning

• U neuron part_of larval antennal segment– (All U neuron part_of some larval antennal segment)

• U1 neuron is_a U neuron• therefore U1 neuron part_of larval antennal

segment– (All U neuron part_of some larval antennal segment;

U1 neuron SubClassOf U neuron therefore…)

• So, adding 'U1 neuron' part_of 'larval antennal segment’ would be redundant.

Page 12: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Demo – OBO basics

Page 13: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Basic OBO-Edit2 editing setup

• - 2 x Ontology Tree Editor (OTE)• - One parent editor• - One text editor• - One search panel• - One reasoner manager• - One graph viewer (Note - currently only

works with Link Pile Reasoner on)

Page 14: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)
Page 15: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)
Page 16: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Browsing

Page 17: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Browsing - TreesThe ontology tree editor is a good way to browse down the ontology graph, but not all parents visible in one view

Click to expand or contract branch

Click to expand or contract branch

Page 18: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Preferences

help

save a picture

Quick Filtering

Page 19: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)
Page 20: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Browsing - parentsThe parent editor provides a quick way to check all parental relationships – usually these are not all these are visible in a single tree view

Page 21: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Preferences

help

save a picture

Page 22: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Preferences

help

save a picture

Page 23: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Graph viewer setup

For an uncluttered view:

Page 24: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Browsing - graphsA good way to view and browse ancestral relationships, graphs of ancestors via transitive relations answer questionse.g.- what is X? What is X part of? What does X develop from?

Note – currently requires link pile reasoner to be turned on.

Page 25: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Browsing – The Text Editor

Page 26: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Basic Searching - single leg

Page 27: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Basic searching – multi-leg

Add new leg

AND/OR

Remove legnesting (parentheses)

Page 28: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

All searches can also be filters or renders

Page 29: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Rendering options

Page 30: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Editing

Page 31: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Drag and drop editing in the ontology tree editor (OTE)

• Left clicking a term choose it• Right clicking displays a menu of editing

options• Dragging and dropping single or multiple

terms allows terms to be copied, moved or merged.

Page 32: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Global vs local selection modes

local mode-selection in other

components doesn’t affect selection here

local mode-selection in other

components doesn’t affect selection here

global mode- 2 way auto

sync with other components

global mode- 2 way auto

sync with other components

Page 33: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Drag and drop term move

Page 34: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Drag and drop term move

Page 35: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Drag and drop term move

Page 36: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Drag and drop term merge

Page 37: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)
Page 38: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Making new terms

• First, make sure your ID generator is set up correctly:

Edit profile

ID prefix ID length start from end at

Page 39: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Create new child

Page 40: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Committing

Check this box to commit text edits automatically.

Note, committing will not change your ontology file

Page 41: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Deletion, obsoletion, destruction

… deletes the relationship between the selected term and its immediate parent in the ontology tree editor. When the selected term has only one parent, this option switches to:

OTE – right click menu:

… changes the status of term to obsolete. The OBO file retains the ID for future reference and to prevent re-use. To indicate replacement terms, drag suitable terms to the obsoleted term=>

Within the context of a single editing session, or a pre-release file, you may wish instead to destroy the term completely (BUT BE CAREFUL!)

Page 42: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Parent EditorDelete parent relationship

Does what it says. But be careful it adds is_a parents by default. For other relations, switch after adding

Page 43: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Graph Editor

Page 44: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Graph Editor

Hide parent terms show parent terms

Hide child terms show child termshide term

• Right click provides editing options and hide-all

• Choosing quick filtering => manageable view

Page 45: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)
Page 46: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Making new relationships in the graph editor – demo only

Page 47: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Time savers

• Cloning– Right click clone option makes clone of chosen

term – identical in every way except for ID and ‘CLONE OF’ appended to term name

• Create multiple children– Right click ‘create multiple children’ option. Does

what is says on the box. Pops up interface were a bunch of new terms can be named at once.

Page 48: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Managing multiple inheritance

Page 49: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Disjunction

• X disjoint_from Y– Nothing that is an instance of X is also an instance of

Y.• e.g. anatomical structure disjoint_from biological process

– Nothing exists that is an instance of both of these types.

– Extremely useful for error checking– also speeds up some reasoners

• OBO <-> OWL– 0BO disjoint_from ≅ OWL DisjointWith

Page 50: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Using the reasoner to check for disjoint violations - demo

• In the test ontology, make one of the children of biological process an is_a child of sensillum.

• Now run the link pile reasoner• Undo

• Making disjoints - demo– by hand– automatically making all children disjoint (use

sparingly!)

Page 51: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Ways to classify neurons• sensory

– Sensory modality– Sense organ

• motor• interneuron

– local– relay

• neurotransmitter – serotonergic, – dopaminergic…

• Location– cell body– fasciculation pattern (e.g.- labial nerve)– innervation pattern (antennal lobe glomerulus DL1)

all siblings in the same color are (probably) disjoint_from each other.

Page 52: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Multiple inheritance needed• Name: ORN ab1a • Def: A cholinergic olfactory neuron whose

dendrite innervates an ab1 basiconic sensillum on the 3rd segment of the antenna. Like other antennal olfactory neurons, it sends an axon through the antennal nerve that innervates a single antennal lobe glomerulus DL1– olfactory neuron– cholinergic neuron– antennal sensory neuron– DL1 innervating neuron

Page 53: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

It is difficult to keep track of multipleclassification chains to: ensure completeness;avoid redundancy;avoid introducing error due to inheritanceof classification criteria from a distant ancestor

Multiple inheritance is very hard to manage by hand

Page 54: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Cross Products

• In OBO, cross products, also known as intersections, provide a way to record necessary and sufficient definitions.

• necessary and sufficient definitions allow classification to be automated using reasoners

• OBO <-> OWL– intersection_of ≅ EquivalentTO

Page 55: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Genus and Differentia• Anatomy of a cross product:– name: antennal sensillum– genus: sensillum– differentium: (part_of antenna)

• In OBO format– intersection_of: sensillum– intersection_of: part_of antenna

• In OWL:– EquivalentTO: sensillum and part_of some antenna

Page 56: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

OBO-Edit reasoners

• OBO-Edit2 currently has 3 reasoners

• In the near future, 2 of these will be retired, leaving just the ‘rule based reasoner’ (RBR)

• Currently the link pile reasoner is needed for flagging disjointness violations and for running the graph viewer. For everything else you should use the RBR

Page 57: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Cross Product Demo

• Choose the term 'antennal sensillum'– Check out the text editor cross product tab

• Turn the reasoner off.– You should see antennal sensillum at the root

• Run the rule-based-reasoner– check out how the term is integrated non-

redundantly into the classification hierarchy.– view the parent editor

Page 58: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Cross Product Demo

• Using terms from other ontologies– cholinergic neuron– olfactory sensillum

Page 59: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Making new cross product terms

• Add a new root class:

Page 60: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Cross Product demo

• Making new cross products– glutamatergic neuron– taste sensillum– chemosensory sensillum

• Re-run the rule-based-reasoner• Check the sensillum hierarchy– Explain how olfactory sensillum got its parent

Page 61: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Useful renders for working with cross-products

• Cross-Product detector:

• Multiple asserted inheritance detector:

• Unclassified term detector:

• Incompletely classified term detector:

Page 62: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Combining Cross-Products with relationships => hidden assertions

• How can we record the generalization – All neurons with the function ‘smell’ are cholinergic?– name: olfactory receptor neuron– intersection_of: neuron– intersection_of: has_function smell– relationship: releases_neurotransmitter acetylcholine– (OWL: EquivalentTo( neuron AND has_function some smell ),

SubClassOf( releases_neurotransmitter some acetylcholine )

• Why is this potentially dangerous?– Future editors using ‘has_function smell’ to record the function of a neuron class

may not be aware that they are adding the assertion that the class is cholinergic

• Safeguards: – if neurons classifed by neurotransmitter are disjoint, the reasoner can flag

contradictions.– Keep a record of all examples (perhaps as a standardised comment) – State this assertion in the term definition with a link to a supporting reference.

Page 63: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Hidden assertion demo

Page 64: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Detecting redundancy with the reasoner

Redundant relationship

Use the Rule Base Reasoner*

*Link pile reasoner over-flags redundancy when cross-product terms are present

Page 65: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

If the reasoner is flagging relationships you don’t think are redundant

• Are you sure your intended meaning for a relationship is transitive?– e.g.- develops_from (transitive) is sometimes used

as if it means ‘directly develops from’ (non-transitive)

– In that case – request a new relation.

– If you are interested in how to link relations such as develops_from and develops_directly_from so that they can be used for reasoning, please ask me or Chris after the tutorial

Page 66: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Advanced Searching

• OE2 can combine string searching and logical querying.

• Logical querying requires the reasoner to be turned on.

Page 67: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Logical queries

OWL-DL: sensillum and part_of some head

The first leg of the search finds all subtypes of sensillum. The second leg finds all parts of the head. The ‘matches all’ radio button ensures the two legs are combined by a boolean AND.

** Note – reasoner required **

Find all sensilla that are part of some head:

Page 68: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Logical queries

How is sensillum classified?

What does adPN DL1 develop_from ?

Note – this query has no OWL equivalent

** Note – reasoner required **

Page 69: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Importing foreign ‘helper’ terms

• Formalising definitions is likely to require terms from other ontologies.

• If you want to reason using the classification from another ontology, you need to import the full classification of each term.

• In order to keep up-to-date, you need a mechanism to re-import the foreign terms you use.

Page 70: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Creating and maintaining a helper term filter

Load / Save

First leg finds helper term

2nd leg finds terms that classify helper term

1. Open foreign ontology and run the rule based reasoner2. In the search tool, add the following two filter legs for each helper term

3. Save filter for future maintenance / use as a save filter

Page 71: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Saving helper terms

Page 72: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Saving helper terms

Check filter terms

Make sure “allow dangling parents” is NOT checked

Record version of foreign ontology here Avoid importing foreign ID rules

Page 73: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Saving helper terms

Load helper term filter

Page 74: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Refreshing helper terms

• The examples I’ve shown here use term names.

• This make the filter easy to read and edit, but names often change.

• Therefore more sustainable to use IDs instead.

Page 75: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Instantiating inferred is_a for release

• If your users are not using your ontology with a reasoner, you made need to pre-reason for them.

• To do this, you can use the ‘save implied links’ function in the save interface:

Page 76: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

• Current developers– Amina Abdulla– Chris Mungall– Jennifer Deegan

• Former developers– John Day-Richter– Nomi Harris

Acknowledgements – OBO-Edit developers

Page 77: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Acknowledgements - OEWG

• Amina Abdulla, Chris Mungall, Karen Eilbeck, Suzanna Lewis, - BBOP, LBNL, Berkeley, CA, USA• Midori A. Harris, Jennifer Deegan, Amelia Ireland, Jane Lomax - GO-EBI, Hinxton, UK• David Hill, Alexander D. Diehl, Harold Drabkin - MGI, The Jackson Laboratory, Bar Harbor, ME, USA• Karen R. Christie - SGD, Department of Genetics, Stanford University, Stanford, CA, USA• Tanya Berardini - TAIR, Carnegie Institution, Department of Plant Biology, Stanford, CA, USA• Petra Fey - DictyBase, Northwestern University, Chicago, IL, USA• Carol A. Bastiani, Ranjana Kishore - WormBase, California Institute of Technology, Pasadena, CA, USA• Victoria Petri - RGD, Medical College of Wisconsin, Milwaukee, WI, USA• Colin Batchelor- Royal Society of Chemistry, Cambridge UK• Shuly Avraham - Cold Spring Harbor Laboratory, Cold Spring Harbor, NY• Pankaj Jaiswal - Gramene, Department of Plant Breeding, Cornell University, Ithaca, NY, USA• Melissa Haendel - ZFIN, University of Oregon, Eugene, OR, USA• John Osborne - Robert H. Lurie Cancer Center, Northwestern University, Chicago, IL, USA

Page 78: OBO-Edit tutorial David Osumi-Sutherland FlyBase / Virtual Fly Brain / OBO-Edit Working Group (OEWG)

Acknowledgments

• Michael Ashburner• FlyBase• Virtual Fly Brain• ICBO