SlideShare a Scribd company logo
1 of 26
Robert Esnouf, Campus network engineering workshop
19/10/2016 Electron Microscopy Between OPIC, Oxford and eBIC
Electron Microscopy Between
OPIC, Oxford and eBIC, Harwell
Robert Esnouf (robert@well.ox.ac.uk),
Head of Research Computing Core,
Wellcome Trust Centre for Human Genetics,
Old Road Campus,
University of Oxford
Campus Network Engineering for Data-Intensive Science,
London, 19 October 2016
Overview of talk
 The Wellcome Trust Centre for Human
Genetics: science & facilities
 Why is electron microscopy such hot
science
 OPIC and eBIC
 Networking challenges of OPIC/eBIC
model
The Old Road Campus, University of Oxford
 One of Europe’s largest biomedical
research campuses
◦ In east Oxford near John Radcliffe, Churchill,
Nuffield Orthopaedic & Warneford Hospitals
◦ First building (HWBGM) opened 1999
◦ Already ~2000
researchers, space
to double…
The Wellcome Trust Centre for Human
Genetics
 A department of the University of Oxford
◦ Founded in 1994 with core support from the
WT
◦ Moved to new building in 1999 – Henry
Wellcome Building for Genomic Medicine on
the Old Road Campus
The Wellcome Trust Centre for Human
Genetics
 About 500 researchers
◦ “to advance the understanding of genetically-
related conditions through multi-disciplinary
research”
◦ Sequencing, statistical genetics, disease-
focused research (diabetes, obesity, heart
disease, malaria), optical microscopy, MRI,
functional genetics, crystallography & electron
microscopy (STRUBI & OPIC)
WTCHG Research Computing Core
 ResComp Core is squeezed in a tiny room
◦ 4120 compute cores, 4.2PB raw GPFS storage,
3.9PB other (archive) storage; FDR InfiniBand
◦ 2.2 FTE to manage (me, Jon, and 20% Colin
Freeman)
 In 2015, the ResComp Core delivered:
◦ Compute to 303 users (150 active) from 32
groups
◦ 2,640 cores of the main cluster delivered 55.5
billion seconds (1,761 years) of CPU time
◦ 27 different users from 12 different research
groups each used >20 years of CPU time
ResComp hardware environment
Home devised but
PUE measured at 1.32
Sequencing facilities
 WTCHG Oxford Genomics Centre
◦ Illumina systems: HiSeq 2500, HiSeq 4000,
MiSeq
◦ IonTorrent, genotyping (Solexa?)
◦ Evaluating long-read technologies (have
MinION)
 Mixture of WGS, exome sequencing,
RNA-seq, single-cell work, custom
sequencing
 Approximately 1000 genomes per year
 2PB base call files  100TB BAMs
 ONT MinION
 ONT PromethION
 Other systems (PacBio)
Long-read sequencing technologies
Processing ONT long-read sequencing
 Processing from MinION readers
◦ Each pore produces file of 100-100,000 base calls.
◦ Many small files produced, modest data volume
 What about PromethION (up to 48 flow cells)?
◦ Up to 80GB/hour  3.8TB in 2 days/flow cell
◦ Average 200kB files  400,000 files/hour/flow cell
Frightening headline numbers
Each 2-day run could generate:
182.4TB of FAST5 files @
8.5Gbit/s
921.6 million 100kB-1MB files
Require 960 cores to process
...but something seismic
happened in 2014 ...
Oxford Particle Imaging Centre (OPIC)
 An EM facility unique in Europe
◦ Biosafety containment suite
(ACDP3/DEFRA4)
◦ FEI Tecnai Polara EM with Gatan K2 detector
◦ Can be accessed by UK researchers (20%
eBIC)
 Second EM in normal
containment
 400fps movies “flattened”
to images (>1TB/day)
Single particle structures by EM (relion)
 Images are translucent like hospital X-
rays
 Computation & memory intense process
◦ Correct for drift and shake, detect particles
◦ Extract particle images (2TB  50-100GB)
◦ 2D classification of particle projections
◦ 3D classification of particle
◦ 3D refinement of structural model(s)
 Particle covered by a pixel box
◦ Cubic dependence of memory on box size
◦ 400-box (picornavirus) requires 300GB
Net result - example from FMDV EM &
X-ray structures
(12h data collection for EM)
X-ray 2.6Å
EM 3.3Å
end May 2016
18
eBIC: the Electron Bio-Imaging Centre
Diamond Light Source, Harwell Science and Innovation
Campus
Data collection statistics
Number of unique groups Allocated time
*14 groups from Cambridge, 10 groups from Oxford, 6 groups from Birkbeck, 5 groups from Imperial, 4 groups from Manchester and Bilbao, 3 groups from Leeds,
2 groups from Edinburgh, the Crick and Dundee, 1 Group from Diamond, Warwick, Madrid, Bristol, Leicester, Helsinki, Sheffield, Stockholm, Virginia and SPring8
Industrialization of EM
(install on syncrotron hall floor)
Installation: 8/5-5/6 (2015)
External users: Monday 29/6
Publications in Cell & Nat.
Comms within first ½ year
Heavy oversubscription and v.
high industrial interest
The democratization of cryo-EM –
Nat Methods,2016, Stuart,
Subramaniam, Abrescia 20
The eBIC ‘hall’ in the new building to accommodate 4 Krios
microscopes
In addition to Krios I and II, Talos and Scios machines are now
operational
Two further Krios microscopes ordered, installation 2016 and 2017.
Recruitment is underway – challenging in the present EM feeding
frenzy
Time critical, first-pass processing
 Microscopes are expensive
◦ ~£2-5M to buy + £1M p.a. to run
 Immense shortage of expert staff time
 Not all samples give good images
◦ Bad samples, problems with optics
◦ Need to detect quickly
◦ First-pass processing is a CTF
◦ Process ~50GB images, results back in 30s
 Collected in Oxford, processed in Harwell!
New fibres within WTCHG
16FOM4
16FOM4
16F OM4
16F OM4
8FOM4
8FOM4
IT2 CommsIT1 Comms
OPIC
Comms
Containment Lab.
Open
Lab.
STRUBI Servers
8FOM3
16FOM3
Cluster
Room
New network within WTCHG
2xMM10g
2xMM10g
2x MM 10g
Each microscope 1x MM 10g
1xMM10g
Firewall
1xMM10g
Universit
y
network
The Oxford University Network
CORCCMUS
CINDCROQ
40Gbit/s
links
WTCHG
FroDo
TVN PoPs
40Gbit/s links:
10Gbit/s to .well.ox
10Gbit/s to .strubi.ox
10Gbit/s
links
10Gbit/s
links
Thanks to...
 The WTCHG ResComp Core
◦ Jon Diprose and Colin Freeman’s left leg
 STRUBI and OPIC Microscopy Staff
◦ esp. Juha Huiskonen and Abhay Kotecha
 Staff at Diamond Light Source and eBIC
◦ David Stuart, Alistair Siebert, …
 All of you for your attention!

More Related Content

What's hot

Public proteomics data: a (mostly unexploited) gold mine for computational re...
Public proteomics data: a (mostly unexploited) gold mine for computational re...Public proteomics data: a (mostly unexploited) gold mine for computational re...
Public proteomics data: a (mostly unexploited) gold mine for computational re...Juan Antonio Vizcaino
 
From data portal to knowledge portal: Leveraging semantic technologies to sup...
From data portal to knowledge portal: Leveraging semantic technologies to sup...From data portal to knowledge portal: Leveraging semantic technologies to sup...
From data portal to knowledge portal: Leveraging semantic technologies to sup...Xiaogang (Marshall) Ma
 
Museum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themMuseum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themRoss Mounce
 
Open Access to Science: a practical Institutional Repository perspective
Open Access to Science: a practical Institutional Repository perspectiveOpen Access to Science: a practical Institutional Repository perspective
Open Access to Science: a practical Institutional Repository perspectivecalsi
 
What is DataCite-screenshots
What is DataCite-screenshotsWhat is DataCite-screenshots
What is DataCite-screenshotsdatacite
 
2010 Nalis Presentation1
2010 Nalis Presentation12010 Nalis Presentation1
2010 Nalis Presentation1Richard Ovenden
 
The research infrastructure perspective, Dieter Van Uytvanck, CLARIN
The research infrastructure perspective, Dieter Van Uytvanck, CLARINThe research infrastructure perspective, Dieter Van Uytvanck, CLARIN
The research infrastructure perspective, Dieter Van Uytvanck, CLARINLIBER Europe
 
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Ross Mounce
 
2010 nalis presentation1
2010 nalis presentation12010 nalis presentation1
2010 nalis presentation1Richard Ovenden
 
20080903arsenalsofnemesis 04
20080903arsenalsofnemesis 0420080903arsenalsofnemesis 04
20080903arsenalsofnemesis 04Richard Ovenden
 
Managing the Collective Collection
Managing the Collective CollectionManaging the Collective Collection
Managing the Collective CollectionRichard Ovenden
 
Ancient History of the UK Web
Ancient History of the UK WebAncient History of the UK Web
Ancient History of the UK WebScott A. Hale
 
CLOCKSS archive - Preserving our digital heritage - The community taking control
CLOCKSS archive - Preserving our digital heritage - The community taking controlCLOCKSS archive - Preserving our digital heritage - The community taking control
CLOCKSS archive - Preserving our digital heritage - The community taking controlEDINA, University of Edinburgh
 

What's hot (17)

Public proteomics data: a (mostly unexploited) gold mine for computational re...
Public proteomics data: a (mostly unexploited) gold mine for computational re...Public proteomics data: a (mostly unexploited) gold mine for computational re...
Public proteomics data: a (mostly unexploited) gold mine for computational re...
 
From data portal to knowledge portal: Leveraging semantic technologies to sup...
From data portal to knowledge portal: Leveraging semantic technologies to sup...From data portal to knowledge portal: Leveraging semantic technologies to sup...
From data portal to knowledge portal: Leveraging semantic technologies to sup...
 
Museum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on themMuseum impact: linking-up specimens with research published on them
Museum impact: linking-up specimens with research published on them
 
Pipe dreams
Pipe dreamsPipe dreams
Pipe dreams
 
Open Access to Science: a practical Institutional Repository perspective
Open Access to Science: a practical Institutional Repository perspectiveOpen Access to Science: a practical Institutional Repository perspective
Open Access to Science: a practical Institutional Repository perspective
 
What is DataCite-screenshots
What is DataCite-screenshotsWhat is DataCite-screenshots
What is DataCite-screenshots
 
2010 Nalis Presentation1
2010 Nalis Presentation12010 Nalis Presentation1
2010 Nalis Presentation1
 
The research infrastructure perspective, Dieter Van Uytvanck, CLARIN
The research infrastructure perspective, Dieter Van Uytvanck, CLARINThe research infrastructure perspective, Dieter Van Uytvanck, CLARIN
The research infrastructure perspective, Dieter Van Uytvanck, CLARIN
 
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
Specimen-level mining: bringing knowledge back 'home' to the Natural History ...
 
2010 nalis presentation1
2010 nalis presentation12010 nalis presentation1
2010 nalis presentation1
 
20080903arsenalsofnemesis 04
20080903arsenalsofnemesis 0420080903arsenalsofnemesis 04
20080903arsenalsofnemesis 04
 
Managing the Collective Collection
Managing the Collective CollectionManaging the Collective Collection
Managing the Collective Collection
 
E-ARK: Open Data Mining for Government Archives
E-ARK: Open Data Mining for Government ArchivesE-ARK: Open Data Mining for Government Archives
E-ARK: Open Data Mining for Government Archives
 
Ancient History of the UK Web
Ancient History of the UK WebAncient History of the UK Web
Ancient History of the UK Web
 
CLOCKSS archive - Preserving our digital heritage - The community taking control
CLOCKSS archive - Preserving our digital heritage - The community taking controlCLOCKSS archive - Preserving our digital heritage - The community taking control
CLOCKSS archive - Preserving our digital heritage - The community taking control
 
The aDORe Federation Architecture
The aDORe Federation ArchitectureThe aDORe Federation Architecture
The aDORe Federation Architecture
 
Cornell 2011 05-13
Cornell 2011 05-13Cornell 2011 05-13
Cornell 2011 05-13
 

Viewers also liked

110G networking within JASMIN
110G networking within JASMIN110G networking within JASMIN
110G networking within JASMINJisc
 
Challenges in end-to-end performance
Challenges in end-to-end performanceChallenges in end-to-end performance
Challenges in end-to-end performanceJisc
 
Archiving data from Durham to RAL using the File Transfer Service (FTS)
Archiving data from Durham to RAL using the File Transfer Service (FTS)Archiving data from Durham to RAL using the File Transfer Service (FTS)
Archiving data from Durham to RAL using the File Transfer Service (FTS)Jisc
 
Provisioning Janet
Provisioning JanetProvisioning Janet
Provisioning JanetJisc
 
Enabling efficient movement of data into & out of a high-performance analysis...
Enabling efficient movement of data into & out of a high-performance analysis...Enabling efficient movement of data into & out of a high-performance analysis...
Enabling efficient movement of data into & out of a high-performance analysis...Jisc
 
Solving Network Throughput Problems at the Diamond Light Source
Solving Network Throughput Problems at the Diamond Light SourceSolving Network Throughput Problems at the Diamond Light Source
Solving Network Throughput Problems at the Diamond Light SourceJisc
 
Science DMZ
Science DMZScience DMZ
Science DMZJisc
 
Science DMZ at Imperial
Science DMZ at ImperialScience DMZ at Imperial
Science DMZ at ImperialJisc
 
The Science DMZ
The Science DMZThe Science DMZ
The Science DMZJisc
 
Science DMZ security
Science DMZ securityScience DMZ security
Science DMZ securityJisc
 
Ngs workshop passarelli-mapping-1
Ngs workshop passarelli-mapping-1Ngs workshop passarelli-mapping-1
Ngs workshop passarelli-mapping-1Shaojun Xie
 
Molecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaMolecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaBorlaug Global Rust Initiative
 
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...Lex Nederbragt
 
Studying the microbiome
Studying the microbiomeStudying the microbiome
Studying the microbiomeMick Watson
 
140127 abrf interlaboratory study proposal
140127 abrf interlaboratory study proposal140127 abrf interlaboratory study proposal
140127 abrf interlaboratory study proposalGenomeInABottle
 
Next-Generation Sequencing Commercial Milestones Infographic
Next-Generation Sequencing Commercial Milestones InfographicNext-Generation Sequencing Commercial Milestones Infographic
Next-Generation Sequencing Commercial Milestones InfographicQIAGEN
 
Sequencing, Genome Assembly and the SGN Platform
Sequencing, Genome Assembly and the SGN PlatformSequencing, Genome Assembly and the SGN Platform
Sequencing, Genome Assembly and the SGN PlatformSurya Saha
 
Phylogenomic methods for comparative evolutionary biology - University Colleg...
Phylogenomic methods for comparative evolutionary biology - University Colleg...Phylogenomic methods for comparative evolutionary biology - University Colleg...
Phylogenomic methods for comparative evolutionary biology - University Colleg...Joe Parker
 
Ngs microbiome
Ngs microbiomeNgs microbiome
Ngs microbiomejukais
 
Aug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansAug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansGenomeInABottle
 

Viewers also liked (20)

110G networking within JASMIN
110G networking within JASMIN110G networking within JASMIN
110G networking within JASMIN
 
Challenges in end-to-end performance
Challenges in end-to-end performanceChallenges in end-to-end performance
Challenges in end-to-end performance
 
Archiving data from Durham to RAL using the File Transfer Service (FTS)
Archiving data from Durham to RAL using the File Transfer Service (FTS)Archiving data from Durham to RAL using the File Transfer Service (FTS)
Archiving data from Durham to RAL using the File Transfer Service (FTS)
 
Provisioning Janet
Provisioning JanetProvisioning Janet
Provisioning Janet
 
Enabling efficient movement of data into & out of a high-performance analysis...
Enabling efficient movement of data into & out of a high-performance analysis...Enabling efficient movement of data into & out of a high-performance analysis...
Enabling efficient movement of data into & out of a high-performance analysis...
 
Solving Network Throughput Problems at the Diamond Light Source
Solving Network Throughput Problems at the Diamond Light SourceSolving Network Throughput Problems at the Diamond Light Source
Solving Network Throughput Problems at the Diamond Light Source
 
Science DMZ
Science DMZScience DMZ
Science DMZ
 
Science DMZ at Imperial
Science DMZ at ImperialScience DMZ at Imperial
Science DMZ at Imperial
 
The Science DMZ
The Science DMZThe Science DMZ
The Science DMZ
 
Science DMZ security
Science DMZ securityScience DMZ security
Science DMZ security
 
Ngs workshop passarelli-mapping-1
Ngs workshop passarelli-mapping-1Ngs workshop passarelli-mapping-1
Ngs workshop passarelli-mapping-1
 
Molecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western CanadaMolecular characterization of Pst isolates from Western Canada
Molecular characterization of Pst isolates from Western Canada
 
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
New High Throughput Sequencing technologies at the Norwegian Sequencing Centr...
 
Studying the microbiome
Studying the microbiomeStudying the microbiome
Studying the microbiome
 
140127 abrf interlaboratory study proposal
140127 abrf interlaboratory study proposal140127 abrf interlaboratory study proposal
140127 abrf interlaboratory study proposal
 
Next-Generation Sequencing Commercial Milestones Infographic
Next-Generation Sequencing Commercial Milestones InfographicNext-Generation Sequencing Commercial Milestones Infographic
Next-Generation Sequencing Commercial Milestones Infographic
 
Sequencing, Genome Assembly and the SGN Platform
Sequencing, Genome Assembly and the SGN PlatformSequencing, Genome Assembly and the SGN Platform
Sequencing, Genome Assembly and the SGN Platform
 
Phylogenomic methods for comparative evolutionary biology - University Colleg...
Phylogenomic methods for comparative evolutionary biology - University Colleg...Phylogenomic methods for comparative evolutionary biology - University Colleg...
Phylogenomic methods for comparative evolutionary biology - University Colleg...
 
Ngs microbiome
Ngs microbiomeNgs microbiome
Ngs microbiome
 
Aug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansAug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plans
 

Similar to Electron Microscopy Between OPIC, Oxford and eBIC

Quantum Technology Innovation Network: Cryogenic Electronics
Quantum Technology Innovation Network: Cryogenic ElectronicsQuantum Technology Innovation Network: Cryogenic Electronics
Quantum Technology Innovation Network: Cryogenic ElectronicsKTN
 
Next Generation Sequencing - An Overview
Next Generation Sequencing - An OverviewNext Generation Sequencing - An Overview
Next Generation Sequencing - An OverviewEdizonJambormias2
 
Science Demonstrator Session: Life and Materials Sciences
Science Demonstrator Session: Life and Materials SciencesScience Demonstrator Session: Life and Materials Sciences
Science Demonstrator Session: Life and Materials SciencesEOSCpilot .eu
 
Managing Genomics Data at the Sanger Institute
Managing Genomics Data at the Sanger InstituteManaging Genomics Data at the Sanger Institute
Managing Genomics Data at the Sanger Instituteinside-BigData.com
 
Tentative steps in mining UK theses
Tentative steps in mining UK thesesTentative steps in mining UK theses
Tentative steps in mining UK thesesopenminted_eu
 
Professor Bill Lee, Imperial College - Diversification in Advanced Ceramics
Professor Bill Lee, Imperial College - Diversification in Advanced CeramicsProfessor Bill Lee, Imperial College - Diversification in Advanced Ceramics
Professor Bill Lee, Imperial College - Diversification in Advanced CeramicsCeramics 2011
 
New Directions in Structural Biology at Diamond
New Directions in Structural Biology at DiamondNew Directions in Structural Biology at Diamond
New Directions in Structural Biology at Diamondwarwick_amr
 
Research Computing Storage at the Francis Crick Institute
Research Computing Storage at the Francis Crick InstituteResearch Computing Storage at the Francis Crick Institute
Research Computing Storage at the Francis Crick Instituteinside-BigData.com
 
GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingRicard de la Vega
 
Presenting the EOSCpilot Science Demonstrators
Presenting the EOSCpilot Science DemonstratorsPresenting the EOSCpilot Science Demonstrators
Presenting the EOSCpilot Science DemonstratorsEOSCpilot .eu
 
Design phase kick-off event and Ceremony
Design phase kick-off event and CeremonyDesign phase kick-off event and Ceremony
Design phase kick-off event and CeremonyArchiver
 
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurement
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurementCD Sept 2015 (Tarmac) – UCL radar based precision point distance measurement
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurementComit Projects Ltd
 
ETE444-lec1-nano-introduction.ppt
ETE444-lec1-nano-introduction.pptETE444-lec1-nano-introduction.ppt
ETE444-lec1-nano-introduction.pptmashiur
 
Programme of the 2nd Annual IEEE UK & Ireland RAS Conference
Programme of the 2nd Annual IEEE UK & Ireland RAS ConferenceProgramme of the 2nd Annual IEEE UK & Ireland RAS Conference
Programme of the 2nd Annual IEEE UK & Ireland RAS ConferenceHongmei He
 
Lamps fazia silicon-detectors_20200827_phil_yoon
Lamps fazia silicon-detectors_20200827_phil_yoonLamps fazia silicon-detectors_20200827_phil_yoon
Lamps fazia silicon-detectors_20200827_phil_yoonpy153
 
Danis biosystematics2011
Danis biosystematics2011Danis biosystematics2011
Danis biosystematics2011Bruno Danis
 
ETE444-lec1-nano-introduction.pdf
ETE444-lec1-nano-introduction.pdfETE444-lec1-nano-introduction.pdf
ETE444-lec1-nano-introduction.pdfmashiur
 
Globus in European Life Science
Globus in European Life ScienceGlobus in European Life Science
Globus in European Life ScienceGlobus
 

Similar to Electron Microscopy Between OPIC, Oxford and eBIC (20)

Quantum Technology Innovation Network: Cryogenic Electronics
Quantum Technology Innovation Network: Cryogenic ElectronicsQuantum Technology Innovation Network: Cryogenic Electronics
Quantum Technology Innovation Network: Cryogenic Electronics
 
Next Generation Sequencing - An Overview
Next Generation Sequencing - An OverviewNext Generation Sequencing - An Overview
Next Generation Sequencing - An Overview
 
Science Demonstrator Session: Life and Materials Sciences
Science Demonstrator Session: Life and Materials SciencesScience Demonstrator Session: Life and Materials Sciences
Science Demonstrator Session: Life and Materials Sciences
 
Managing Genomics Data at the Sanger Institute
Managing Genomics Data at the Sanger InstituteManaging Genomics Data at the Sanger Institute
Managing Genomics Data at the Sanger Institute
 
ngs.pptx
ngs.pptxngs.pptx
ngs.pptx
 
Tentative steps in mining UK theses
Tentative steps in mining UK thesesTentative steps in mining UK theses
Tentative steps in mining UK theses
 
Professor Bill Lee, Imperial College - Diversification in Advanced Ceramics
Professor Bill Lee, Imperial College - Diversification in Advanced CeramicsProfessor Bill Lee, Imperial College - Diversification in Advanced Ceramics
Professor Bill Lee, Imperial College - Diversification in Advanced Ceramics
 
New Directions in Structural Biology at Diamond
New Directions in Structural Biology at DiamondNew Directions in Structural Biology at Diamond
New Directions in Structural Biology at Diamond
 
Research Computing Storage at the Francis Crick Institute
Research Computing Storage at the Francis Crick InstituteResearch Computing Storage at the Francis Crick Institute
Research Computing Storage at the Francis Crick Institute
 
GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories Meeting
 
Presenting the EOSCpilot Science Demonstrators
Presenting the EOSCpilot Science DemonstratorsPresenting the EOSCpilot Science Demonstrators
Presenting the EOSCpilot Science Demonstrators
 
Design phase kick-off event and Ceremony
Design phase kick-off event and CeremonyDesign phase kick-off event and Ceremony
Design phase kick-off event and Ceremony
 
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurement
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurementCD Sept 2015 (Tarmac) – UCL radar based precision point distance measurement
CD Sept 2015 (Tarmac) – UCL radar based precision point distance measurement
 
ETE444-lec1-nano-introduction.ppt
ETE444-lec1-nano-introduction.pptETE444-lec1-nano-introduction.ppt
ETE444-lec1-nano-introduction.ppt
 
Programme of the 2nd Annual IEEE UK & Ireland RAS Conference
Programme of the 2nd Annual IEEE UK & Ireland RAS ConferenceProgramme of the 2nd Annual IEEE UK & Ireland RAS Conference
Programme of the 2nd Annual IEEE UK & Ireland RAS Conference
 
Cern general information
Cern general informationCern general information
Cern general information
 
Lamps fazia silicon-detectors_20200827_phil_yoon
Lamps fazia silicon-detectors_20200827_phil_yoonLamps fazia silicon-detectors_20200827_phil_yoon
Lamps fazia silicon-detectors_20200827_phil_yoon
 
Danis biosystematics2011
Danis biosystematics2011Danis biosystematics2011
Danis biosystematics2011
 
ETE444-lec1-nano-introduction.pdf
ETE444-lec1-nano-introduction.pdfETE444-lec1-nano-introduction.pdf
ETE444-lec1-nano-introduction.pdf
 
Globus in European Life Science
Globus in European Life ScienceGlobus in European Life Science
Globus in European Life Science
 

More from Jisc

Jisc's value to HE: the University of Sheffield
Jisc's value to HE: the University of SheffieldJisc's value to HE: the University of Sheffield
Jisc's value to HE: the University of SheffieldJisc
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxJisc
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jisc
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxJisc
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Jisc
 
Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Jisc
 
International students’ digital experience: understanding and mitigating the ...
International students’ digital experience: understanding and mitigating the ...International students’ digital experience: understanding and mitigating the ...
International students’ digital experience: understanding and mitigating the ...Jisc
 
Digital Storytelling Community Launch!.pptx
Digital Storytelling Community Launch!.pptxDigital Storytelling Community Launch!.pptx
Digital Storytelling Community Launch!.pptxJisc
 
Open Access book publishing understanding your options (1).pptx
Open Access book publishing understanding your options (1).pptxOpen Access book publishing understanding your options (1).pptx
Open Access book publishing understanding your options (1).pptxJisc
 
Scottish Universities Press supporting authors with requirements for open acc...
Scottish Universities Press supporting authors with requirements for open acc...Scottish Universities Press supporting authors with requirements for open acc...
Scottish Universities Press supporting authors with requirements for open acc...Jisc
 
How Bloomsbury is supporting authors with UKRI long-form open access requirem...
How Bloomsbury is supporting authors with UKRI long-form open access requirem...How Bloomsbury is supporting authors with UKRI long-form open access requirem...
How Bloomsbury is supporting authors with UKRI long-form open access requirem...Jisc
 
Jisc Northern Ireland Strategy Forum 2023
Jisc Northern Ireland Strategy Forum 2023Jisc Northern Ireland Strategy Forum 2023
Jisc Northern Ireland Strategy Forum 2023Jisc
 
Jisc Scotland Strategy Forum 2023
Jisc Scotland Strategy Forum 2023Jisc Scotland Strategy Forum 2023
Jisc Scotland Strategy Forum 2023Jisc
 
Jisc stakeholder strategic update 2023
Jisc stakeholder strategic update 2023Jisc stakeholder strategic update 2023
Jisc stakeholder strategic update 2023Jisc
 
JISC Presentation.pptx
JISC Presentation.pptxJISC Presentation.pptx
JISC Presentation.pptxJisc
 
Community-led Open Access Publishing webinar.pptx
Community-led Open Access Publishing webinar.pptxCommunity-led Open Access Publishing webinar.pptx
Community-led Open Access Publishing webinar.pptxJisc
 
The Open Access Community Framework (OACF) 2023 (1).pptx
The Open Access Community Framework (OACF) 2023 (1).pptxThe Open Access Community Framework (OACF) 2023 (1).pptx
The Open Access Community Framework (OACF) 2023 (1).pptxJisc
 
Are we onboard yet University of Sussex.pptx
Are we onboard yet University of Sussex.pptxAre we onboard yet University of Sussex.pptx
Are we onboard yet University of Sussex.pptxJisc
 
JiscOAWeek_LAIR_slides_October2023.pptx
JiscOAWeek_LAIR_slides_October2023.pptxJiscOAWeek_LAIR_slides_October2023.pptx
JiscOAWeek_LAIR_slides_October2023.pptxJisc
 
UWP OA Week Presentation (1).pptx
UWP OA Week Presentation (1).pptxUWP OA Week Presentation (1).pptx
UWP OA Week Presentation (1).pptxJisc
 

More from Jisc (20)

Jisc's value to HE: the University of Sheffield
Jisc's value to HE: the University of SheffieldJisc's value to HE: the University of Sheffield
Jisc's value to HE: the University of Sheffield
 
Towards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptxTowards a code of practice for AI in AT.pptx
Towards a code of practice for AI in AT.pptx
 
Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)Jamworks pilot and AI at Jisc (20/03/2024)
Jamworks pilot and AI at Jisc (20/03/2024)
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptx
 
Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)Accessible Digital Futures project (20/03/2024)
Accessible Digital Futures project (20/03/2024)
 
Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...Procuring digital preservation CAN be quick and painless with our new dynamic...
Procuring digital preservation CAN be quick and painless with our new dynamic...
 
International students’ digital experience: understanding and mitigating the ...
International students’ digital experience: understanding and mitigating the ...International students’ digital experience: understanding and mitigating the ...
International students’ digital experience: understanding and mitigating the ...
 
Digital Storytelling Community Launch!.pptx
Digital Storytelling Community Launch!.pptxDigital Storytelling Community Launch!.pptx
Digital Storytelling Community Launch!.pptx
 
Open Access book publishing understanding your options (1).pptx
Open Access book publishing understanding your options (1).pptxOpen Access book publishing understanding your options (1).pptx
Open Access book publishing understanding your options (1).pptx
 
Scottish Universities Press supporting authors with requirements for open acc...
Scottish Universities Press supporting authors with requirements for open acc...Scottish Universities Press supporting authors with requirements for open acc...
Scottish Universities Press supporting authors with requirements for open acc...
 
How Bloomsbury is supporting authors with UKRI long-form open access requirem...
How Bloomsbury is supporting authors with UKRI long-form open access requirem...How Bloomsbury is supporting authors with UKRI long-form open access requirem...
How Bloomsbury is supporting authors with UKRI long-form open access requirem...
 
Jisc Northern Ireland Strategy Forum 2023
Jisc Northern Ireland Strategy Forum 2023Jisc Northern Ireland Strategy Forum 2023
Jisc Northern Ireland Strategy Forum 2023
 
Jisc Scotland Strategy Forum 2023
Jisc Scotland Strategy Forum 2023Jisc Scotland Strategy Forum 2023
Jisc Scotland Strategy Forum 2023
 
Jisc stakeholder strategic update 2023
Jisc stakeholder strategic update 2023Jisc stakeholder strategic update 2023
Jisc stakeholder strategic update 2023
 
JISC Presentation.pptx
JISC Presentation.pptxJISC Presentation.pptx
JISC Presentation.pptx
 
Community-led Open Access Publishing webinar.pptx
Community-led Open Access Publishing webinar.pptxCommunity-led Open Access Publishing webinar.pptx
Community-led Open Access Publishing webinar.pptx
 
The Open Access Community Framework (OACF) 2023 (1).pptx
The Open Access Community Framework (OACF) 2023 (1).pptxThe Open Access Community Framework (OACF) 2023 (1).pptx
The Open Access Community Framework (OACF) 2023 (1).pptx
 
Are we onboard yet University of Sussex.pptx
Are we onboard yet University of Sussex.pptxAre we onboard yet University of Sussex.pptx
Are we onboard yet University of Sussex.pptx
 
JiscOAWeek_LAIR_slides_October2023.pptx
JiscOAWeek_LAIR_slides_October2023.pptxJiscOAWeek_LAIR_slides_October2023.pptx
JiscOAWeek_LAIR_slides_October2023.pptx
 
UWP OA Week Presentation (1).pptx
UWP OA Week Presentation (1).pptxUWP OA Week Presentation (1).pptx
UWP OA Week Presentation (1).pptx
 

Recently uploaded

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....rightmanforbloodline
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation ComputingQuantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation ComputingWSO2
 
API Governance and Monetization - The evolution of API governance
API Governance and Monetization -  The evolution of API governanceAPI Governance and Monetization -  The evolution of API governance
API Governance and Monetization - The evolution of API governanceWSO2
 
JohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard37
 
Simplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptxSimplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptxMarkSteadman7
 
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data PlatformLess Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data PlatformWSO2
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontologyjohnbeverley2021
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAnitaRaj43
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxRustici Software
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Zilliz
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyKhushali Kathiriya
 
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 

Recently uploaded (20)

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
TEST BANK For Principles of Anatomy and Physiology, 16th Edition by Gerard J....
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Quantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation ComputingQuantum Leap in Next-Generation Computing
Quantum Leap in Next-Generation Computing
 
API Governance and Monetization - The evolution of API governance
API Governance and Monetization -  The evolution of API governanceAPI Governance and Monetization -  The evolution of API governance
API Governance and Monetization - The evolution of API governance
 
JohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptxJohnPollard-hybrid-app-RailsConf2024.pptx
JohnPollard-hybrid-app-RailsConf2024.pptx
 
Simplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptxSimplifying Mobile A11y Presentation.pptx
Simplifying Mobile A11y Presentation.pptx
 
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data PlatformLess Is More: Utilizing Ballerina to Architect a Cloud Data Platform
Less Is More: Utilizing Ballerina to Architect a Cloud Data Platform
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Six Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal OntologySix Myths about Ontologies: The Basics of Formal Ontology
Six Myths about Ontologies: The Basics of Formal Ontology
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
WSO2 Micro Integrator for Enterprise Integration in a Decentralized, Microser...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 

Electron Microscopy Between OPIC, Oxford and eBIC

  • 1. Robert Esnouf, Campus network engineering workshop 19/10/2016 Electron Microscopy Between OPIC, Oxford and eBIC
  • 2. Electron Microscopy Between OPIC, Oxford and eBIC, Harwell Robert Esnouf (robert@well.ox.ac.uk), Head of Research Computing Core, Wellcome Trust Centre for Human Genetics, Old Road Campus, University of Oxford Campus Network Engineering for Data-Intensive Science, London, 19 October 2016
  • 3. Overview of talk  The Wellcome Trust Centre for Human Genetics: science & facilities  Why is electron microscopy such hot science  OPIC and eBIC  Networking challenges of OPIC/eBIC model
  • 4. The Old Road Campus, University of Oxford  One of Europe’s largest biomedical research campuses ◦ In east Oxford near John Radcliffe, Churchill, Nuffield Orthopaedic & Warneford Hospitals ◦ First building (HWBGM) opened 1999 ◦ Already ~2000 researchers, space to double…
  • 5. The Wellcome Trust Centre for Human Genetics  A department of the University of Oxford ◦ Founded in 1994 with core support from the WT ◦ Moved to new building in 1999 – Henry Wellcome Building for Genomic Medicine on the Old Road Campus
  • 6. The Wellcome Trust Centre for Human Genetics  About 500 researchers ◦ “to advance the understanding of genetically- related conditions through multi-disciplinary research” ◦ Sequencing, statistical genetics, disease- focused research (diabetes, obesity, heart disease, malaria), optical microscopy, MRI, functional genetics, crystallography & electron microscopy (STRUBI & OPIC)
  • 7. WTCHG Research Computing Core  ResComp Core is squeezed in a tiny room ◦ 4120 compute cores, 4.2PB raw GPFS storage, 3.9PB other (archive) storage; FDR InfiniBand ◦ 2.2 FTE to manage (me, Jon, and 20% Colin Freeman)  In 2015, the ResComp Core delivered: ◦ Compute to 303 users (150 active) from 32 groups ◦ 2,640 cores of the main cluster delivered 55.5 billion seconds (1,761 years) of CPU time ◦ 27 different users from 12 different research groups each used >20 years of CPU time
  • 8. ResComp hardware environment Home devised but PUE measured at 1.32
  • 9. Sequencing facilities  WTCHG Oxford Genomics Centre ◦ Illumina systems: HiSeq 2500, HiSeq 4000, MiSeq ◦ IonTorrent, genotyping (Solexa?) ◦ Evaluating long-read technologies (have MinION)  Mixture of WGS, exome sequencing, RNA-seq, single-cell work, custom sequencing  Approximately 1000 genomes per year  2PB base call files  100TB BAMs
  • 10.  ONT MinION  ONT PromethION  Other systems (PacBio) Long-read sequencing technologies
  • 11. Processing ONT long-read sequencing  Processing from MinION readers ◦ Each pore produces file of 100-100,000 base calls. ◦ Many small files produced, modest data volume  What about PromethION (up to 48 flow cells)? ◦ Up to 80GB/hour  3.8TB in 2 days/flow cell ◦ Average 200kB files  400,000 files/hour/flow cell Frightening headline numbers Each 2-day run could generate: 182.4TB of FAST5 files @ 8.5Gbit/s 921.6 million 100kB-1MB files Require 960 cores to process
  • 13. Oxford Particle Imaging Centre (OPIC)  An EM facility unique in Europe ◦ Biosafety containment suite (ACDP3/DEFRA4) ◦ FEI Tecnai Polara EM with Gatan K2 detector ◦ Can be accessed by UK researchers (20% eBIC)  Second EM in normal containment  400fps movies “flattened” to images (>1TB/day)
  • 14. Single particle structures by EM (relion)  Images are translucent like hospital X- rays  Computation & memory intense process ◦ Correct for drift and shake, detect particles ◦ Extract particle images (2TB  50-100GB) ◦ 2D classification of particle projections ◦ 3D classification of particle ◦ 3D refinement of structural model(s)  Particle covered by a pixel box ◦ Cubic dependence of memory on box size ◦ 400-box (picornavirus) requires 300GB
  • 15.
  • 16. Net result - example from FMDV EM & X-ray structures (12h data collection for EM) X-ray 2.6Å EM 3.3Å
  • 18. 18 eBIC: the Electron Bio-Imaging Centre Diamond Light Source, Harwell Science and Innovation Campus
  • 19. Data collection statistics Number of unique groups Allocated time *14 groups from Cambridge, 10 groups from Oxford, 6 groups from Birkbeck, 5 groups from Imperial, 4 groups from Manchester and Bilbao, 3 groups from Leeds, 2 groups from Edinburgh, the Crick and Dundee, 1 Group from Diamond, Warwick, Madrid, Bristol, Leicester, Helsinki, Sheffield, Stockholm, Virginia and SPring8
  • 20. Industrialization of EM (install on syncrotron hall floor) Installation: 8/5-5/6 (2015) External users: Monday 29/6 Publications in Cell & Nat. Comms within first ½ year Heavy oversubscription and v. high industrial interest The democratization of cryo-EM – Nat Methods,2016, Stuart, Subramaniam, Abrescia 20
  • 21. The eBIC ‘hall’ in the new building to accommodate 4 Krios microscopes In addition to Krios I and II, Talos and Scios machines are now operational Two further Krios microscopes ordered, installation 2016 and 2017. Recruitment is underway – challenging in the present EM feeding frenzy
  • 22. Time critical, first-pass processing  Microscopes are expensive ◦ ~£2-5M to buy + £1M p.a. to run  Immense shortage of expert staff time  Not all samples give good images ◦ Bad samples, problems with optics ◦ Need to detect quickly ◦ First-pass processing is a CTF ◦ Process ~50GB images, results back in 30s  Collected in Oxford, processed in Harwell!
  • 23. New fibres within WTCHG 16FOM4 16FOM4 16F OM4 16F OM4 8FOM4 8FOM4 IT2 CommsIT1 Comms OPIC Comms Containment Lab. Open Lab. STRUBI Servers 8FOM3 16FOM3 Cluster Room
  • 24. New network within WTCHG 2xMM10g 2xMM10g 2x MM 10g Each microscope 1x MM 10g 1xMM10g Firewall 1xMM10g Universit y network
  • 25. The Oxford University Network CORCCMUS CINDCROQ 40Gbit/s links WTCHG FroDo TVN PoPs 40Gbit/s links: 10Gbit/s to .well.ox 10Gbit/s to .strubi.ox 10Gbit/s links 10Gbit/s links
  • 26. Thanks to...  The WTCHG ResComp Core ◦ Jon Diprose and Colin Freeman’s left leg  STRUBI and OPIC Microscopy Staff ◦ esp. Juha Huiskonen and Abhay Kotecha  Staff at Diamond Light Source and eBIC ◦ David Stuart, Alistair Siebert, …  All of you for your attention!