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Robert Esnouf, Campus network engineering workshop 19/10/2016 Electron Microscopy Between OPIC, Oxford and eBIC

Electron Microscopy Between OPIC, Oxford and eBIC

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Page 1: Electron Microscopy Between OPIC, Oxford and eBIC

Robert Esnouf, Campus network engineering workshop19/10/2016 Electron Microscopy Between OPIC, Oxford

and eBIC

Page 2: Electron Microscopy Between OPIC, Oxford and eBIC

Electron Microscopy Between OPIC, Oxford and eBIC, Harwell

Robert Esnouf ([email protected]),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

Page 3: Electron Microscopy Between OPIC, Oxford and eBIC

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

Page 4: Electron Microscopy Between OPIC, Oxford and eBIC

The Old Road Campus, University of OxfordOne 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, spaceto double…

Page 5: Electron Microscopy Between OPIC, Oxford and eBIC

The Wellcome Trust Centre for Human GeneticsA 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

Page 6: Electron Microscopy Between OPIC, Oxford and eBIC

The Wellcome Trust Centre for Human GeneticsAbout 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)

Page 7: Electron Microscopy Between OPIC, Oxford and eBIC

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

Page 8: Electron Microscopy Between OPIC, Oxford and eBIC

ResComp hardware environment

Home devised butPUE measured at 1.32

Page 9: Electron Microscopy Between OPIC, Oxford and eBIC

Sequencing facilitiesWTCHG 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 sequencingApproximately 1000 genomes per year2PB base call files 100TB BAMs (FASTQ

more like 200TB) per year

Page 10: Electron Microscopy Between OPIC, Oxford and eBIC

ONT MinION

ONT PromethION

Other systems (PacBio)

Long-read sequencing technologies

Page 11: Electron Microscopy Between OPIC, Oxford and eBIC

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 numbersEach 2-day run could generate:182.4TB of FAST5 files @ 8.5Gbit/s921.6 million 100kB-1MB filesRequire 960 cores to process data

Page 12: Electron Microscopy Between OPIC, Oxford and eBIC

...but something seismichappened in 2014 ...

Page 13: Electron Microscopy Between OPIC, Oxford and eBIC

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

containment400fps movies “flattened”

to images (>1TB/day)At least 2.2Å resolution

Page 14: Electron Microscopy Between OPIC, Oxford and eBIC

Single particle structures by EM (relion)Images are translucent like hospital X-raysComputation & 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 memory

Page 15: Electron Microscopy Between OPIC, Oxford and eBIC
Page 16: Electron Microscopy Between OPIC, Oxford and eBIC

Net result - example from FMDV EM & X-ray structures (12h data collection for EM)

X-ray 2.6Å

EM 3.3Å

Page 17: Electron Microscopy Between OPIC, Oxford and eBIC

end May 2016

Page 18: Electron Microscopy Between OPIC, Oxford and eBIC

18

eBIC: the Electron Bio-Imaging CentreDiamond Light Source, Harwell Science and Innovation Campus

Page 19: Electron Microscopy Between OPIC, Oxford and eBIC

Data collection statisticsNumber 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

Page 20: Electron Microscopy Between OPIC, Oxford and eBIC

Industrialization of EM(install on syncrotron hall floor)Installation: 8/5-5/6 (2015)External users: Monday 29/6Publications in Cell & Nat. Comms within first ½ yearHeavy oversubscription and v. high industrial interestThe democratization of cryo-EM – Nat Methods,2016, Stuart, Subramaniam, Abrescia

20

Page 21: Electron Microscopy Between OPIC, Oxford and eBIC

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

User programme is developing, the first BAGs are now in-place and being tested as a way of optimising use.

Page 22: Electron Microscopy Between OPIC, Oxford and eBIC

Time critical, first-pass processingMicroscopes are expensive

◦~£2-5M to buy + £1M p.a. to runImmense shortage of expert staff timeNot 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!

Page 23: Electron Microscopy Between OPIC, Oxford and eBIC

New fibres within WTCHG

16F OM4

16F OM4

16F OM416F OM4

8F OM4

8F OM4

IT2 CommsIT1 Comms

OPICComms

Containment Lab.

OpenLab.

STRUBI Servers

8F OM3

16F OM3

ClusterRoom

Page 24: Electron Microscopy Between OPIC, Oxford and eBIC

New network within WTCHG

2x MM

10g

2x MM

10g

2x MM 10g

Each microscope 1x MM 10g

1x MM

10g

Firewall

1x MM

10g

University

network

Page 25: Electron Microscopy Between OPIC, Oxford and eBIC

The Oxford University Network

CORCCMUS

CINDCROQ

40Gbit/slinks

WTCHG

FroDo

TVN PoPs

40Gbit/s links:10Gbit/s to .well.ox10Gbit/s to .strubi.ox

10Gbit/slinks

10Gbit/slinks

Page 26: Electron Microscopy Between OPIC, Oxford and eBIC

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!