Genes carry the information that make you you. So it's fitting that, when sequenced and stored in a computer, your genome takes up gobs of memoryup to 150 gigabytes. Multiply that across all the people who have gotten sequenced, and you're looking at some serious storage issues. If that's not enough, mining those genomes for useful insight means comparing them all to each other, to medical histories, and to the millions of scientific papers about genetics.
Sorting all that out is a perfect task for artificial intelligence. And plenty of AI startups have bent their efforts in that direction. On August 3, sequencing company Veritas Genetics bought one of the most influential: seven-year old Curoverse. Veritas thinks AI will help interpret the genetic risk of certain diseases and scour the ever-growing databases of genomic, medical, and scientific research. In a step forward, the company also hopes to use things like natural language processing and deep learning to help customers query their genetic data on demand.
It's not totally surprising that Veritas bought up Curoverse. Both companies spun out of George Church's prolific Harvard lab. Several years ago, Church started something called the Personal Genomics Project, with the goal of sequencing 100,000 human genomesand linking each one to participants' health information. Veritas' founders helped lead the sequencing partstarting as a prenatal testing service and launching a $1,000 full genome product in 2015while Curoverse worked on academic strategies to store and sort through all the data.
But more broadly, genomics and AI practically call out for one another. As a raw data format, a single person's genome takes up about 150 gigabytes. How!?! OK so, yes, storing a single base pair only takes up around two bits. Multiply that by roughly 3 billionthe total number of base pairs in your 23 chromosome pairsand you wind up with around 750 megabytes. But genetic sequencing isn't perfect. Mirza Cifric, Veritas Genetics cofounder and CEO, says his company reads each part of the genome at least 30 times in order to make sure their results are statistically significant. "And you gotta keep all that data, so you can refer back to it over time," says Cifric.
That's just storage. "Everything after that is going to specific areas and asking questions: Theres a variant at this location, a substitution of this base, a deletion here, or multiple copies of this same gene here, here, and here," says Cifric. Now, interpret all that. Oh, and do it across a thousand, hundred thousand, or million genomes. Querying all those genetic variations is how scientists get leads to find new drugs, or figure out how existing drugs work differently on different people.
But cross-referencing all those genomes is just the beginning. Curoverse, which was focusing on projects to store and sort genomic data, also has its work cut out for it in searching through the 6 millionand countingjargon-filled academic papers detailing gene behavior, including visual information found in charts, graphs, and illustrations.
That's pretty ambitious. Natural language processing is one of the stickiest problems in AI. "Look, I am a computer scientist, I love AI and machine learning, and no amount of coding makes sense to solve this," says Atul Butte, the director of UCSF's Institute of Computational Health Sciences. At his former job at Stanford University, Butte actually tried to do the same thinguse AI to dig through genetics research. He says in the end, it was way cheaper to hire people to read the papers and input the findings into his database manually.
But hey, never say never, right? However they accomplish it, Veritas wants to move past what companies like 23andMe and Color offer: genetic risk based on single-variant diseases. Some of America's biggest dangers come from diseases like diabetes and heart disease, which are activated by interactions between multiple genesin addition to environmental factors like diet and exercise. With AI, Cifric believes Veritas will be able to not only dig up these various genetic contributors, but also assign each a statistical score showing how much it contributes to the overall risk.
Again, Butte hates to be a spoilsport, but ... there's all sorts of problems with doing predictive diagnostics with genetic data. He points to a 2013 study that used polygenic testing to predict heart disease using the Framingham Heart Study dataabout as good as you can get, when it comes to health data and heart disease. "They authors showed that yes, given polygenic risk score, and blood levels, and lipid levels, and family history, you can predict within 10 years if someone will develop heart disease," says Butte. "But doctors could do the same thing without using the genome!"
He says the problems come down to just how messy it is trying to square up all the different research on each gene alongside the environmental risks, and all the other compounding factors that come up when you try to peer into the future. "Its been the holy grail for a long time, structured genome reporting," says Butte. Even attempts to get researchers to write and report data in a standard, machine-readable way, have fallen flat. "You get into questions that never go away. One researcher defines autism different from another one, or high blood pressure, or any number of things," he says.
Butte isn't a total naysayer. He says partnerships like the one between Veritas and Curoverse are becoming more commonlike the data processing deal between genetic sequencing giant Illumina and IBM Watsonbecause there's a clear need for new computing methods in this area. "You want to get to a point where you are developing stuff that improves clinical care," he says.
Or how about directly to the owners of the genomes? Cifric hopes the merger will improve the consumer experience of using genetic data, even seamlessly integrating it into daily life. For instance, linking your genome and health records to your digital assistant. Alexa, should I eat this last piece of pizza? Maybe you should skip it, depending on your baseline genetic risk for cholesterol and latest blood test results. Diet isn't the only area where genomics could help improve your day to day life. Some people are more or less sensitive to over the counter drugs. A quick query might tell you whether you should take a little less Tylenol than is recommended.
Cifric thinks this acquisition could position Veritas as a global powerhouse of genomic data. "Apple recently announced that they had shipped 41 million iPhones in a quarter, right? I think in not too distant future, well be doing 41 million genomes in a quarter," he says. That might seem ambitious, given that the cost to consumers is nearly $1,000. But that cost is bound to come down. And artificial intelligence will make paying for the genome a matter of common sense.
This story has been updated to reflect that the company is named Veritas Genetics, not Veritas Genomics.
More:
Veritas Genetics Scoops Up an AI Company to Sort Out Its DNA - WIRED
- Seattle Genetics Reports Fourth Quarter and Year 2011 Financial Results [Last Updated On: February 13th, 2012] [Originally Added On: February 13th, 2012]
- Seattle Genetics Loss Narrows; But Stock Down - Update [Last Updated On: February 14th, 2012] [Originally Added On: February 14th, 2012]
- Seattle Genetics Highlights Updated Survival Data from ADCETRIS® Pivotal Trial in Patients with Relapsed or Refractory ... [Last Updated On: June 15th, 2012] [Originally Added On: June 15th, 2012]
- A Growth-Free Quarter -- and That's OK [Last Updated On: August 11th, 2012] [Originally Added On: August 11th, 2012]
- Seattle Genetics and Millennium Complete Enrollment in Phase III AETHERA Trial of ADCETRIS® for Post-Transplant ... [Last Updated On: September 25th, 2012] [Originally Added On: September 25th, 2012]
- ORF Genetics to Offer endotoxin- and Animal-free FGFb and mLIF for Stem Cell Research [Last Updated On: October 4th, 2012] [Originally Added On: October 4th, 2012]
- FAQ-4 of 19: What Chance That Stem Cells Will Help Me When I Get Stem Cell Therapy - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- FAQ-4 of 19: What Is My Chance of Success With Stem Cells in Stem Cell Therapy - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- FAQ-3 of 19 -How Do Stem Cells Work in Stem Cell Therapy? - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- Stem Cell Therapy for osteoarthritis Cosmetic Surgery Thailand Review - Urban Beauty Thailand - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- [RMS] C-Class Stem Cell Processing Center (SPC) - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- FAQ-4 19- What Chances for Stem Cell Success When I Get Stem Cell Therapy? - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- FAQ-4 19- What Chance Stem Cells Can Help Me After Stem Cell Therapy? - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- Is stem cell therapy really effective? - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- STEM CELL THERAPY cure HIV patient - Video [Last Updated On: November 1st, 2012] [Originally Added On: November 1st, 2012]
- Seattle Genetics Announces ADCETRIS® Receives European Commission Conditional Marketing Authorization [Last Updated On: November 6th, 2012] [Originally Added On: November 6th, 2012]
- Seattle Genetics Highlights ADCETRIS® (Brentuximab Vedotin) Data in Relapsed Hodgkin Lymphoma and Other CD30-Positive ... [Last Updated On: December 13th, 2012] [Originally Added On: December 13th, 2012]
- Seattle Genetics Highlights Data Presentations from Genentech ADC Collaborator Programs at ASH Annual Meeting [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Seattle Genetics Highlights Next Generation Antibody-Drug Conjugate SGN-CD33A at ASH Annual Meeting [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Clinical Data from NewLink Genetics' HyperAcute Prostate Cancer Immunotherapy Published in Journal of Immunotherapy [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Seattle Genetics Announces Data from Investigator-Sponsored Trials of ADCETRIS® (Brentuximab Vedotin) in Cutaneous T ... [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Seattle Genetics Reports Data from Phase I Trial of ADCETRIS® (Brentuximab Vedotin) in Front-line Hodgkin Lymphoma at ... [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Seattle Genetics to test possible new Adcetris use [Last Updated On: December 16th, 2012] [Originally Added On: December 16th, 2012]
- Myriad Genetics to Present at the 2013 J.P. Morgan Annual Healthcare Conference [Last Updated On: December 18th, 2012] [Originally Added On: December 18th, 2012]
- Data From SGEN on Cancer Candidate [Last Updated On: January 30th, 2013] [Originally Added On: January 30th, 2013]
- Health Canada Approves ADCETRIS® (Brentuximab Vedotin) for the Treatment of Relapsed or Refractory Hodgkin Lymphoma ... [Last Updated On: February 2nd, 2013] [Originally Added On: February 2nd, 2013]
- Canada Approves Seattle Genetics' Adcetris [Last Updated On: February 5th, 2013] [Originally Added On: February 5th, 2013]
- Canada Approves Seattle Genetics' Adcetris - Analyst Blog [Last Updated On: February 5th, 2013] [Originally Added On: February 5th, 2013]
- ADC Data from Seattle Genetics [Last Updated On: April 11th, 2013] [Originally Added On: April 11th, 2013]
- Genetics of alcoholism research [Last Updated On: April 16th, 2013] [Originally Added On: April 16th, 2013]
- Genetics Policy Institute and univerCELLmarket to co-publish 360 – the Free Newsletter Covering Stem Cells and ... [Last Updated On: April 29th, 2013] [Originally Added On: April 29th, 2013]
- Genetics Policy Institute and univerCELLmarket to co-publish 360 – the Free Newsletter Covering Stem Cells and ... [Last Updated On: May 2nd, 2013] [Originally Added On: May 2nd, 2013]
- Genetics Policy Institute Opens Washington, D.C. Office [Last Updated On: May 7th, 2013] [Originally Added On: May 7th, 2013]
- Seattle Genetics Announces Initiation of Phase 1/2 Trial of ADCETRIS® (Brentuximab Vedotin) in Combination with ... [Last Updated On: June 11th, 2013] [Originally Added On: June 11th, 2013]
- Seattle Genetics Announces Initiation of Phase 1/2 Trial of ADCETRIS® (Brentuximab Vedotin) in Combination with ... [Last Updated On: June 17th, 2013] [Originally Added On: June 17th, 2013]
- Takeda and Seattle Genetics Highlight Post-Hoc Analysis Examining Progression-free Survival with ADCETRIS® ... [Last Updated On: June 19th, 2013] [Originally Added On: June 19th, 2013]
- Seattle Genetics Highlights ADCETRIS® (Brentuximab Vedotin) Clinical Data at International Conference on Malignant ... [Last Updated On: June 22nd, 2013] [Originally Added On: June 22nd, 2013]
- SGEN/Astellas to Co-Develop Another ADC [Last Updated On: June 30th, 2013] [Originally Added On: June 30th, 2013]
- Life Stem Genetics is Pleased to Announce That It Has Completed the First $500,000 Private Placement of the Recently ... [Last Updated On: October 22nd, 2013] [Originally Added On: October 22nd, 2013]
- Life Stem Genetics Strengthens Its Executive Advisory Board by Adding MBAs Matthew Sullivan and Shahab Bakhtyar [Last Updated On: October 29th, 2013] [Originally Added On: October 29th, 2013]
- Seattle Genetics, Inc. Posts Record Adcetris Sales [Last Updated On: October 31st, 2014] [Originally Added On: October 31st, 2014]
- Inbreeding - Wikipedia, the free encyclopedia [Last Updated On: May 9th, 2015] [Originally Added On: May 9th, 2015]
- Genetics of Colorectal Cancer - National Cancer Institute [Last Updated On: July 16th, 2015] [Originally Added On: July 16th, 2015]
- Seattle Genetics: Advancing Antibody-Drug Conjugates for ... [Last Updated On: August 18th, 2015] [Originally Added On: August 18th, 2015]
- genetics | Britannica.com [Last Updated On: August 25th, 2015] [Originally Added On: August 25th, 2015]
- Genetics and Genetic Disorders and Diseases - WebMD [Last Updated On: September 2nd, 2015] [Originally Added On: September 2nd, 2015]
- Genetics - Biology [Last Updated On: September 2nd, 2015] [Originally Added On: September 2nd, 2015]
- Genetics: MedlinePlus Medical Encyclopedia [Last Updated On: September 2nd, 2015] [Originally Added On: September 2nd, 2015]
- Genetics of Skin Cancer - National Cancer Institute [Last Updated On: September 13th, 2015] [Originally Added On: September 13th, 2015]
- Genetics in Georgia | New Georgia Encyclopedia [Last Updated On: September 15th, 2015] [Originally Added On: September 15th, 2015]
- Faculty & Staff | Directory | Medical Partnership [Last Updated On: October 5th, 2015] [Originally Added On: October 5th, 2015]
- Genetics | Learn Science at Scitable [Last Updated On: October 12th, 2015] [Originally Added On: October 12th, 2015]
- Genetics - Wikipedia, the free encyclopedia [Last Updated On: October 15th, 2015] [Originally Added On: October 15th, 2015]
- Department of Genetics || University of Pennsylvania [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Genetics News - Genetics Science, Genetics Technology, Genetics [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Home > Genetics | Yale School of Medicine [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Ology Genetics - AMNH [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- About Genetics | Understanding Genetics [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Genetics | Article about genetics by The Free Dictionary [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Genetics - Simple English Wikipedia, the free encyclopedia [Last Updated On: October 21st, 2015] [Originally Added On: October 21st, 2015]
- Cell Size and Scale - Learn Genetics [Last Updated On: September 24th, 2016] [Originally Added On: September 24th, 2016]
- Genetics of Prostate Cancer (PDQ)Health Professional ... [Last Updated On: September 24th, 2016] [Originally Added On: September 24th, 2016]
- Genetics of Skin Cancer (PDQ)Health Professional Version ... [Last Updated On: September 24th, 2016] [Originally Added On: September 24th, 2016]
- Basic Genetics [Last Updated On: September 26th, 2016] [Originally Added On: September 26th, 2016]
- genetics facts, information, pictures | Encyclopedia.com ... [Last Updated On: October 20th, 2016] [Originally Added On: October 20th, 2016]
- Genetics - Wikipedia [Last Updated On: October 20th, 2016] [Originally Added On: October 20th, 2016]
- How culture, passion and genetics are fueling a Nigerian takeover of US sports - CBS sports.com (blog) [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- After vote, Accelerated Genetics slated to merge - La Crosse Tribune [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- Autism genetics, explained | Spectrum | Autism Research News - Spectrum [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- The problematics of genetics and the Aryan issue - The Hindu [Last Updated On: July 1st, 2017] [Originally Added On: July 1st, 2017]
- North American genetics take centre stage in Wicklow - Agriland [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Genetics may lie at the heart of crop yield limitation - Phys.org - Phys.Org [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Research in genetics promises a long-term cure to diseases : Tony Mira, CEO at Ajuba International LLC - ETHealthworld.com [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- NewLink Genetics to Host Its Second Quarter 2017 Financial Results Conference Call on July 28, 2017 - GlobeNewswire (press release) [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Immunotherapy drug targets tumor's genetics instead of body part - Monroe Evening News [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Getting tumors tested for genetics is the latest theory to help drugs target cancer - The Denver Post [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Konica Minolta, With Eye on Health Care, Nears Deal for US Genetics Firm - New York Times [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Memphis Researchers Planning Big Upgrades to Online Genetics Database - Memphis Daily News [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Mosaic (genetics) - Simple English Wikipedia, the free ... [Last Updated On: July 10th, 2017] [Originally Added On: July 10th, 2017]
- Is There a Genetic Limit to Milk Production? - Dairy Herd Management [Last Updated On: July 11th, 2017] [Originally Added On: July 11th, 2017]