May 21, 2015, 09:00
by
Michael Croft
By Allison Proffitt
May 21, 2015 | The CLARITY challenge is back, and calling
for entries.
Boston Children’s Hospital is launching the second iteration
of the challenge—CLARITY Undiagnosed—focusing on identifying molecular
diagnoses for five families with as-yet undiagnosed conditions. Teams have
until June 11 to register, and will compete for a $25,000 award sponsored by longtime
Boston Children’s Hospital donor Rob Hale, CEO of Granite Telecommunications,
his wife Karen, and their family.
Five patients and their families are participating as
subjects in CLARITY Undiagnosed. Competing teams will receive whole genome
sequences of the consented family members—mostly trios, though one patient
doesn’t have living parents and another case involves multiple affected family members,
so there will be more than 3 genomes.
Whole genome sequencing will be done on the Illumina HiSeq 2000
platform and donated to the competition by a third party. Medical records have
been collected and de-identified. Clinical summaries will be reviewed by domain
experts to make sure that all needed medical details are present.
“We would like to think that a doctor making a decision
about a patient has not only the whole genome sequence, but would have all the
relevant clinical data available for that patient. As we all know, that is the
exception rather than the rule. A lot of data is locked away in a variety of
different proprietary systems,” said Isaac Kohane, CLARITY co-organizer,
professor of pediatrics at Boston Children’s Hospital and inaugural chair of
the Department of Biomedical Informatics (DBMI) at Harvard. “In this instance
we’re modeling what should happen and what will happen in the future.”
A panel of judges will vet the teams before releasing the
de-identified patient data in July. Teams will have two months to conduct their
investigations, and winners will be announced in November.
It’s a short timeline, but that’s part of the design of the competition.
“Taking half a year to do analysis is grossly inadequate,” Kohane told Clinical
Informatics News. “We need to be pushing the frontier on getting much, much
faster turnaround… With a combination of human expertise and automated decision
support… we should have a meaningful summary diagnoses in a few days.”
Natural Evolution
In 2012, the first CLARITY challenge (Children’s Leadership
Award for the Reliable Interpretation and Appropriate Transmission of Your
Genomic Information) focused on identifying mutations underlying rare disorders
for three patients at Boston Children’s Hospital. The winning team was led by Shamil Sunyaev of Brigham and Women's Hospital who was assisted by investigators including Heidi Rehm (Harvard Partners), Daniel MacArthur (Mass General Hospital) and Mike Murray (Brigham).
“The first CLARITY captured the moment when there was a
great deal of uncertainty about what
were going to be the dominant sequencing platforms, and what were going to be
the dominant ways of interpreting and assembling the genome and calling the
variants,” Kohane said.
The competition did reveal agreement across the entries. Even
though all of the competing teams did not arrive at the same answers, the
pipelines they used were remarkably similar. BWA, GATK, Annotate, Filter, SIFT
and Polyphen were all commonly-used tools. (The results of the first CLARITY
Challenge were published in Genome
Biology, doi:10.1186/gb-2014-15-3-r53.)
But even with the same tools, the results were different, reinforcing
the need for interdisciplinary expertise, not just the right algorithms.
“In the first Challenge there were a few teams composed
exclusively of bioinformaticians, and the judges found that their entries
really didn’t fare very well because they came up with a really nice pipelines
and pathways and fancy tables. But a table of genes is useless to a clinician.
The winning teams were characterized by medical reports,” explained Alan Beggs,
Kohane’s CLARITY co-organizer, director of the Manton Center for Orphan Disease
Research at Boston Children’s Hospital and professor of pediatrics at Harvard
Medical School.
CLARITY Undiagnosed represents a “natural evolution” in
clinical genomics, Beggs said.
“CLARITY 2, I think of as focusing much more on medical
genomics, decisions about what are validated disease-causing genes; whether or
not a patient’s phenotype is reasonably related to a mutation in a particular
disease-causing gene; and whether or not a particular variant is actually
pathogenic,” he said. “Clinical interpretation and correlation of the variant
with the phenotype is really the focus of CLARITY 2.”
Kohane agreed. “Now we find ourselves in an era where… the
focus has drifted clinically—and I think importantly—[away] from anxiety about
whether we’re doing the assembly and variant calling correctly. We still
recognize that there’s room for improvement,… but controversy now is shifting
to what’s the right thing to report, and how to report it so it’s effectively used
by clinicians.”
Medical Refugees
Waiting for a sea change in clinical genomics was not the
original plan. After Beggs and Kohane announced the results of the first
CLARITY challenge in November 2012, they planned to launch a second competition
the next year. In an ugly twist, the next competition was delayed by one of the
diseases it meant to tackle. The 2013 CLARITY Challenge planned to address
cancer genomics, but the lead physician, a pediatric oncologist, was diagnosed
with leukemia before the competition could begin.
The whole idea of the challenge was put on hold, Kohane
said, until he met a woman with an undiagnosed disease who was documenting
several patients searching for answers.
Katia Moritz is a psychologist and co-founder and Clinical
Director of the NeuroBehavioral Institute in Weston, Fla. After a routine endoscopy in 2010
she developed an unknown syndrome. The experience opened her eyes to the plight
of people with undiagnosed conditions, whom she terms “medical refugees”.
“I never really realized it was possible to be undiagnosed,”
she said. About a year and half into her own search for answers, she started to
talk more openly about her challenges. “I realized there were people everywhere
who were struggling—dying—without diagnoses.”
Moritz was particularly frustrated to learn that the data
from undiagnosed patients isn’t kept or archived anywhere. When a patient dies,
their data dies as well.
These should be the most interesting patients, Moritz said.
We should be learning from these cases.
She partnered with Nicholas Miller and Crystal Shearman, a
husband and wife team of filmmakers that owns Crowbait Pictures, a boutique film
production company based in Park City, Utah and Vancouver, Canada. The three pooled their own funds and set
out to document the lives and journeys of these medical refugees.
Moritz contacted Kohane in his role as Principle
Investigator of the Coordinating Center for the Undiagnosed Disease Network. She
wanted to discuss the possibility of creating a database of patient records so
that undiagnosed patients might be able to find similar patients, even for
diseases without a name.
During their conversation, Kohane mentioned the success that
crowdsourcing has had in cracking tough cases, explained the CLARITY Challenge,
and offered to focus the next Challenge on undiagnosed cases.
“If you had told me someone was going to offer me a million
dollars that day, I would have thought it was more likely than this
conversation,” Moritz said. Within a week, Moritz had shifted the focus of the
film and CLARITY Undiagnosed took off.
The documentary film that Moritz and her team have been
working on, Undiagnosed, follows a large
group of families struggling with undiagnosed diseases. Some find their
diagnosis along the way. Others are still searching. Moritz and the producers
chose five of those patients to be part of CLARITY Undiagnosed.
There is selection bias, Moritz admits, but in a negative
way. She said they chose the patients who have tried everything, the ones with
the most need.
The team has more than 400 hours of film already, but Moritz
is excited about the additional component the CLARITY Challenge will bring to
the documentary. “When we met with [Kohane], we thought we were almost done
shooting. I thought, ‘We have this beautiful advocacy piece that no one is ever
going to watch because it’s so sad,’” she said. “Now I’m so excited.”
The film would like to chronicle the CLARITY teams’ efforts,
but teams are under no obligation to participate in the film. Success in the Challenge
is completely independent of the film.
“This is not a reality show,” Moritz stressed. “It’s not
about who’s winning and losing. We’re going to talk about what we’ve learned,
how this has benefitted the patients, and how we can take what we’ve learned
and move forward… The idea is to show that when people come together and really
collaborate, we can impact the future of medicine.”