Game
theory and market dynamics inspire new software that streamlines complicated
matches
Jack Burns and his wife, Adele, welcomed
Doug Robertson with open arms. It was a very special reunion!
"I didn't know whether I was ever
going to meet my recipient and I was just thrilled that we could get
together," said Doug, who had traveled from his home in Portsmouth, N.H.,
to meet Jack and his wife. Doug came into Jack and Adele's lives in 2010 when
Jack, who has diabetes and high blood pressure, needed a new kidney. Adele
wanted to give him one of her own. "I wanted to have my husband around and
I knew that we didn't have a lot of options," says Adele.
Jack gets choked up thinking about what
his wife sacrificed. "I was grateful to have someone who loved me that
much." But, Adele was not a good medical match to her husband. So, they
joined a live-donor kidney exchange program. She donated one of her kidneys to
a suitable recipient and Jack got a kidney from Doug. It can be much quicker
than getting an organ from a deceased donor.
"The deceased donor wait list can
be very long for people," explains Ruthanne Hanto, director of the Organ
Procurement and Transplantation Network (OPTN) Kidney Paired Donation pilot
program, which is operated under the United Network for Organ Sharing (UNOS).
"If somebody brings a living donor with them, then they have a great
chance of getting transplanted sooner."
With support from the National Science
Foundation (NSF), Harvard University economist Alvin Roth helped develop a
suite of computer programs that match living kidney donors with recipients. His
team includes market designer Itai Ashlagi and operations researcher David
Gamarnik at MIT and economists Utku Unver and Tayfun Sonmez at Boston College.
Together, they developed an optimization program which looks at all the donors
and recipients in the program. "You look for ways to arrange those exchanges
so as to get as many of them as possible," says Roth.
"A combination of tools from the
optimization theory, theory of graphs and probabilistic methods enable building
models which provide a unique insight into the fascinating challenge of finding
the right matches," explains Gamarnik. "Without these techniques, the
practitioners face the proverbial 'finding-a-needle-in-a-haystack problem' of
searching through the astronomic number of potential matches."
"This research is making it
possible for one altruistic person to spark a chain of donations, whereas
before one kidney donor helped one person," says Nancy Lutz, program
director for the Social and Economic Sciences (SES) Division of NSF's
Directorate for Social, Behavioral and Economic Sciences (SBE). "Now,
someone associated with the first kidney recipient then donates to someone
else, and so on, kicking off a domino effect of donations and matches. In
addition, it's especially rewarding to see such a clear and immediate benefit
to the public. This research moved from abstract, academic theory to real
world, direct impact very quickly."
Transplant surgeon Michael Rees at the
University of Toledo Medical center is CEO of the Alliance for Paired Donation
(see www.paireddonation.org). "When I first got involved with kidney
paired donation in 2000, I was sitting at my kitchen table with the medical
charts of 10 incompatible transplant patients and it took me four hours to find
just one 2-way exchange. I knew then that I needed a computer to help find the
matches," recalls Rees.
"But, then Al and his team showed
me that with just 600 incompatible patient pairs, the maximum number of
possible 2-way exchanges is about 180,000! And, if you include multi-way
exchanges and chains of transplants, the best supercomputers in the world
cannot find the best solution," continues Rees. "So, game theory and
market design have come together to find practical solutions for kidney disease
patients. Their matching software is the engine that has allowed us to help
transplant centers in 30 states work together to create over 125 paired
exchange kidney transplants since 2007."
So what are economists doing organizing
kidney transplants? It turns out that an understanding of game theory and
market dynamics is key to optimizing pairings. "If you're trying to
organize an exchange, you need a marketplace and a clearinghouse, and that's
what we tried to help our surgical colleagues put together," explains
Roth. "Game theory turns out to be a giant thing for thinking about big
systems in which there are lots of different incentives. The care of patients
with kidney disease is a $100 billion a year industry so there are lots of
interests in it."
"When we started working on market
design for kidney exchange, ad hoc exchanges were being conducted sparsely in
the country," says Unver. "Our experience in studying other
allocation and exchange problems such as dormitory room allocation in colleges
helped us tremendously in the design of centralized clearinghouses for kidney
exchange. With the help of health professionals, the ideas we developed were
adopted, tested and got refined in the field in various programs over the
years. We eventually hope to help thousands of patients per year."
Think of it as a medical version of
match-dot-com, linking donors and recipients, making chains of transplants
possible across the country. It's all about streamlining complicated matches
using the science of the marketplace.
"Kidney exchange is a powerful
example of how research transforms into services which have profound impact on
our lives," says Sonmez.
The software is comprehensive, matching
participants with compatible blood types and antibodies. "It can put together
an amazing string of different potential transplants that you just could not do
manually. It is an amazing computer system," explains OPTN's Hanto.
"It is the combination of research
and practice that led us to understand that using chains, exchanges that begin
with an altruistic donor, vastly increase the number of transplants for highly
sensitized patients who are difficult to match," notes Ashlagi.
Jack, Adele and Doug talk about how the
live kidney exchange program changed their lives. "I'm just grateful and
lucky that this person was out there," says Jack, as he smiles at Doug.
The two joke with each other. "How are you doing with my old spare
part," asks Doug. "Your kidney is probably the healthiest thing in my
body!" chuckles Jack. "I was just hoping someone could use an old
kidney like mine," laughs Doug.
Miles
O'Brien, Science Nation Correspondent
Ann
Kellan, Science Nation Producer.
No comments:
Post a Comment