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SPECIAL SECTION M AT H E M AT I C S IN BIOLOGY Bayesians” notwithstanding, the agency so far has approved only one drug on a Bayesian platform. It’s a pill that combines pravastatin (Pravachol), an existing cholesterol-lowering drug, with aspirin. Approval was based in part on a Bayesian analysis that made it easier to synthesize information from five previous trials, and to allow for diverse sets of patients within each of those studies. FDA approved the combination drug in June 2003. Scott Berry tells the pravastatin story with pride. Father and son launched Berry Consultants in 2000, and it worked with the drug’s manufacturer, Bristol-Myers Squibb, to shepherd it through approval. “Most of our meetings take place between 12 and 1 a.m.,” says Scott, who’s the company’s sole full-time employee. Because of potential conflicts of interest with Anderson, Berry Consultants rarely advises on cancer. The overwhelming majority of its business is medical, however, such as helping the device firm Medtronic gain approval for an improved shunt for infants with hydrocephalus. Some companies seek out Berry Consultants in the wild hope that a drug or device that’s performed poorly in traditional trials can somehow undergo a Bayesian resurrection. (Such a “rescue analysis” is rarely a possibility, both Berrys agree.) His colleagues may be nearing retirement, but Don Berry isn’t ready to slow down anytime soon. He’s been a workaholic for as long as Scott can remember. All four of the Berry boys played ice hockey as children, and Scott remembers his father attending games back in the 1970s with work and a clipboard in hand. Goalie Scott would see his father watching as the puck slid toward his net. But once it glided safely away, Scott would glance up and spot his father braced against the clipboard, scrib–JENNIFER COUZIN bling away. NEWS Armed with computer models, interdisciplinary teams of researchers are studying what triggers life-threatening fibrillation—and the even deeper mystery of why it can be stopped Richard Gray, a biomedical engineer at the University of Alabama, Birmingham, studies the heart for a living, but last year the heart’s mysteries struck close to home. Gray’s 68-year-old father called 911, complaining of chest pain. The paramedics were already on the scene when he suddenly collapsed. He had gone into ventricular fibrillation—his heart running amok, its muscle fibers all marching in time to their own drummers instead of beating in unison. Ventricular fibrillation is a death sentence if not treated within 10 minutes, but John Gray was in luck. A member of the rescue squad applied the paddles of a defibrillator to his chest and with a whomp of electricity shocked his heart back into its normal rhythm. Hundreds of times a day, defibrillation resuscitates people who would otherwise die in minutes. For implantable cardioverter defibrillators (ICDs), the success rate exceeds 99%. (External defibrillators, like the one used 4 by the rescue squad, have a lower success rate, primarily because they are not always applied in time.) It’s a true medical miracle—and as befits a miracle, no one can explain why it works. “We don’t even know how the electric current goes into the heart,” says Gray. Nor does anyone really know how ventricular fibrillation gets started, or why a big shock brings it to an end. Gray is one of many bioengineers and heart specialists who expect the answers to 786 emerge from mathematical models of the heart. Researchers are experimenting with virtual hearts in part because it is easier than tinkering with a living, beating one. And there is no way to look beneath the surface of a real animal heart. As Alan Garfinkel, a cardiologist at the University of California, Los Angeles, puts it, “You can’t get the light into the meat.” So far, mathematics has answered some questions but raised others. James Keener, a mathematician at the University of Utah, Salt Lake City, says that if defibrillation worked the way most experts think it does, then we 1 would have a lot more dead patients. “If we invoke the prevailing theory, the probability of success is no greater than 20% in our numerical simulations—regardless of the amplitude of the shock,” says Keener. “Yet defibrillators have a success rate that approaches 100% as the shock gets larger. So we have a problem.” Some people might argue that this is a good problem to have. If the treatment works, who cares that no one understands why? Garfinkel, for one: “I would urge that electrical defibrillation, the delivery of a huge, painful shock by an implanted $40,000 device, is neither a medically satisfactory solution, nor does it represent any scientific insight into the phenomenon,” he says. If cardiologists could understand fibrillation from first principles, he argues, they might be able to improve the treatment with less expensive equipment, less painful and damaging shocks, and potentially with antiarrhythmic drugs, which have until now been an embarrassing flop. 2 3 Raging current. In a fibrillating heart, the normal bottom-to-top electrical activity of the ventricles (above) is replaced by spiraling scroll waves (right). 6 FEBRUARY 2004 VOL 303 SCIENCE www.sciencemag.org The mathematical heart Mathematical models showed long ago that there is some method to the apparent madness of the fibrillating heart. Ventricular fibrillation is f irst and foremost a malfunction in the heart’s electric circuitry. In a normal heartbeat, electrical activity starts near CREDIT: (INSET) F. XIE, Z. QU, J. YANG, A. BAHER, J. WEISS, A. GARFINKEL, JOURNAL OF CLINICAL INVESTIGATION (IN PRESS, MARCH 2004) Making Sense of a Heart Gone Wild IN BIOLOGY the top, in the atria; shoots to the bottom of them is the “virtual electrode” theory. to wipe it out (see figure). It’s like fighting a along special highly conductive muscle About a decade ago, John Wikswo, a bio- forest fire with fire: You have to completely cells; and rises through the ventricles be- medical engineer at Vanderbilt University surround it, or it might escape. Even then, fore dying away. When ventricular fibrilla- in Nashville, Tennessee, noticed that an the shock has to be timed just right, or it tion sets in, however, one or more “spiral electric current applied to the heart creates will just trigger another wave of fibrillation. waves” of electrical activity start pin- several spots of positive and negative And as a f ibrillating heart has several wheeling around in the cardiac muscle, voltage—not just a single spot under each “fires” burning at once, it is very unlikely like the “Mexican wave” in a soccer stadi- electrode of the defibrillator. Wikswo ex- that they will all be doused at one stroke. um. Just like sports fans, the cells in the plained this observation with a model that Keener thinks the real key to defibrillation ventricles start paying more attention to treats the heart as if it were a coaxial ca- lies at the level of the cells themselves. The the wave than to the game. That is, they ig- ble. Like a coaxial cable, the heart has two cell membrane, he says, responds more vignore the normal pacing signals coming different conductors: the insides of the orously to a positive voltage than a negative from the atrium. cells and the outsides. The positive and one. Applying a positive voltage to it is like Heart modelers who study fibrillation negative spots, or “virtual electrodes,” are pouring gasoline on a fire: It helps release the are more interested in the electrical behavior places where current is flowing through energy already stored inside the dry wood. of the heart than its mechanical pumping, the cell membranes, from one conductor to The energy propagates from cell to cell until because the electricity drives the pump. So the other. Those transmembrane currents, the “fire”—the region of positive electric they begin with what mathematicians potential—engulfs the whole heart. call a reaction-diffusion equation, Then the fire burns out, which expresses the two ways that elecand the scroll waves “Virtual electrodes” trical signals travel through the heart: are gone. If the individPositive by diffusion of ions from cell to cell ual cells do indeed Negative through gap junctions, and by currents act as batteries, then that pass through the cell membranes. the electric potential Spiral wave Valentin Krinsky, a Russian bioshould follow a “sawphysicist, and Arthur Winfree, an Ameritooth” profile, with one Wave core can mathematician, were the first to reend of each cell posialize that rotating spiral waves arise nattive and the other negaurally as solutions to reaction-diffusion tive. Earlier experiments failed to deequations. Two interwoven spirals tect such a sawtooth, but Arkady emerge from an inactive core or “phase Pertsov, a biophysicist at SUNY Upsingularity,” like the two flavors in a spistate Medical University, is gearing up ral lollipop: a spiral of active cells and a to search with new technology. spiral of resting cells. The spirals rotate So are the mathematical models as individual cells take turns charging up getting closer to a solution or just or relaxing. In three-dimensional mod- Calming the waves. Models say the heart’s “virtual elec- adding to the confusion? “I think els, the spirals become scrolls wrapped trodes” must cover spiral-wave cores—a near impossibility. we’re getting pretty close,” says Brad around a “f ilament” that meanders Roth, a biophysicist at Oakland Unithrough the heart muscle. Wikswo and others believe, are responsi- versity in Rochester, Michigan. “I don’t It took experimenters a while to catch ble for calming the spiral waves and re- think the cardiologists will be convinced by up, because it is not easy to map the heart’s turning the heart to normal. mathematical models, but they will be inelectric field as it races around the organ Unfortunately, the coaxial-cable ap- trigued enough to do experiments. I see our five times per second. Voltage-sensitive proach predicts that transmembrane currents role as motivating the experiments.” dyes solved the problem, and by 1993 re- should exist only in the outer millimeter of Certainly Medtronic is taking models sesearchers at the State University of New the heart—not deep enough to stop fibrilla- riously. Belk and fellow engineer Paul de York (SUNY) Upstate Medical University tion. Natalia Trayanova, a biomedical engi- Groot use them to determine the best placein Syracuse had produced the first video im- neer at Tulane University in New Orleans, ment for the electrodes of an ICD. They are ages of spiral waves on the surface of a rab- Louisiana, has shown that by taking into ac- also working on “pain-free” defibrillators bit heart: ghostly yin-yang shapes twirling count the electrical effects of the twisting that restore the heart’s normal rhythm by a on a heart-shaped radar screen, many times fibers that make up heart muscle, a 3D gentle pacing signal instead of a giant jolt. per second. Scroll waves have not been seen model can create virtual electrodes extend“The best thing about a model is that yet, because no one has imaged electric ing into the interior of the heart. Trayanova’s you can see exactly what’s going on,” fields inside the muscle. simulation gets rave reviews from some of says Belk. “You can stick 500 electrodes Although the basic reaction-diffusion her colleagues: “I can’t say enough good on the heart. [Animal experiments typimodels explain why spiral waves exist, they things about Trayanova’s model,” says Paul cally manage 30.] You can induce tachydo not explain how to start or stop them. In Belk, a biomedical engineer at Medtronic cardias on the computer and play around fact, Keener says, “the heart is the only Inc. in Minneapolis, Minnesota, which man- with different pacing schemes. But at the medium in which we know how to get rid of ufactures defibrillators. But Wikswo warns end of the day, you don’t have to trust these waves. The mechanism that works in that some of the assumptions in the model your model very much. You ask yourself, cardiac tissue doesn’t work in any chemical have not been tested in the lab. ‘Does that make sense?’ If the result is oscillators. It’s special, it’s unique—and that Keener, however, thinks virtual elec- valid, almost invariably the answer is makes it a mystery.” trodes alone can’t explain defibrillation. A ‘Jeez, I should have thought of that.’ ” –DANA MACKENZIE As in any mystery, there is an abun- virtual electrode, Keener says, would have dance of suspects—perhaps too many. One to cover a scroll wave filament completely Dana Mackenzie is a writer in Santa Cruz, California. www.sciencemag.org SCIENCE VOL 303 6 FEBRUARY 2004 SPECIAL SECTION CREDIT: ADAPTED FROM J. KEENER/UNIVERSITY OF UTAH M AT H E M AT I C S 787