Creative Minds: Using Machine Learning to Understand Genome Function

Anshul Kundaje

Anshul Kundaje / Credit: Nalini Kartha

Science has always fascinated Anshul Kundaje, whether it was biology, physics, or chemistry. When he left his home country of India to pursue graduate studies in electrical engineering at Columbia University, New York, his plan was to focus on telecommunications and computer networks. But a course in computational genomics during his first semester showed him he could follow his interest in computing without giving up his love for biology.

Now an assistant professor of genetics and computer science at Stanford University, Palo Alto, CA, Kundaje has received a 2016 NIH Director’s New Innovator Award to explore not just how the human genome sequence encodes function, but also why it functions in the way that it does. Kundaje even envisions a time when it might be possible to use sophisticated computational approaches to predict the genomic basis of many human diseases.

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DNA-Encoded Movie Points Way to ‘Molecular Recorder’

Original vs. CRISPR stored images

Credit: Seth Shipman, Harvard Medical School, Boston

There’s a reason why our cells store all of their genetic information as DNA. This remarkable molecule is unsurpassed for storing lots of data in an exceedingly small space. In fact, some have speculated that, if encoded in DNA, all of the data ever generated by humans could fit in a room about the size of a two-car garage and, if that room happens to be climate controlled, the data would remain intact for hundreds of thousands of years! [1]

Scientists have already explored whether synthetic DNA molecules on a chip might prove useful for archiving vast amounts of digital information. Now, an NIH-funded team of researchers is taking DNA’s information storage capabilities in another intriguing direction. They’ve devised their own code to record information not on a DNA chip, but in the DNA of living cells. Already, the team has used bacterial cells to store the data needed to outline the shape of a human hand, as well the data necessary to reproduce five frames from a famous vintage film of a horse galloping (see above).

But the researchers’ ultimate goal isn’t to make drawings or movies. They envision one day using DNA as a type of “molecular recorder” that will continuously monitor events taking place within a cell, providing potentially unprecedented looks at how cells function in both health and disease.

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Creative Minds: Studying the Human Genome in 3D

Jesse Dixon

Jesse Dixon

As a kid, Jesse Dixon often listened to his parents at the dinner table discussing how to run experiments and their own research laboratories. His father Jack is an internationally renowned biochemist and the former vice president and chief scientific officer of the Howard Hughes Medical Institute. His mother Claudia Kent Dixon, now retired, did groundbreaking work in the study of lipid molecules that serve as the building blocks of cell membranes.

So, when Jesse Dixon set out to pursue a career, he followed in his parents’ footsteps and chose science. But Dixon, a researcher at the Salk Institute, La Jolla, CA, has charted a different research path by studying genomics, with a focus on understanding chromosomal structure. Dixon has now received a 2016 NIH Director’s Early Independence Award to study the three-dimensional organization of the genome, and how changes in its structure might contribute to diseases such as cancer or even to physical differences among people.

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Missing Genes Point to Possible Drug Targets

Human knockout projectEvery person’s genetic blueprint, or genome, is unique because of variations that occasionally occur in our DNA sequences. Most of those are passed on to us from our parents. But not all variations are inherited—each of us carries 60 to 100 “new mutations” that happened for the first time in us. Some of those variations can knock out the function of a gene in ways that lead to disease or other serious health problems, particularly in people unlucky enough to have two malfunctioning copies of the same gene. Recently, scientists have begun to identify rare individuals who have loss-of-function variations that actually seem to improve their health—extraordinary discoveries that may help us understand how genes work as well as yield promising new drug targets that may benefit everyone.

In a study published in the journal Nature, a team partially funded by NIH sequenced all 18,000 protein-coding genes in more than 10,500 adults living in Pakistan [1]. After finding that more than 17 percent of the participants had at least one gene completely “knocked out,” researchers could set about analyzing what consequences—good, bad, or neutral—those loss-of-function variations had on their health and well-being.

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Creative Minds: A New Mechanism for Epigenetics?

Keith Maggert

Keith Maggert

To learn more about how DNA and inheritance works, Keith Maggert has spent much of his nearly 30 years as a researcher studying what takes place not just within the DNA genome but also the subtle modifications of it. That’s where a stable of enzymes add chemical marks to DNA, turning individual genes on or off without changing their underlying sequence. What’s really intrigued Maggert is these “epigenetic” modifications are maintained through cell division and can even get passed down from parent to child over many generations. Like many researchers, he wants to know how it happens.

Maggert thinks there’s more to the story than scientists have realized. Now an associate professor at the University of Arizona College of Medicine, Tucson, he suspects that a prominent subcellular structure in the nucleus called the nucleolus also exerts powerful epigenetic effects. What’s different about the nucleolus, Maggert proposes, is it doesn’t affect genes one by one, a focal point of current epigenetic research. He thinks under some circumstances its epigenetic effects can activate many previously silenced, or “off” genes at once, sending cells and individuals on a different path toward health or disease.

Maggert has received a 2016 NIH Director’s Transformative Research Award to pursue this potentially new paradigm. If correct, it would transform current thinking in the field and provide an exciting new perspective to track epigenetics and its contributions to a wide range of human diseases, including cancer, cardiovascular disease, and neurodegenerative disorders.

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