Science - USA (2021-12-17)

(Antfer) #1
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he first protein structures were determined by
x-ray crystallography in 1957 by John C. Kendrew
and Max F. Perutz. As a bioinorganic chemist, I
was delighted that the structures were myoglo-
bin and hemoglobin, both heme proteins with
big, beautiful iron atoms. It must have been an
extraordinary experience to stare at a physical
model of the structures and see something that had
previously only been imagined. Not long afterward,
Christian B. Anfinsen Jr. proposed that the structure of
a protein was thermodynamically stable. It seemed pos-
sible that the three-dimensional structure of a protein
could be predicted based on the sequence of its amino
acids. This “protein-folding problem,” as it came to be
known, baffled scientists until this year, when the pa-
pers we’ve deemed the 2021 Break-
through of the Year were published.
I came of age as a biochemist in
an era when scientists could de-
scribe but not solve protein folding.
Chemical force field and molecular
dynamics modeling just couldn’t
quite get there. The early days of de
novo protein synthesis were heady
because complicated structures could
be designed and synthesized, but
elaborate structures and multiprotein
assemblies remained out of reach.
When I left the lab in 2006 to go fight
administrative windmills, I thought
the protein-folding problem would never be solved.
A lot has happened in the 15 years since. Structures
started coming much faster after the development of
cryo–electron microscopy (cryo-EM), a method requir-
ing very expensive instrumentation that can determine
protein structures without crystallized samples. Then
the Critical Assessment of Protein Structure Prediction
(CASP) competition, in which scientists were chal-
lenged to match algorithms to known protein struc-
tures, really took off. As these annual competitions
proceeded, DeepMind—a UK subsidiary of Alphabet,
Google’s parent company—began showing results from
an artificial intelligence algorithm that mined known
protein structures to predict unknown structures.
Their program, AlphaFold, made a big impression at
the fall 2020 CASP conference on Minkyung Baek, a
researcher at the University of Washington. Baek de-
vised RoseTTAFold, an algorithm that uses less com-
puting power and can predict structures of protein
complexes. The methods of DeepMind and Baek et al.

were published simultaneously in Nature and Science,
respectively, this year. Both AlphaFold and RoseTTA-
Fold are available free for researchers (as is a data-
base of protein structure predictions), and scientists
immediately began obtaining protein structures from
these algorithms without having to crystallize their
proteins or access cryo-EM tools. Now structures can
be obtained for samples that defy experimental meth-
ods, and moreover, in labs that can’t afford the experi-
mental approaches. It is truly protein structure for all.
This is a breakthrough on two fronts. It solves a scien-
tific problem that has been on the to-do list for 50 years.
And just like Fermat’s Last Theorem or gravitational
waves, scientists kept at it until it was done. Also, it’s a
game-changing technique that, like CRISPR or cryo-EM,
will greatly accelerate scientific dis-
covery. It would have been the Break-
through of the Year for either reason,
but it’s a twofer for sure.
The breakdowns of the year are
all topics that were covered heavily
in Science. The disastrous US Food
and Drug Administration (FDA) ap-
proval for Alzheimer’s disease of
aducanumab—a costly treatment
with little if any clinical efficacy—
was discussed in an Editorial by Joel
Perlmutter. Perlmutter resigned in
protest from the committee that ad-
vised the FDA on the drug. Continued
inaction on climate has rendered unlikely the 1.5°C tar-
get as a limit on the increase in global temperature. And
scientists have been attacked in new ways and with new
methods by politicians who are exploiting social media
and long-tested methods of indoctrination to undermine
scientific authority on issues ranging from vaccines in
the midst of a pandemic to the impending devastation
of climate change.
The contrasts of the breakthrough and breakdowns
are stunning. The breakthrough in protein folding is
one of the greatest ever in terms of both the scientific
achievement and the enabling of future research. Mean-
while, the tragic loss of respect for scientific authority
around the world is demoralizing, and it’s hard to see the
trend reversing any time soon.
It is truly the best of times and the worst of times in
2021—an age of wisdom and an age of foolishness. The
scientific tale of two cities will be with us for a while
to come.
–H. Holden Thorp

Proteins, proteins everywhere


H. Holden Thorp
Editor-in-Chief,
Science journals.
[email protected];
@hholdenthorp

10.1126/science.abn
PHOTO: CAMERON DAVIDSON


SCIENCE science.org 17 DECEMBER 2021 • VOL 374 ISSUE 6574 1415

EDITORIAL


“The


breakthrough


in protein folding


is one of the


greatest ever...”

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