A deep-learning algorithm could potentially improve diagnosis and classification of neurological abnormalities.
Image courtesy of Weicheng Kuo, Christian Hӓne, Pratik Mukherjee, Jitendra Malik, and Esther L. Yuh.
New Research In
Physical Sciences
Featured Portals
Articles by Topic
Biological Sciences
Featured Portals
Articles by Topic
Edited by Mark Estelle, University of California, San Diego, La Jolla, CA, and approved September 26, 2018 (received for review July 9, 2018)
Online Impact
Article Information
PubMed:
Published By:
Print ISSN:
Online ISSN:
History:
- Published in issue November 6, 2018.
- Published first October 22, 2018.
Copyright & Usage:
Copyright © 2018 the Author(s). Published by PNAS. This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).
Author Information
- Qiang Guoa,1,
- Yuki Yoshidaa,1,
- Ian T. Majora,
- Kun Wanga,b,
- Koichi Sugimotoa,
- George Kapalia,c,
- Nathan E. Havkoa,c,
- Christoph Benninga,b, and
- Gregg A. Howea,b,c,2
- aDepartment of Energy Plant Research Laboratory, Michigan State University, East Lansing, MI 48824;
- bDepartment of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824;
- cPlant Resilience Institute, Michigan State University, East Lansing, MI 48824
Edited by Mark Estelle, University of California, San Diego, La Jolla, CA, and approved September 26, 2018 (received for review July 9, 2018)
Footnotes
↵1Q.G. and Y.Y. contributed equally to this work.
- ↵2To whom correspondence should be addressed. Email: howeg{at}msu.edu.
Author contributions: Q.G., Y.Y., I.T.M., C.B., and G.A.H. designed research; Q.G., Y.Y., I.T.M., K.W., K.S., G.K., and N.E.H. performed research; Q.G., Y.Y., I.T.M., C.B., and G.A.H. analyzed data; and Q.G., I.T.M., and G.A.H. wrote the paper.
The authors declare no conflict of interest.
This article is a PNAS Direct Submission.
Data deposition: The data reported in this paper have been deposited in the Gene Expression Omnibus (GEO) database, https://www.ncbi.nlm.nih.gov/geo (accession no. GSE116681).
This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1811828115/-/DCSupplemental.
Cited By...
Article usage
JAZ repressors of metabolic defense promote growth and reproductive fitness in Arabidopsis
Sign up for Article Alerts
Article Classifications
- Biological Sciences
- Plant Biology
Jump to section
You May Also be Interested in
A study finds a shift in onset of El Niño events from eastern to western Pacific and increased frequency of extreme El Niño events since the late 1970s.
Image courtesy of NOAA National Environmental Satellite, Data, and Information Service (NESDIS).
A study explores how various types of food affect both human health and the environment.
Image courtesy of Pixabay/esigie.
Profile of NAS member and molecular biologist Mary Lou Guerinot
Image courtesy of Olga Zhaxybayeva (Dartmouth College, Hanover, NH).
No one had seen one of these huge red stars wink out of existence with so little fuss before.
Image credit: Shutterstock/Genevieve de Messieres.