Benchmarking cell type and gene set annotation by large language models with AnnDictionary

G George Crowley (Department of Bioengineering, Stanford University) R Robert C. Jones M Mark Krasnow A Angela Oliveira Pisco J Julia Salzman N Nir Yosef S Siyu He M Madhav Mantri (Meinig School of Biomedical Engineering, Cornell University) J Jessie Aguirre R Ron Garner S Sal Guerrero W William Harper R Resham Irfan S Sophia Mahfouz R Ravi Ponnusamy B Bhavani A. Sanagavarapu A Ahmad Salehi I Ivan Sampson C Chloe Tang A Alan G. Cheng J James M. Gardner (Department of Surgery, University of California San Francisco) B Burnett Kelly T Thurman Slone Z Zifa Wang A Anika Choudhury S Sheela Crasta C Chen Dong (State Key Laboratory of Drug Research) M Marcus L. Forst D Douglas E. Henze J Jaeyoon Lee M Maurizio Morri S Serena Y. Tan S Sevahn K. Vorperian L Lynn Yang M Marcela Alcántara-Hernádez J Julian Berg D Dhruv Bhatt S Sara Billings A Andrès Gottfried-Blackmore J Jamie Bozeman S Simon Bucher E Elisa Caffrey A Amber Casillas R Rebecca Chen M Matthew Choi R Rebecca N. Culver I Ivana Cvijović (Department of Applied Physics) K Ke Ding H Hala Shakib Dhowre H Hua Dong K Kenneth Donaville L Lauren Duan X Xiaochen Fan M Mariko H. Foecke F Francisco X. Galdos E Eliza A. Gaylord K Karen Gonzales W William R. Goodyer M Michelle Griffin Y Yuchao Gu (College of Biological Engineering, Qingdao University of Science and Technology) S Shuo Han J Jun Yan He P Paul Heinrich R Rebeca Arroyo Hornero K Keliana Hui J Juan C. Irwin S SoRi Jang A Annie Jensen S Saswati Karmakar J Jengmin Kang H Hailey Kang S Soochi Kim (Department of Neurology and Neurological Sciences, Stanford University School of Medicine) S Stewart J. Kim W William Kong M Mallory A. Laboulaye D Daniel Lee G Gyehyun Lee E Elise Lelou A Anping Li B BaoXiang Li W Wan-Jin Lu H Hayley Raquer-McKay E Elvira Mennillo L Lindsay Moore E Elena Montauti K Karim Mrouj S Shravani Mukherjee P Patrick Neuhöfer S Saphia Nguyen H Honor Paine J Jennifer B. Parker J Julia Pham K Kiet T. Phong P Pratima Prabala Z Zhen Qi J Joshua Quintanilla I Iulia Rusu A Ali Reza Rais Sadati B Bronwyn Scott D David Seong H Hosu Sin H Hanbing Song B Bikem Soyur S Sean Spencer V Varun R. Subramaniam M Michael Swift (Department of Chemical and Systems Biology) A Aditi Swarup G Greg Szot A Aris Taychameekiatchai E Emily Trimm S Stefan Veizades S Sivakamasundari Vijayakumar K Kim Chi Vo T Tian Wang (School of Chinese Materia Medica) T Timothy Wu Y Yinghua Xie W William Yue (Department of Medicine and Division of Gastroenterology, University of California San Francisco) Z Zue Zhang A Angela Detweiler H Honey Mekonen N Norma F. Neff (Chan Zuckerberg Biohub SF) S Sheryl Paul A Amanda Seng J Jia Yan D Deana Rae Crystal Colburg B Balint Laszlo Forgo L Luca Ghita F Frank McCarthy A Aditi Agrawal A Alina Isakova K Kavita Murthy A Alexandra Psaltis W Wenfei Sun K Kyle Awayan P Pierre Boyeau R Robrecht Cannoodt L Leah Dorman S Samuel D’Souza C Can Ergen J Justin Hong H Harper Hua E Erin McGeever A Antoine de Morree L Luise A. Seeker A Alexander J. Tarashansky A Astrid Gillich T Taha A. Jan A Angela Ling A Abhishek Murti N Nikita Sajai R Ryan M. Samuel J Juliane Winkler S Steven E. Artandi P Philip A. Beachy M Mike F. Clarke Z Zev Gartner L Linda C. Giudice F Franklin W. Huang J Juliana Idoyaga M Michael G. Kattah C Christin S. Kuo D Diana J. Laird M Michael T. Longaker P Patricia Nguyen D David Y. Oh (Division of Hematology/Oncology, Department of Medicine, University of California) T Thomas A. Rando K Kristy Red-Horse B Bruce Wang A Albert Y. Wu S Sean M. Wu B Bo Yu J James Zou S Stephen R. Quake

Article Details

Volume / Issue Vol. 16, Issue 1
Published October 28, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (173)

G

George Crowley

Department of Bioengineering, Stanford University

R

Robert C. Jones

M

Mark Krasnow

A

Angela Oliveira Pisco

J

Julia Salzman

N

Nir Yosef

S

Siyu He

M

Madhav Mantri

Meinig School of Biomedical Engineering, Cornell University

J

Jessie Aguirre

R

Ron Garner

S

Sal Guerrero

W

William Harper

R

Resham Irfan

S

Sophia Mahfouz

R

Ravi Ponnusamy

B

Bhavani A. Sanagavarapu

A

Ahmad Salehi

I

Ivan Sampson

C

Chloe Tang

A

Alan G. Cheng

J

James M. Gardner

Department of Surgery, University of California San Francisco

B

Burnett Kelly

T

Thurman Slone

Z

Zifa Wang

A

Anika Choudhury

S

Sheela Crasta

C

Chen Dong

State Key Laboratory of Drug Research

M

Marcus L. Forst

D

Douglas E. Henze

J

Jaeyoon Lee

M

Maurizio Morri

S

Serena Y. Tan

S

Sevahn K. Vorperian

L

Lynn Yang

M

Marcela Alcántara-Hernádez

J

Julian Berg

D

Dhruv Bhatt

S

Sara Billings

A

Andrès Gottfried-Blackmore

J

Jamie Bozeman

S

Simon Bucher

E

Elisa Caffrey

A

Amber Casillas

R

Rebecca Chen

M

Matthew Choi

R

Rebecca N. Culver

I

Ivana Cvijović

Department of Applied Physics

K

Ke Ding

H

Hala Shakib Dhowre

H

Hua Dong

K

Kenneth Donaville

L

Lauren Duan

X

Xiaochen Fan

M

Mariko H. Foecke

F

Francisco X. Galdos

E

Eliza A. Gaylord

K

Karen Gonzales

W

William R. Goodyer

M

Michelle Griffin

Y

Yuchao Gu

College of Biological Engineering, Qingdao University of Science and Technology

S

Shuo Han

J

Jun Yan He

P

Paul Heinrich

R

Rebeca Arroyo Hornero

K

Keliana Hui

J

Juan C. Irwin

S

SoRi Jang

A

Annie Jensen

S

Saswati Karmakar

J

Jengmin Kang

H

Hailey Kang

S

Soochi Kim

Department of Neurology and Neurological Sciences, Stanford University School of Medicine

S

Stewart J. Kim

W

William Kong

M

Mallory A. Laboulaye

D

Daniel Lee

G

Gyehyun Lee

E

Elise Lelou

A

Anping Li

B

BaoXiang Li

W

Wan-Jin Lu

H

Hayley Raquer-McKay

E

Elvira Mennillo

L

Lindsay Moore

E

Elena Montauti

K

Karim Mrouj

S

Shravani Mukherjee

P

Patrick Neuhöfer

S

Saphia Nguyen

H

Honor Paine

J

Jennifer B. Parker

J

Julia Pham

K

Kiet T. Phong

P

Pratima Prabala

Z

Zhen Qi

J

Joshua Quintanilla

I

Iulia Rusu

A

Ali Reza Rais Sadati

B

Bronwyn Scott

D

David Seong

H

Hosu Sin

H

Hanbing Song

B

Bikem Soyur

S

Sean Spencer

V

Varun R. Subramaniam

M

Michael Swift

Department of Chemical and Systems Biology

A

Aditi Swarup

G

Greg Szot

A

Aris Taychameekiatchai

E

Emily Trimm

S

Stefan Veizades

S

Sivakamasundari Vijayakumar

K

Kim Chi Vo

T

Tian Wang

School of Chinese Materia Medica

T

Timothy Wu

Y

Yinghua Xie

W

William Yue

Department of Medicine and Division of Gastroenterology, University of California San Francisco

Z

Zue Zhang

A

Angela Detweiler

H

Honey Mekonen

N

Norma F. Neff

Chan Zuckerberg Biohub SF

S

Sheryl Paul

A

Amanda Seng

J

Jia Yan

D

Deana Rae Crystal Colburg

B

Balint Laszlo Forgo

L

Luca Ghita

F

Frank McCarthy

A

Aditi Agrawal

A

Alina Isakova

K

Kavita Murthy

A

Alexandra Psaltis

W

Wenfei Sun

K

Kyle Awayan

P

Pierre Boyeau

R

Robrecht Cannoodt

L

Leah Dorman

S

Samuel D’Souza

C

Can Ergen

J

Justin Hong

H

Harper Hua

E

Erin McGeever

A

Antoine de Morree

L

Luise A. Seeker

A

Alexander J. Tarashansky

A

Astrid Gillich

T

Taha A. Jan

A

Angela Ling

A

Abhishek Murti

N

Nikita Sajai

R

Ryan M. Samuel

J

Juliane Winkler

S

Steven E. Artandi

P

Philip A. Beachy

M

Mike F. Clarke

Z

Zev Gartner

L

Linda C. Giudice

F

Franklin W. Huang

J

Juliana Idoyaga

M

Michael G. Kattah

C

Christin S. Kuo

D

Diana J. Laird

M

Michael T. Longaker

P

Patricia Nguyen

D

David Y. Oh

Division of Hematology/Oncology, Department of Medicine, University of California

T

Thomas A. Rando

K

Kristy Red-Horse

B

Bruce Wang

A

Albert Y. Wu

S

Sean M. Wu

B

Bo Yu

J

James Zou

S

Stephen R. Quake