Robust estimation of bacterial cell count from optical density
Artikel i vetenskaplig tidskrift, 2020

Optical density (OD) is widely used to estimate the density of cells in liquid culture, but cannot be compared between instruments without a standardized calibration protocol and is challenging to relate to actual cell count. We address this with an interlaboratory study comparing three simple, low-cost, and highly accessible OD calibration protocols across 244 laboratories, applied to eight strains of constitutive GFP-expressing E. coli. Based on our results, we recommend calibrating OD to estimated cell count using serial dilution of silica microspheres, which produces highly precise calibration (95.5% of residuals <1.2-fold), is easily assessed for quality control, also assesses instrument effective linear range, and can be combined with fluorescence calibration to obtain units of Molecules of Equivalent Fluorescein (MEFL) per cell, allowing direct comparison and data fusion with flow cytometry measurements: in our study, fluorescence per cell measurements showed only a 1.07-fold mean difference between plate reader and flow cytometry data.

Författare

Jacob Beal

BBN Technologies

Natalie G. Farny

Worcester Polytechnic Institute

Traci Haddock-Angelli

iGEM Foundation

Vinoo Selvarajah

iGEM Foundation

Geoff S. Baldwin

Imperial College London

Russell Buckley-Taylor

Imperial College London

Markus Gershater

Synthace Ltd.

Daisuke Kiga

Waseda University

John Marken

California Institute of Technology (Caltech)

Vishal Sanchania

Synthace Ltd.

Abigail Sison

iGEM Foundation

C. T. Workman

Danmarks Tekniske Universitet (DTU)

Meryem Pehlivan

RWTH Aachen University

Biel Badia Roige

RWTH Aachen University

Tiu Aarnio

Aalto-Yliopisto

Samu Kivisto

Aalto-Yliopisto

Jessica Koski

Aalto-Yliopisto

Leevi Lehtonen

Aalto-Yliopisto

Denise Pezzutto

Aalto-Yliopisto

Pauliina Rautanen

Aalto-Yliopisto

Weixin Bian

Anhui University of Technology

Zhiyuan Hu

Anhui University of Technology

Zhihao Liu

Anhui University of Technology

Zi Liu

Anhui University of Technology

Liang Ma

Anhui University of Technology

Luyao Pan

Anhui University of Technology

Zichen Qin

Anhui University of Technology

Huichao Wang

Anhui University of Technology

Xiangxuan Wang

Anhui University of Technology

Hao Xu

Anhui University of Technology

Xia Xu

Anhui University of Technology

Yorgo El Moubayed

Aix-Marseille Université

Shan Dong

AST Worldshaper

Choco Fang

AST Worldshaper

Hanker He

AST Worldshaper

Henry He

AST Worldshaper

Fangliang Huang

AST Worldshaper

Ruyi Shi

AST Worldshaper

Cassie Tang

AST Worldshaper

Christian Tang

AST Worldshaper

Shirly Xu

AST Worldshaper

Calvin Yan

AST Worldshaper

Natalia Bartzoka

National Technical University of Athens (NTUA)

Eleni Kanata

National Technical University of Athens (NTUA)

Maria Kapsokefalou

National Technical University of Athens (NTUA)

Xanthi Leda Katopodi

National Technical University of Athens (NTUA)

Eleni Kostadima

National Technical University of Athens (NTUA)

Ioannis V. Kostopoulos

National Technical University of Athens (NTUA)

Stylianos Kotzastratis

National Technical University of Athens (NTUA)

Antonios E. Koutelidakis

National Technical University of Athens (NTUA)

Vasilios Krokos

National Technical University of Athens (NTUA)

Maria Litsa

National Technical University of Athens (NTUA)

Ioannis Ntekas

National Technical University of Athens (NTUA)

Panagiotis Spatharas

National Technical University of Athens (NTUA)

Ourania E. Tsitsilonis

National Technical University of Athens (NTUA)

Anastasia Zerva

National Technical University of Athens (NTUA)

Vidhya Annem

Liberal Arts and Science Academy

Eli Cone

Liberal Arts and Science Academy

Noel Elias

Liberal Arts and Science Academy

Shreya Gupta

Liberal Arts and Science Academy

Kendrick Lam

Liberal Arts and Science Academy

Anna Tutuianu

Liberal Arts and Science Academy

Dennis M. Mishler

The University of Texas at Austin

Bibiana Toro

The University of Texas at Austin

Akinwumi Akinfenwa

Baltimore Underground Science Space

Frank Burns

Baltimore Underground Science Space

Heydy Herbert

Baltimore Underground Science Space

Melissa Jones

Baltimore Underground Science Space

Sarah Laun

Baltimore Underground Science Space

Shikei Morrison

Baltimore Underground Science Space

Zion Smith

Baltimore Underground Science Space

Zhao Peng

Beijing City University

Zhou Ziwei

Beijing City University

Rui Deng

Beijing Foreign Studies University

Yilin Huang

Beijing Foreign Studies University

Tingyue Li

Beijing Foreign Studies University

Yingqi Ma

Beijing Foreign Studies University

Zhiyuan Shen

Beijing Foreign Studies University

Chenxi Wang

Beijing Foreign Studies University

Yuyao Wang

Beijing Foreign Studies University

Tianyan Zhao

Beijing Foreign Studies University

Yusen Lang

BGI Institute of Applied Agriculture

Yuteng Liang

BGI Institute of Applied Agriculture

Xueyao Wang

BGI Institute of Applied Agriculture

Yi Wu

BGI Institute of Applied Agriculture

Dror Aizik

Ben-Gurion University of the Negev

Sagi Angel

Ben-Gurion University of the Negev

Einan Farhi

Ben-Gurion University of the Negev

Nitzan Keidar

Ben-Gurion University of the Negev

Eden Oser

Ben-Gurion University of the Negev

Mor Pasi

Ben-Gurion University of the Negev

Jorn Kalinowski

Universität Bielefeld

Matthias Otto

Universität Bielefeld

Hande Cubukcu

Bilkent Universitesi

Mehmet Ali Hoskan

Bilkent Universitesi

Ilayda Senyuz

Bilkent Universitesi

Jordi Chi

Institut Quimic de Sarria

Antoni Planas Sauter

Institut Quimic de Sarria

Magda Faijes Simona

Institut Quimic de Sarria

Sumin Byun

CHA University

Sungwoo Cho

CHA University

Goeun Kim

CHA University

Yeonjae Lee

CHA University

Sangwu Lim

CHA University

Hanyeol Yang

CHA University

Tian Xin

Beijing Institute of Technology

Zhang Yaxi

Beijing Institute of Technology

Peng Zhao

Beijing Institute of Technology

Weitang Han

Beijing Institute of Technology

Fa He

Beijing Institute of Technology

Yuna He

Beijing Institute of Technology

Nuonan Li

Beijing Institute of Technology

Xiaofan Luo

Beijing Institute of Technology

Cheng Boxuan

Beijing Jianhua Experimental School

Hu Jiaqi

Beijing Jianhua Experimental School

Yang Liangjian

Beijing Jianhua Experimental School

Li Wanji

Beijing Jianhua Experimental School

Chen Xinguang

Beijing Jianhua Experimental School

Liu Xinyu

Beijing Jianhua Experimental School

Zishi Wu

Beijing National Day School

Yukun Xi

Beijing National Day School

Xilin Yang

Beijing National Day School

Yuchen Yang

Beijing National Day School

Zhuoyi Yang

Beijing National Day School

Yihao Zhang

Beijing National Day School

Yuezhang Zhou

Beijing National Day School

Yue Peng

Beijing Normal University

Liu Yadi

Beijing Normal University

Shaobo Yang

Beijing Normal University

Jiang Yuanxu

Beijing Normal University

Kecheng Zhang

Beijing Normal University

Doris Abraham

Universität für Bodenkultur

Theresa Heger

Universität für Bodenkultur

Cass Leach

Boston University

Kevin Lorch

Boston University

Linda Luo

Boston University

Alex Gaudi

University of British Columbia (UBC)

Anthony Ho

University of British Columbia (UBC)

Morris Huang

University of British Columbia (UBC)

Christine Kim

University of British Columbia (UBC)

Luxcia Kugathasan

University of British Columbia (UBC)

Kevin Lam

University of British Columbia (UBC)

Catherine Pan

University of British Columbia (UBC)

Ariel Qi

University of British Columbia (UBC)

Cathy Yan

University of British Columbia (UBC)

Kaitlin Schaaf

University of Calgary

Cassandra Sillner

University of Calgary

Ryan Coates

Cardiff University

Hannah Elliott

Cardiff University

Emily Heath

Cardiff University

Evie McShane

Cardiff University

Geraint Parry

Cardiff University

Ali Tariq

Cardiff University

Sophie Thomas

Cardiff University

Ching-Wei Chen

National Chung Cheng University

Yu-Hong Cheng

National Chung Cheng University

Chia-Wei Hsu

National Chung Cheng University

Chin-Hsuan Liao

National Chung Cheng University

Wei-Ting Liu

National Chung Cheng University

Yu-Cheng Tang

National Chung Cheng University

Yu-Hsin Tang

National Chung Cheng University

Zon En Yang

National Chung Cheng University

Liu Jian

Chengdu Shishi High School

Caidian Li

Chengdu Shishi High School

Chenyi Lin

Chengdu Shishi High School

Guozheng Ran

Chengdu Shishi High School

Zhouyan Run

Chengdu Shishi High School

Weiyu Ting

Chengdu Shishi High School

Zhangxiang Yong

Chengdu Shishi High School

Liuhong Yu

Chengdu Shishi High School

Andrea Clausen Lind

Chalmers, Biologi och bioteknik, Systembiologi

Axel Norberg

Chalmers, Biologi och bioteknik

Amanda Olmin

Student vid Chalmers

Jacob Sjolin

Chalmers, Biologi och bioteknik, Industriell bioteknik

Agnes Torell

Chalmers, Biologi och bioteknik

Cecilia Trivellin

Chalmers, Biologi och bioteknik, Industriell bioteknik

Francisco Zorrilla

Chalmers, Biologi och bioteknik, Systembiologi

Philip Gorter de Vries

Chalmers, Biologi och bioteknik, Systembiologi

Haolun Cheng

China International Education Institute

Jiarong Peng

China International Education Institute

Zhenyu Xiong

China International Education Institute

Dina Altarawneh

Carnegie Mellon University (CMU)

Sayeda Sakina Amir

Carnegie Mellon University (CMU)

Sondoss Hassan

Carnegie Mellon University (CMU)

Annette Vincent

Carnegie Mellon University (CMU)

Ben Costa

Colorado School of Mines

Isabella Gallegos

Colorado School of Mines

Mitch Hale

Colorado School of Mines

Matt Sonnier

Colorado School of Mines

Kathleen Whalen

Colorado School of Mines

Max Elikan

Columbia University

Sean Kim

Columbia University

Jaewon You

Columbia University

Rahul Rambhatla

Cornell University

Ashwin Viswanathan

Cornell University

Hong Tian

China Pharmaceutical University

Huandi Xu

China Pharmaceutical University

Wanli Zhang

China Pharmaceutical University

Shuyao Zhou

China Pharmaceutical University

Liu Jiamiao

Central South University

Xiao Jiaqi

Central South University

Darilyn Craw

Colorado State University

Marley Goetz

Colorado State University

Neil Rettedal

Colorado State University

Hayden Yarbrough

Colorado State University

Christopher Ahlgren

Dalian University of Technology

Brett Guadagnino

Dalian University of Technology

James Guenther

Dalian University of Technology

Juilanne Huynh

Dalian University of Technology

Zhien He

Dalian University of Technology

Huan Liu

Dalian University of Technology

Yuansheng Liu

Dalian University of Technology

Mingbo Qu

Dalian University of Technology

Li Song

Dalian University of Technology

Chao Yang

Dalian University of Technology

Jun Yang

Dalian University of Technology

Xianqi Yin

Dalian University of Technology

Yuanzhen Zhang

Dalian University of Technology

Jianan Zhou

Dalian University of Technology

Lihan Zi

Dalian University of Technology

Zhu Jinyu

Dalian University of Technology

Xu Kang

Dalian University of Technology

Peng Xilei

Dalian University of Technology

Han Xue

Dalian University of Technology

Shu Xun

Dalian University of Technology

Priyanka Babu

Del Norte High School

Arushi Dogra

Del Norte High School

Pranav Thokachichu

Del Norte High School

David Faurdal

Danmarks Tekniske Universitet (DTU)

Joen Haahr Jensen

Danmarks Tekniske Universitet (DTU)

Jacob Mejlsted

Danmarks Tekniske Universitet (DTU)

Lina Nielsen

Danmarks Tekniske Universitet (DTU)

Tenna Rasmussen

Danmarks Tekniske Universitet (DTU)

Jennifer Denter

Heinrich Heine Universität Düsseldorf

Kai Husnatter

Heinrich Heine Universität Düsseldorf

Ylenia Longo

Heinrich Heine Universität Düsseldorf

Juan Carlos Luzuriaga

Universidad de las Fuerzas Armadas (ESPE)

Eduardo Moncayo

Universidad de las Fuerzas Armadas (ESPE)

Natalia Torres Moreira

Universidad de las Fuerzas Armadas (ESPE)

Jennifer Tapia

Universidad de las Fuerzas Armadas (ESPE)

Tang Dingyue

East China University of Science and Technology

Zhao Jingjing

East China University of Science and Technology

Xu Wenhao

East China University of Science and Technology

Teng Xinyu

East China University of Science and Technology

Hong Xiujing

East China University of Science and Technology

Jackson DeKloe

University of Edinburgh

Ben Astles

University of Edinburgh

Ugne Baronaite

University of Edinburgh

Inga Grazulyte

University of Edinburgh

Michael Hwang

Emory University

Yibo Pang

Emory University

Michael Andrew Crone

Ecole Polytechnique Federale de Lausanne (EPFL)

Reza Hosseini

Ecole Polytechnique Federale de Lausanne (EPFL)

Moustafa Houmani

Ecole Polytechnique Federale de Lausanne (EPFL)

Daniel Zadeh

Ecole Polytechnique Federale de Lausanne (EPFL)

Violetta Zanotti

Ecole Polytechnique Federale de Lausanne (EPFL)

Oliver Andreas Baltensperger

Eidgenössische Technische Hochschule Zürich (ETH)

Eline Yafele Bijman

Eidgenössische Technische Hochschule Zürich (ETH)

Elisa Garulli

Eidgenössische Technische Hochschule Zürich (ETH)

Jan Lukas Krusemann

Eidgenössische Technische Hochschule Zürich (ETH)

Adriano Martinelli

Eidgenössische Technische Hochschule Zürich (ETH)

Antonio Martinez

Eidgenössische Technische Hochschule Zürich (ETH)

Tobias Vornholt

Eidgenössische Technische Hochschule Zürich (ETH)

Monteil Camille

Université Paris-Saclay

Ahavi Paul

Université Paris-Saclay

Emily Browne

University of Exeter

Daniel Barber James Gilman

University of Exeter

Amy Hewitt

University of Exeter

Sophie Hodson

University of Exeter

Ingebjorg Holmedal

University of Exeter

Fiona Kennedy

University of Exeter

Juliana Sackey

University of Exeter

Selina Beck

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Franziska Eidloth

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Markus Imgold

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Anna Matheis

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Tanja Meerbrei

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

David Ruscher

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Marco Schaeftlein

Friedrich-Alexander-Universität Erlangen Nurnberg (FAU)

Zhu Hanrong

Fujian Normal University

Mitchell Wan

Fudan University

Leijie Dai

Fudan University

Kaifeng Jin

Fudan University

Sihan Wang

Fudan University

Xin Wang

Fudan University

Yi Wang

Fudan University

Yifan Wang

Fudan University

Chenhai Wu

Fudan University

Zixuan Zhang

Fudan University

Yineng Zhou

Fudan University

Liu Xinyu

Guangdong Experimental High School

Zeng Zirong

Guangdong Experimental High School

Rehmat Babar

Georgia State University

Mathew Brewer

Georgia State University

Christina Clodomir

Georgia State University

Laura Das Neves

Georgia State University

Amanda Iwuogo

Georgia State University

Ari Jones

Georgia State University

Cara Jones

Georgia State University

Julia Kelly

Georgia State University

Gloria Kim

Georgia State University

Jessica Siemer

Georgia State University

Yash Yadav

Georgia State University

Yuichiro Ikagawa

Gifu University

Tatsuki Isogai

Gifu University

Ryo Niwa

Gifu University

Celine Aubry

Université Paris-Saclay

William Briand

Université Paris-Saclay

Annick Jacq

Université Paris-Saclay

Sylvie Lautru

Université Paris-Saclay

Britany Marta

Université Paris-Saclay

Clemence Maupu

Université Paris-Saclay

Xavier Ollessa-Daragon

Université Paris-Saclay

Kenn Papadopoulo

Université Paris-Saclay

Mahnaz Sabeta Azad

Université Paris-Saclay

Wei Kuangyi

Shenzhen College Of International Education

Yao Xiu

Shenzhen College Of International Education

Chenghao Yang

Shenzhen College Of International Education

Aditya Iyer

Rijksuniversiteit Groningen

Rianne Prins

Rijksuniversiteit Groningen

Phillip Yesley

Rijksuniversiteit Groningen

Fang Lichi

Guangdong Experimental High School

Chen Zi Xuan

Guangdong Experimental High School

Kyuhee Jo

Hankuk Academy of Foreign Studies

Mikyung Park

Hankuk Academy of Foreign Studies

Seunghyun Park

Hankuk Academy of Foreign Studies

Hojun Yoo

Hankuk Academy of Foreign Studies

Nele Burckhardt

Universität Hamburg

Lea Daniels

Universität Hamburg

Bjarne Klopprogge

Universität Hamburg

Dustin Kruger

Universität Hamburg

Oda-Emilia Meyfarth

Universität Hamburg

Lisa Putthoff

Universität Hamburg

Dominika Wawrzyniak

Universität Hamburg

Xinyi Hu

Hubei University of Technology (HBUT)

Yunyi Wang

Hubei University of Technology (HBUT)

Lior Badash

The Hebrew University Of Jerusalem

Amichai Baichman-Kass

The Hebrew University Of Jerusalem

Alon Barshap

The Hebrew University Of Jerusalem

Yonatan Friedman

The Hebrew University Of Jerusalem

Eliya Milshtein

The Hebrew University Of Jerusalem

Omri Vardi

The Hebrew University Of Jerusalem

Shan Dong

Hangzhou Foreign Language School

Yining Gu

Hangzhou Foreign Language School

Yuanzhe Pei

Hangzhou Foreign Language School

Ruyi Shi

Hangzhou Foreign Language School

Fan Yang

Hangzhou Foreign Language School

Jinshu Yang

Hangzhou Foreign Language School

Xueqian Zhu

Hangzhou Foreign Language School

Lam Kai Ching

Tsuen Wan Public Ho Chuen Yiu Memorial College

Law Hiu Ching

Tsuen Wan Public Ho Chuen Yiu Memorial College

Ng Tsz Chun

Tsuen Wan Public Ho Chuen Yiu Memorial College

Yu Man Hin

Tsuen Wan Public Ho Chuen Yiu Memorial College

Lai Tsz Hong

Tsuen Wan Public Ho Chuen Yiu Memorial College

Chan Wing Lam

Tsuen Wan Public Ho Chuen Yiu Memorial College

Yiu Choi Lam

Tsuen Wan Public Ho Chuen Yiu Memorial College

Cheah Matthew

Tsuen Wan Public Ho Chuen Yiu Memorial College

Cheng Tsz Ngo

Tsuen Wan Public Ho Chuen Yiu Memorial College

Yun Shuan

Tsuen Wan Public Ho Chuen Yiu Memorial College

Chan Tsey Wan

Tsuen Wan Public Ho Chuen Yiu Memorial College

Tsui Shing Yan

Tsuen Wan Public Ho Chuen Yiu Memorial College

Chong Yuk Yee

Tsuen Wan Public Ho Chuen Yiu Memorial College

Tam Chi Yu

Tsuen Wan Public Ho Chuen Yiu Memorial College

Yuen Wai Yu

Tsuen Wan Public Ho Chuen Yiu Memorial College

Chung Tsun Ho Anson

St Stephen’s College

Lee Sze Choi

St Stephen’s College

Cheung Man Chun

St Stephen’s College

Chan Lok Hin

St Stephen’s College

Wong Chung Hin

St Stephen’s College

Ng Sze Ho

St Stephen’s College

Leung Chung Yin Jay

St Stephen’s College

Lai Man Wai Katherine

St Stephen’s College

Wong Carol Kin-ning

St Stephen’s College

Lee Hong Kiu

St Stephen’s College

Cheng Chak Kong

St Stephen’s College

Leung Chung Wai

St Stephen’s College

Yeung Wing Yan

St Stephen’s College

Wong Tsz Yeung

St Stephen’s College

Lee Ka Yin

St Stephen’s College

Tsui Shing Yan Grace

The University of Hong Kong

Lam Kai Ching Joe

The University of Hong Kong

Ng Tsz Chun Kenneth

The University of Hong Kong

Cheah Matthew Yun Shuan

The University of Hong Kong

Ferdinan Aldo

Hong Kong University of Science and Technology

Chung Him Pang

Hong Kong University of Science and Technology

Kam Pang So

Hong Kong University of Science and Technology

Hei Man Wong

Hong Kong University of Science and Technology

Lai Tsz Ching

United Christian College (Kowloon East)

Luk Hau Ching

United Christian College (Kowloon East)

Ip Ning Fung

United Christian College (Kowloon East)

Yam Shing Fung

United Christian College (Kowloon East)

Lee Chi Hong

United Christian College (Kowloon East)

Hsiu Ou Ning

United Christian College (Kowloon East)

Jonathan Cheng Hon Sang

United Christian College (Kowloon East)

Yeung Hoi Lam Elsa

Chinese University of Hong Kong

Chan Yick Hei

Chinese University of Hong Kong

Lo Ho Sing

Chinese University of Hong Kong

Choi Seong Wang

Chinese University of Hong Kong

Yiheng Gu

Hubei University

Ziyue Rong

Hubei University

Haoyue Song

Hubei University

Pengying Wang

Hubei University

Yuefei Wang

Hubei University

Yan Chen

Huazhong University of Science and Technology

Hao Qiu

Huazhong University of Science and Technology

Haotian Ren

Huazhong University of Science and Technology

Ziyang Xiao

Huazhong University of Science and Technology

Heng Heng

Huazhong Agricultural University

Xichen Rao

Huazhong Agricultural University

Ruonan Tian

Huazhong Agricultural University

Shalini S. Deb

Institute of Chemical Technology

Yash Laxman Kamble

Institute of Chemical Technology

Ninad Kumbhojkar

Institute of Chemical Technology

Bhargav Patel

Institute of Chemical Technology

Supriya Prakash

Institute of Chemical Technology

Shamlan M. S. Reshamwala

Institute of Chemical Technology

Poorva Taskar

Institute of Chemical Technology

[NO FIRST NAME IN SCOPUS] Gokul

Indian Institute of Science

Adwaith B. Uday

Indian Institute of Science

Anubhav Basu

Indian Institute of Science Education and Research Bhopal

Rishi Gandhi

Indian Institute of Science Education and Research Bhopal

Jatin Khaimani

Indian Institute of Science Education and Research Bhopal

Arundhati Khenwar

Indian Institute of Science Education and Research Bhopal

Sandeep Raut

Indian Institute of Science Education and Research Bhopal

Tejas Somvanshi

Indian Institute of Science Education and Research Bhopal

Diptatanu Das

Indian Institute of Science

Souvik Ghosh

Indian Institute of Science

Hrishika Rai

Indian Institute of Science

Nithishwer Mouroug Anand

Indian Institute of Science

Ashwin Kumar Jainarayanan

Indian Institute of Science

Pranshu Kalson

Indian Institute of Science

Devang Haresh Liya

Indian Institute of Science

Vibhu Mishra

Indian Institute of Science

Sveekruth Sheshagiri Pai

Indian Institute of Science

Madhav Pitaliya

Indian Institute of Science

Yash Rana

Indian Institute of Science

Ravineet Yadav

Indian Institute of Science

Neha Arora

Indian Institute of Technology

Vasu Arora

Indian Institute of Technology

Shubham Jain

Indian Institute of Technology

Abhilash Patel

Indian Institute of Technology

Saksham Sharma

Indian Institute of Technology

Priyanka Singh

Indian Institute of Technology

Anushya Goenka

Indian Institute of Technology

Rishabh Jain

Indian Institute of Technology

Aryaman Jha

Indian Institute of Technology

Adarsh Kumar

Indian Institute of Technology

Abhinav Soni

Indian Institute of Technology

Sathvik Ananthakrishnan

Indian Institute of Technology

Velvizhi Devi

Indian Institute of Technology

Mohammed Faidh

Indian Institute of Technology

Guhan Jayaraman

Indian Institute of Technology

M. Sagar Kittur

Indian Institute of Technology

Nitish R. Mahapatra

Indian Institute of Technology

Sarvesh Menon

Indian Institute of Technology

Anantha Barathi Muthukrishnan

Indian Institute of Technology

B.P. Kailash

Indian Institute of Technology

Burhanuddin Sabuwala

Indian Institute of Technology

Mousami Shinde

Indian Institute of Technology

Sankalpa Venkatraghavan

Indian Institute of Technology

Weijia Liu

Jiangnan University

Zhoudi Miao

Jiangnan University

Tian Wang

Jiangnan University

Yaling Wang

Jiangnan University

Shuyan Zhang

Jiangnan University

Ruochen Chai

Jilin University

Yubin Ge

Jilin University

Ali Hou

Jilin University

Fangqi Liu

Jilin University

Xutong Liu

Jilin University

Jiangjiao Mao

Jilin University

Zihao Wang

Jilin University

Haimeng Yu

Jilin University

Hetian Yuan

Jilin University

Yang Zhan

Jilin University

Anna Ries

Julius-Maximilians Universität Würzburg

Chiara Wolfbeisz

Julius-Maximilians Universität Würzburg

Toshihiro Kanaya

Kanagawa Institute of Technology (KAIT)

Yusuke Kawasaki

Kanagawa Institute of Technology (KAIT)

Tatuya Maruo

Kanagawa Institute of Technology (KAIT)

Yuya Mori

Kanagawa Institute of Technology (KAIT)

Takehito Satoh

Kanagawa Institute of Technology (KAIT)

Anthony Chau

King's College London

Wai Yan Chu

King's College London

Anatoliy Markiv

King's College London

Marcos Vega-Hazas Marti

King's College London

Maria Jose Ramos Medina

King's College London

Deeksha Raju

King's College London

Shubhankar Sinha

King's College London

Youngeun Choi

Korea University

Bo Sun Ryu

Korea University

Gaurav Byagathvalli

Lambert High School

Ellie Kim

Lambert High School

Marjolein Crooijmans

Universiteit Leiden

Jazzy de Waard

Universiteit Leiden

Chiel van Amstel

Universiteit Leiden

Aubrey Demchuk

University of Lethbridge

Travis Haight

University of Lethbridge

Dong Ju Kim

University of Lethbridge

Andrei Neda

University of Lethbridge

Luc Roberts

University of Lethbridge

Reanna Takeyasu

University of Lethbridge

David Tobin

University of Lethbridge

Mina Akbary

Chinook High School

Rebecca Avileli

Chinook High School

Karen He

Chinook High School

Aroma Pageni

Chinook High School

Luke Saville

University of Lethbridge

Luke Saville

Chinook High School

Dewuni De Silva

Chinook High School

Nimaya De Silva

Chinook High School

Kristi Turton

Chinook High School

Michelle Wu

Chinook High School

Alice Zhang

Chinook High School

Benjamin Chavez

Texas Tech University at Lubbock

Paula Garavito

Texas Tech University at Lubbock

Michael Latham

Texas Tech University at Lubbock

Jeffrey Ptak

Texas Tech University at Lubbock

Darron Tharp

Texas Tech University at Lubbock

Nurul Izzati

Lunds tekniska högskola

Martin Jonsson

Lunds tekniska högskola

Nikol Labecka

Lunds tekniska högskola

Sara Palo

Lunds tekniska högskola

Renee Beale

Macquarie University

Dominic Logel

Macquarie University

Areti-Efremia Mellou

Macquarie University

Karl Myers

Macquarie University

Alejandro Alonso

Universidad Complutense de Madrid

Rodrigo Hernandez Cifuentes

Universidad Complutense de Madrid

Borja Sanchez Clemente

Universidad Complutense de Madrid

Gonzalo Saiz Gonzalo

Universidad Complutense de Madrid

Ivan Martin Hernandez

Universidad Complutense de Madrid

Laura Armero Hernandez

Universidad Complutense de Madrid

Francisco Javier Quero Lombardero

Universidad Complutense de Madrid

D. Marquina

Universidad Complutense de Madrid

Guillermo Fernandez Rodriguez

Universidad Complutense de Madrid

Ignacio Albert Smet

Universidad Complutense de Madrid

Tom Butterfield

University of Manchester

Ed Deshmukh-Reeves

University of Manchester

Namrata Gogineni

University of Manchester

Sam Hemmings

University of Manchester

Ismat Kabbara

University of Manchester

Ieva Norvaisaite

University of Manchester

Ryan Smith

University of Manchester

Daniel Bauersachs

Philipps-Universität Marburg

Benjamin Daniel

Philipps-Universität Marburg

Rene Inckemann

Philipps-Universität Marburg

Alexandra Seiffermann

Philipps-Universität Marburg

Daniel Stukenberg

Philipps-Universität Marburg

Carl Weile

Philipps-Universität Marburg

Valerian Clerc

McGill University

Jacqueline Ha

McGill University

Stephanie Totten

McGill University

Thomas Chang

McMaster University

Carlene Jimenez

McMaster University

Dhanyasri Maddiboina

McMaster University

Beliz Leyla Acar

Orta Doğu Teknik Üniversitesi

Evrim Elcin

Orta Doğu Teknik Üniversitesi

Tugba Inanc

Orta Doğu Teknik Üniversitesi

Gamze Kantas

Orta Doğu Teknik Üniversitesi

Ceyhun Kayihan

Orta Doğu Teknik Üniversitesi

Mert Secen

Orta Doğu Teknik Üniversitesi

Gun Suer

Orta Doğu Teknik Üniversitesi

Kutay Ucan

Orta Doğu Teknik Üniversitesi

Tunc Unal

Orta Doğu Teknik Üniversitesi

Matthew Fischer

University of Michigan

Naveen Jasti

University of Michigan

Thomas Stewart

University of Michigan

Sarah Caldwell

Michigan State University

Jordan Lee

Michigan State University

Jessica Schultz

Michigan State University

Ting-Chen Chang

Mingdao High School

Pei-Hong Chen

Mingdao High School

Yu-Hsuan Cheng

Mingdao High School

Yi-Hsuan Hsu

Mingdao High School

Chan-yu Yeh

Mingdao High School

Zhipeng Ding

University of Minnesota

Zihao Li

University of Minnesota

Savannah Lockwood

University of Minnesota

Katherine Quinn

University of Minnesota

Leo Carrillo

Université de Montpellier

Maxime Heintze

Université de Montpellier

Lea Meneu

Université de Montpellier

Marie Peras

Université de Montpellier

Tamara Yehouessi

Université de Montpellier

Keno Eilers

Technische Universität München

Elisabeth Falgenhauer

Technische Universität München

Wong Hoi Kiu

Technische Universität München

Julia Mayer

Technische Universität München

Julia Mueller

Technische Universität München

Sophie von Schoenberg

Technische Universität München

Dominic Schwarz

Technische Universität München

Brigit Tunaj

Technische Universität München

Zhaoqing Hu

Nanjing University

Yansong Huang

Nanjing University

Yuanyuan Li

Nanjing University

Chengzhu Fang

Nanjing Agricultural University

Jiangyuan Liu

Nanjing Agricultural University

Yiheng Liu

Nanjing Agricultural University

Yaxuan Wu

Nanjing Agricultural University

Sheng Xu

Nanjing Agricultural University

Long Yuan

Nanjing Agricultural University

Marco Edelmayer

Karl-Franzens-Universität Graz

Marlene Hiesinger

Karl-Franzens-Universität Graz

Sebastian Hofer

Karl-Franzens-Universität Graz

Birgit Krainer

Karl-Franzens-Universität Graz

Andreas Oswald

Karl-Franzens-Universität Graz

Dominik Strasser

Karl-Franzens-Universität Graz

Andreas Zimmermann

Karl-Franzens-Universität Graz

Yi-Cian Chen

National Chung Hsing University

Yuan-Yao Chan

National Chiao Tung University

Yu-Ci Chang

National Chiao Tung University

Nian Ruei Deng

National Chiao Tung University

Chi-Yao Ku

National Chiao Tung University

Meng-Zhan Lee

National Chiao Tung University

Hailong Li

Northeastern University China

Zhaoyu Liu

Northeastern University China

Guowei Song

Northeastern University China

Yuening Xiang

Northeastern University China

Hongfa Yan

Northeastern University China

He Huanying

Northeastern University China

Jiang Qiaochu

Northeastern University China

Jiang Shengjuan

Northeastern University China

Peng Yujie

Northeastern University China

Matt Burridge

Newcastle University

Kyle Standforth

Newcastle University

Sam Went

Newcastle University

Liang Chenxi

Nanjing University

Wang Han

Nanjing University

Zhang Qipeng

Nanjing University

Li Yifan

Nanjing University

Quan Yiming

Nanjing University

Pan Yutong

Nanjing University

Senhao Kou

Nankai University

Lin Luan

Nankai University

Umut Akova

Northwestern University

Liza Fitzgerald

Northwestern University

Bon Ikwuagwu

Northwestern University

Michael Johnson

Northwestern University

Jacob Kurian

Northwestern University

Christian Throsberg

Northwestern University

Lucy Allen

University of Nottingham

Christopher Humphreys

University of Nottingham

Daniel Partridge

University of Nottingham

Michaella Whittle

University of Nottingham

Nemira Zilinskaite

University of Nottingham

Meixuan Lee

Northwestern Polytechnical University

Weifeng Lin

Northwestern Polytechnical University

Yuan Ma

Northwestern Polytechnical University

Kai Wang

Northwestern Polytechnical University

Hsuan Cheng

National Tsing Hua University

Shumei Chi

National Tsing Hua University

Yi-Chien Chuang

National Tsing Hua University

Ray Huang

National Tsing Hua University

LiangYu Ko

National Tsing Hua University

Yu-Chun Lin

National Tsing Hua University

You-Yang Tsai

National Tsing Hua University

Cheng-Chieh Wang

National Tsing Hua University

Kai-Chiang Yu

National Tsing Hua University

Hanna Nedreberg Burud

Norges teknisk-naturvitenskapelige universitet

Carmen Chen

Norges teknisk-naturvitenskapelige universitet

Anne Kristin Haralsvik

Norges teknisk-naturvitenskapelige universitet

Adrian Marinovic

Norges teknisk-naturvitenskapelige universitet

Hege Hetland Pedersen

Norges teknisk-naturvitenskapelige universitet

Amanda Sande

Norges teknisk-naturvitenskapelige universitet

Vanessa Solvang

Norges teknisk-naturvitenskapelige universitet

Shaw Kar Ming

Nanyang Technological University

Albert Praditya

Nanyang Technological University

Aiganym Abduraimova

Nazarbayev University

Ayagoz Meirkhanova

Nazarbayev University

Assel Mukhanova

Nazarbayev University

Tomiris Mulikova

Nazarbayev University

Yanchen Gou

National University of Defense Technology

Chenyu Lu

National University of Defense Technology

Jiaxin Ma

National University of Defense Technology

Chushu Zhu

National University of Defense Technology

Leow Chung Yong Aaron

Universiti Kebangsaan Singapura (NUS)

Tvarita Shivakumar Iyer

Universiti Kebangsaan Singapura (NUS)

Wu Jiacheng

Universiti Kebangsaan Singapura (NUS)

Yan Ping Lim

Universiti Kebangsaan Singapura (NUS)

Beatrix Tung Xue Lin

Universiti Kebangsaan Singapura (NUS)

Aaron Ramzeen

Universiti Kebangsaan Singapura (NUS)

Nur Liyana Binte Ayub Ow Yong

Universiti Kebangsaan Singapura (NUS)

Yah Tse Sabrina Chua

Universiti Kebangsaan Singapura (NUS)

Yuhui Deborah Fong

Universiti Kebangsaan Singapura (NUS)

Menglan He

Universiti Kebangsaan Singapura (NUS)

Li Yang Tan

Universiti Kebangsaan Singapura (NUS)

Zhang Jiahe

Northwest University

Li Mingge

Northwest University

Li Nianlong

Northwest University

Li Yueyi

Northwest University

Cheng Yuhan

Northwest University

Annabel Chang

National Yang-Ming University Taiwan

Chih-Chiang Chen

National Yang-Ming University Taiwan

Ryan Chou

National Yang-Ming University Taiwan

Jude Clapper

National Yang-Ming University Taiwan

Evelyn Lai

National Yang-Ming University Taiwan

Yasmin Lin

National Yang-Ming University Taiwan

Kelsey Wang

National Yang-Ming University Taiwan

Jake Yang

National Yang-Ming University Taiwan

Mariam Anwar

New York University Abu Dhabi

Ibrahim Chehade

New York University Abu Dhabi

Imtiyaz Hariyani

New York University Abu Dhabi

Sion Hau

New York University Abu Dhabi

Ashley Isaac

New York University Abu Dhabi

Laura Karpauskaite

New York University Abu Dhabi

Mazin Magzoub

New York University Abu Dhabi

Daniel Obaji

New York University Abu Dhabi

Yong Rafael Song

New York University Abu Dhabi

Yejie Yun

New York University Abu Dhabi

Kai Sun

Ocean University of China

Yunqian Zhang

Ocean University of China

Eleanor Beard

University of Oxford

Laurel Constanti Crosby

University of Oxford

Nicolas Delalez

University of Oxford

Arman Karshenas

University of Oxford

Adrian Kozhevnikov

University of Oxford

Jhanna Kryukova

University of Oxford

Karandip Saini

University of Oxford

Jon Stocks

University of Oxford

Bhuvana Sudarshan

University of Oxford

Max Taylor

University of Oxford

George Wadhams

University of Oxford

Joe Windo

University of Oxford

Annissa Ameziane

Centre de Recherche en Informatique (CRI)

Darshak Bhatt

Centre de Recherche en Informatique (CRI)

Alexis Casas

Centre de Recherche en Informatique (CRI)

Antoine Levrier

Centre de Recherche en Informatique (CRI)

Ana Santos

Centre de Recherche en Informatique (CRI)

Nympha Elisa M. Sia

Centre de Recherche en Informatique (CRI)

Edwin Wintermute

Centre de Recherche en Informatique (CRI)

Alice Dejoux

Institut Pasteur, Paris

Deshmukh Gopaul

Institut Pasteur, Paris

Lea Guerassimoff

Institut Pasteur, Paris

Samuel Jaoui

Institut Pasteur, Paris

Manon Madelenat

Institut Pasteur, Paris

Serena Petracchini

Institut Pasteur, Paris

Fu Cai

Beijing University of Technology

Yang Jianzhao

Beijing University of Technology

Shi Shuyu

Beijing University of Technology

Li Tairan

Beijing University of Technology

Li Xin

Beijing University of Technology

Lin Yongjie

Beijing University of Technology

Huang Zhecheng

Beijing University of Technology

Evan Becker

University of Pittsburgh

Matthew Greenwald

University of Pittsburgh

Vivian Hu

University of Pittsburgh

Tucker Pavelek

University of Pittsburgh

Elizabeth Pinto

University of Pittsburgh

Zemeng Wei

University of Pittsburgh

Zachary Burgland

Purdue University

Janice Chan

Purdue University

Julianne Dejoie

Purdue University

Kevin Fitzgerald

Purdue University

Zach Hartley

Purdue University

Moiz Rasheed

Purdue University

Makayla Schacht

Purdue University

Maddison Gahagan

Queen's University

Ellis Kelly

Queen's University

Elisha Krauss

Queen's University

Yuze Cao

High School Affiliated to Renmin University of China (RDFZ)

Yishen Shen

High School Affiliated to Renmin University of China (RDFZ)

Xuan Wang

High School Affiliated to Renmin University of China (RDFZ)

Hanning Xu

High School Affiliated to Renmin University of China (RDFZ)

Jianxiang Zhang

High School Affiliated to Renmin University of China (RDFZ)

Priyanka Chandramouli

Rajalakshmi Engineering College

Amal Jude Ashwin F

Rajalakshmi Engineering College

Srimathi Jayaraman

Rajalakshmi Engineering College

Marcia Smiti Jude

Rajalakshmi Engineering College

Vignesh Kumar

Rajalakshmi Engineering College

Hema Lekshmi

Rajalakshmi Engineering College

R. Preetha

Rajalakshmi Engineering College

Khadija Rashid

Rajalakshmi Engineering College

S. Deepak Kumar

Rajalakshmi Engineering College

B.S. Mohan Kumar

Rajalakshmi Engineering College

Leon Michael Barrat

Universität Bielefeld

Jil-Sophie Dissmann

Universität Bielefeld

Jorn Kalinowski

Universität Bielefeld

Matthias Otto

Universität Bielefeld

Johannes Ruhnau

Universität Bielefeld

Johannes Ruhnau

Universität Bielefeld

Fynn Stuhlweissenburg

Universität Bielefeld

Elisa Ueding

Universität Bielefeld

Ariel Bohner

Rose-Hulman Institute of Technology (RHIT)

Brittany Clark

Rose-Hulman Institute of Technology (RHIT)

Emilie Deibel

Rose-Hulman Institute of Technology (RHIT)

Liz Klaas

Rose-Hulman Institute of Technology (RHIT)

Kaylee Pate

Rose-Hulman Institute of Technology (RHIT)

Elisa Weber

Rose-Hulman Institute of Technology (RHIT)

Katherine Cohen

Rice University

Anna Guseva

Rice University

Stefanie King

Rice University

Soohyun Yoon

Rice University

Sanika Ambre

Ramnarain Ruia Autonomous College

Shilpa Bhowmick

Ramnarain Ruia Autonomous College

Nishtha Pange

Ramnarain Ruia Autonomous College

Komal Parab

Ramnarain Ruia Autonomous College

Vainav Patel

Ramnarain Ruia Autonomous College

Mitali Patil

Ramnarain Ruia Autonomous College

Aishwarya Rajurkar

Ramnarain Ruia Autonomous College

Mayuri Rege

Ramnarain Ruia Autonomous College

Maithili Sawant

Ramnarain Ruia Autonomous College

Shrutika Sawant

Ramnarain Ruia Autonomous College

Anjali Vaidya

Ramnarain Ruia Autonomous College

Peicheng Ji

Stony Brook University

Fang Luo

Stony Brook University

Guanghui Ma

Stony Brook University

Xin Xu

Stony Brook University

Jiacheng Yin

Stony Brook University

Yinchi Zhou

Stony Brook University

Ke Zhu

Stony Brook University

Yaohua Huang

South China Agriculture University

Yinpin Huang

South China Agriculture University

Jiadong Li

South China Agriculture University

Xuecheng Li

South China Agriculture University

Hao Wang

South China Agriculture University

Ken Wang

South China Agriculture University

Wei Wang

South China Agriculture University

Xinyu Zhang

South China Agriculture University

Jiahua Zou

South China Agriculture University

Minyue Bao

Sichuan University

Han Kang

Sichuan University

Xiaolong Liu

Sichuan University

Yibing Tao

Sichuan University

Ziru Wang

Sichuan University

Fuqiang Yang

Sichuan University

Tianyi Zhang

Sichuan University

Yanling Zhong

Sichuan University

Jiezheng Liu

South China University of Technology

Jingang Liu

South China University of Technology

Lingling Ma

South China University of Technology

Xubo Niu

South China University of Technology

Ling Qian

South China University of Technology

Li Wang

South China University of Technology

Qingyan Yan

South China University of Technology

Nannan Zhao

South China University of Technology

Weixuan Chen

South China University of Technology

Yuxin Zhou

South China University of Technology

Junyang Chen

Shandong University

Junyao Hao

Shenzhen Foreign Languages School

Zhang HuaYue

Shenzhen Foreign Languages School

Peilin Li

Shenzhen Foreign Languages School

Yifei Pei

Shenzhen Foreign Languages School

Jingting Qu

Shenzhen Foreign Languages School

Raven Wang

Shenzhen Foreign Languages School

Xinyue Wang

Shenzhen Foreign Languages School

Kangjie Wu

Shenzhen Foreign Languages School

Yuxuan Wu

Shenzhen Foreign Languages School

Meredith Xiang

Shenzhen Foreign Languages School

Leyi Yang

Shenzhen Foreign Languages School

Zisang Yang

Shenzhen Foreign Languages School

Li Zhaoting

Shenzhen Foreign Languages School

Wenhan Fu

ShanghaiTech University

Zonghao Li

ShanghaiTech University

Weiyi Tang

ShanghaiTech University

Kaida Zhang

ShanghaiTech University

Haocong Li

Second High School Attached to Beijing Normal University (SHSBNU)

Xuze Shao

Second High School Attached to Beijing Normal University (SHSBNU)

Chuyi Yang

Second High School Attached to Beijing Normal University (SHSBNU)

Yuanhong Zeng

Second High School Attached to Beijing Normal University (SHSBNU)

Yanjun Zhou

Second High School Attached to Beijing Normal University (SHSBNU)

Shangzhi Dong

Shanghai High School International Division

Younji Jung

Shanghai High School International Division

Sophie Ruojia Li

Shanghai High School International Division

Tingting Li

Shanghai High School International Division

Jiacheng Yu

Shanghai High School International Division

Shangzhi Dong

Shanghai Foreign Language School

Tingting Li

Shanghai Foreign Language School

Xinyi Miao

Shanghai Foreign Language School

Sibo Wang

Shanghai Foreign Language School

Yiming Ding

Shenzhen College Of International Education

Jiaxi Huang

Shenzhen College Of International Education

Yuqi Li

Shenzhen College Of International Education

Ting Sun

Shenzhen College Of International Education

Qinghe Tian

Shenzhen College Of International Education

Mengxuan Wu

Shenzhen College Of International Education

Jinming Xing

Shenzhen College Of International Education

Xin Xiong

Shenzhen College Of International Education

Yining Yan

Shenzhen College Of International Education

Qiu Yihang

Shenzhen College Of International Education

Jige Zhang

Shenzhen College Of International Education

Yi Zhou

Shenzhen College Of International Education

Zhiyu Zhou

Shenzhen College Of International Education

Zhuoyang Chen

Shanghai Jiao Tong University

Peixiang He

Shanghai Jiao Tong University

Yirui Hong

Shanghai Jiao Tong University

Chia-Yi Hsiao

Shanghai Jiao Tong University

Zhihan Liang

Shanghai Jiao Tong University

Zhixiang Liu

Shanghai Jiao Tong University

Yuncong Ran

Shanghai Jiao Tong University

Shiyu Sun

Shanghai Jiao Tong University

Ruoyu Xia

Shanghai Jiao Tong University

Dongyang Dong

Shandong University

Wenxue Zhao

Shandong University

Miao Hu

Second Military Medical University

Shi Hu

Second Military Medical University

Wei Shi

Second Military Medical University

[NO FIRST NAME IN SCOPUS] Shulun

Second Military Medical University

Han Yan

Second Military Medical University

Yusheng Ye

Second Military Medical University

Yiquan Hong

Shenzhen Middle School

Yuyao Pan

Shenzhen Middle School

Yiran Song

Shenzhen Middle School

Jinhan Zhang

Shenzhen Middle School

Yihang Zhao

Shenzhen Middle School

Dounia Chater

Université Pierre et Marie Curie (UPMC)

Asmaa Foda

Université Pierre et Marie Curie (UPMC)

Yanyan Li

Université Pierre et Marie Curie (UPMC)

Ursula Saade

Université Pierre et Marie Curie (UPMC)

Victor Sayous

Université Pierre et Marie Curie (UPMC)

Yilin Mo

Shenzhen Senior High School

Wenan Ren

Shenzhen Senior High School

Chenxu Zeng

Shenzhen Senior High School

Yixin Cao

Shenzhen Institute of Technology

Clarissa Czekster

University of St Andrews

Izzy Dunstan

University of St Andrews

Simon Powis

University of St Andrews

Bethany Reaney

University of St Andrews

Eva Snaith

University of St Andrews

Cam Young

University of St Andrews

Eva Frankel

Stanford University

Eleanor Glockner

Stanford University

Isaac Justice

Stanford University

Santosh Murugan

Stanford University

Leo Penny

Stanford University

Chrismar Garcia

Kungliga Tekniska Högskolan (KTH)

Stamatina Rentouli

Kungliga Tekniska Högskolan (KTH)

Priya Aggarwal

Stony Brook University

Stephanie Budhan

Stony Brook University

Woody Chiang

Stony Brook University

Dominika Kwasniak

Stony Brook University

Karthik Ledalla

Stony Brook University

Matthew Lee

Stony Brook University

Natalie Lo

Stony Brook University

Matthew Mullin

Stony Brook University

Lin Yu Pan

Stony Brook University

Jennifer Rakhimov

Stony Brook University

Robert Ruzic

Stony Brook University

Manvi Shah

Stony Brook University

Lukas Velikov

Stony Brook University

Sara Vincent

Stony Brook University

Philip Horz

Universität Stuttgart

Nadine Kuebler

Universität Stuttgart

Jan Notheisen

Universität Stuttgart

David Doyle

Shanghai United International School

Jiajun Gu

Shanghai United International School

Wenyue Hu

Shanghai United International School

Shuting Yang

Shanghai United International School

Tao Kehan

Sun Yat-Sen University

Gao Menghan

Sun Yat-Sen University

Mao Xiaowen

Sun Yat-Sen University

Yifei Chen

Sun Yat-Sen University

Ziqi Kang

Sun Yat-Sen University

Haochen Ni

Sun Yat-Sen University

Junyu Chen

Shenzhen University

Lindong He

Shenzhen University

Mingyue Luo

Shenzhen University

Jiaqi Tang

Shenzhen University

Kira Boyce

Readiness Acceleration and Innovation Network

James Lee

Readiness Acceleration and Innovation Network

Michael Martin

Readiness Acceleration and Innovation Network

Judy Van Nguyen

Readiness Acceleration and Innovation Network

Leon Wan

Readiness Acceleration and Innovation Network

Artur Astapenka

Tartu Ülikool

Turan Badalli

Tartu Ülikool

Irina Borovko

Tartu Ülikool

Nadezhda Chulkova

Tartu Ülikool

Ilona Faustova

Tartu Ülikool

Anastasia Kolosova

Tartu Ülikool

Mart Loog

Tartu Ülikool

Artemi Maljavin

Tartu Ülikool

Frida Matiyevskaya

Tartu Ülikool

Vladislav Tuzov

Tartu Ülikool

Catherine Chang

Taipei American School

Ryan Chou

Taipei American School

Jude Clapper

Taipei American School

Tim Ho

Taipei American School

Yi Da Hsieh

Taipei American School

Evelyn Lai

Taipei American School

Leona Tsai

Taipei American School

Kelsey Wang

Taipei American School

Justin Wu

Taipei American School

Viana Isabel Perez Dominguez

Tecnológico de Monterrey

Cesar Ibrahym Rodriguez Fernandez

Tecnológico de Monterrey

Daniela Olono Fierro

Tecnológico de Monterrey

Anna Karen Aguilar Nunez

Tecnológico de Monterrey

Jose Pablo Rascon Perez

Tecnológico de Monterrey

Mario Loya Rivera

Tecnológico de Monterrey

Cynthia Lizeth Gonzalez Trevizo

Tecnológico de Monterrey

Maria Antonia Luna Velasco

Tecnológico de Monterrey

Carlos Javier Cordero Oropeza

Tecnológico de Monterrey

Adrian Federico Hernandez Mendoza

Tecnológico de Monterrey

Jose Arnulfo Juarez Figueroa

Tecnológico de Monterrey

Luis Mario Leal

Tecnológico de Monterrey

Samantha Ayde Pena Benavides

Tecnológico de Monterrey

Victor Javier Robledo Martinez

Tecnológico de Monterrey

Adriana Lizeth Rubio Aguirre

Tecnológico de Monterrey

Andres Benjamin Sanchez Alvarado

Tecnológico de Monterrey

Margarita Sofia Calixto Solano

Tecnológico de Monterrey

Nora Esther Torres Castillo

Tecnológico de Monterrey

Alejandro Robles Zamora

Tecnológico de Monterrey

Esteban de la Pena Thevenet

Tecnológico de Monterrey

Karla Soto Blas

Tecnológico de Monterrey

Ana Laura Torres Huerta

Tecnológico de Monterrey

Armando Cortes Resendiz

Tecnológico de Monterrey

Frida Cruz

Tecnológico de Monterrey

Fernanda Diaz

Tecnológico de Monterrey

Diego Espinoza

Tecnológico de Monterrey

Ana Cristina Figueroa

Tecnológico de Monterrey

Ana Cecilia Luque

Tecnológico de Monterrey

Roberto Portillo

Tecnológico de Monterrey

Carolina Senes

Tecnológico de Monterrey

Diana Tamayo

Tecnológico de Monterrey

Mariano Del Toro

Tecnológico de Monterrey

Ioannis Alexopoulos

Aristotelio Panepistimio Thessalonikis

Alexandros Dimitriou Giannopoulos

Aristotelio Panepistimio Thessalonikis

Yvoni Giannoula

Aristotelio Panepistimio Thessalonikis

Grigorios Kyrpizidis

Aristotelio Panepistimio Thessalonikis

Ma Xinyue

Tongji University

Chen Xirui

Tongji University

Song Zhiwei

Tongji University

Nina Adler

University of Toronto

Amalia Caballero

University of Toronto

Carla Hamady

University of Toronto

Ahmed Ibrahim

University of Toronto

Jasmeen Parmar

University of Toronto

Tashi Rastogi

University of Toronto

Jindian Yang

University of Toronto

Jean Delhomme

Institut National des Sciences Appliquees de Toulouse

Anthony Henras

Institut National des Sciences Appliquees de Toulouse

Stephanie Heux

Institut National des Sciences Appliquees de Toulouse

Yves Romeo

Institut National des Sciences Appliquees de Toulouse

Marion Toanen

Institut National des Sciences Appliquees de Toulouse

Camille Wagner

Institut National des Sciences Appliquees de Toulouse

Paul Zanoni

Institut National des Sciences Appliquees de Toulouse

Thea Lotz

Technische Universität Darmstadt

Elena Nickels

Technische Universität Darmstadt

Beatrix Suss

Technische Universität Darmstadt

Heribert Warzecha

Technische Universität Darmstadt

Jennifer Zimmermann

Technische Universität Darmstadt

Emilien Dubuc

Technische Universiteit Eindhoven

Bruno Eijkens

Technische Universiteit Eindhoven

Sander Keij

Technische Universiteit Eindhoven

Simone Twisk

Technische Universiteit Eindhoven

Mick Verhagen

Technische Universiteit Eindhoven

Maxime van den Oetelaar

Technische Universiteit Eindhoven

Alexander Armstrong

TU Delft

Nicole Bennis

TU Delft

Susan Bouwmeester

TU Delft

Lisa Buller

TU Delft

Kavish Kohabir

TU Delft

Monique de Leeuw

TU Delft

Venda Mangkusaputra

TU Delft

Jard Mattens

TU Delft

Janine Nijenhuis

TU Delft

Timmy Paez

TU Delft

Lisbeth Schmidtchen

TU Delft

Gemma van der Voort

TU Delft

Gao Ge

Tianjin University of Technology

Xu Haoran

Tianjin University of Technology

Li Xiaojin

Tianjin University of Technology

Ejouan Agena

University of Alberta

Ethan Agena

University of Alberta

Scott Bath

University of Alberta

Robert Campbell

University of Alberta

Rochelin Dalangin

University of Alberta

Anna Kim

University of Alberta

Dominic Sauvageau

University of Alberta

Irene Shkolnikov

University of Alberta

Daniel Graves

University of California

Jacob Lang

University of California

Jolee Nieberding-Swanberg

University of California

Achala Rao

University of California

Ares Torres

University of California

Andrew Yao

University of California

Anser Abbas

University of California

Claire Luo

University of California

Xu Zepeng

Chinese Academy of Sciences

Zhao Ziyi

Chinese Academy of Sciences

Janice Chen

University of Chicago

Cian Colgan

University of Chicago

Steve Dvorkin

University of Chicago

Rachael Filzen

University of Chicago

Varun Patel

University of Chicago

Allison Scott

University of Chicago

Patricia Zulueta

University of Chicago

Joaquin Acosta

Universidad de Chile (UCH)

Lucas Araya

Universidad de Chile (UCH)

Francisco Chavez

Universidad de Chile (UCH)

Sebastian Farias

Universidad de Chile (UCH)

Delia Garrido

Universidad de Chile (UCH)

Andres Marcoleta

Universidad de Chile (UCH)

Felipe Munoz

Universidad de Chile (UCH)

Paula Rivas

Universidad de Chile (UCH)

Noelle Colant

University College London (UCL)

Catherine Fan

University College London (UCL)

Stefanie Frank

University College London (UCL)

Jacopo Gabrielli

University College London (UCL)

Paola Handal

University College London (UCL)

Vitor Pinheiro

University College London (UCL)

Stefanie Santamaria

University College London (UCL)

Shamal Withanage

University College London (UCL)

Fang Xue

University College London (UCL)

Antoine Gerard

Universite catholique de Louvain

Marine Lefevre

Universite catholique de Louvain

Fiona Milano

Universite catholique de Louvain

Nina De Sousa Oliveira

Universite catholique de Louvain

Mathieu Parmentier

Universite catholique de Louvain

Luca Rigon

Universite catholique de Louvain

Elizabeth Chamiec-Case

University of Connecticut

Ryan Chen

University of Connecticut

Peter Crowley

University of Connecticut

Shannon Doyle

University of Connecticut

Sricharan Kadimi

University of Connecticut

Toni Vella

University of Connecticut

Natthawut Adulyanukosol

Köpenhamns universitet