Uncovering Diverse Microbial Mechanisms via AI

May 6, 2025
MD4 level 2 Seminar Room (MD4-02-03E)

Abstract:  

In my previous research, I employed computational methods to investigate the adaptation mechanisms and phage-host interactions within the human gut microbiome. I was motivated by the challenge that healthy microbes often struggle to survive in patients’ gut environments after fecal microbiota transplantation. During my analysis, I found limitations in existing tools for microbial sequence analysis. To address this, my team developed Mapper for sequence alignment and QuickVariants for variant identification. These tools are specifically tailored to microbial data to improve accuracy and efficiency. Moving forward, my lab at SBS and SCELSE aims to develop AI models to explore broader microbial mechanisms, including flexible genetic exchange, regulatory networks, phage defense, and environmental sensing.

 

Bibliography: 

Before joining NTU, Anni was a Research Scientist at the Alm Lab at MIT from 2023-2024, where she previously held a postdoctoral position from 2018 to 2023. Her research during this period focused on identifying bacteria-phage interactions within human gut microbiomes and developing faster, more accurate tools for sequencing alignment and variant identification.

Anni earned her PhD in Environmental Engineering from the University of Hong Kong in 2018. Her doctoral research was centred on identifying high-risk antibiotic resistance genes in environmental microbiomes via bioinformatics into microbial genomes and metagenomes. She completed her Bachelor of Science in Environmental Biology at Nanjing University in 2014. During her undergraduate, she studied antimicrobial resistance mechanisms in yeasts.

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Secondary Members

David ALLEN

Associate Professor​ (Medicine)​ ​

Sophia ARCHULETA

Associate Professor (Medicine)

Yann BOUCHER

Associate Professor (SPH)​

Louis CHAI

Associate Professor​ (Medicine)​

Kaiwen CHEN

Assistant Professor (Micro & Immuno)

CHN'G Jun Hong

Senior Lecturer (Micro & Immuno)

 

LOK Shee Mei

 Professor (Duke-NUS)

Hannah CLAPHAM

Assistant Professor (SPH)

Dale FISHER​

Professor​ (Medicine)​

KOH Cho Yeow

Associate Professor (Medicine)

Raymond LIN

Associate Professor​ (NPHL-NCID)​

LUO Min

Assistant Professor (DBS)

Benoit MALLERET

Assistant Professor (Micro & Immuno)

Matthew TAY

Adjunct Assistant Professor (Biochemistry)

Kevin TAN

Associate Professor​ (Micro & Immuno)​

Adjunct Members

Guillaume CARISSIMO

Assistant Professor​ (A*STAR ID Labs)

Yin Xiang SETOH​

Assistant Professor​ (EHI)​

Marco VIGNUZZI

Associate Professor 
(A*STAR ID Labs)

Primary Members

Catherine ONG

Associate Professor

Cheryl LEE

Assistant Professor

CHNG Shu Sin

Associate Professor

David PATERSON

Professor

GAN Yunn Hwen

Professor

HSU Li Yang

Professor

John CHEN

Associate Professor

Justin Jang Hann CHU

Associate Professor

MO Yin

Adjunct Assistant Professor

Nick PATON

Professor

Niranjan NAGARAJAN

Associate Professor

Paul A. TAMBYAH

Professor

QU Kun

Assistant Professor

Seng Gee LIM

Professor

SHAM Lok To

Associate Professor

Sylvie ALONSO

Professor

TAN Chee Wah

Assistant Professor

TAN Yee Joo

Associate Professor

Thai TRAN

Associate Professor

Vincent CHOW

Associate Professor

WANG De Yun

Professor

Yassine CHERRAK

Assistant Professor

ZHONG Youjia

Assistant Professor