Researcher

My Expertise

I am an expert in genomics, immunology and computational biology, including machine learning and artificial intelligence applied in medicine. 

Keywords

Fields of Research (FoR)

Stochastic Analysis and Modelling, Applied Immunology (incl. Antibody Engineering, Xenotransplantation and T-cell Therapies), Bioinformatics, Genomics, Other Artificial Intelligence

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Biography

I am a Professor in Systems Immunology and Machine Learning at the School of Medical Sciences at UNSW Sydney, and I am a visiting fellow at the Garvan Institute for Medical Research and at the Weill Cornell College of Medicine NY, USA. 

My research program uses a Systems Immunology approach to study of T cell responses with the ultimate goal to develop and new immunotherapies that can be used against incurable cancer and autoimmune diseases. view more

I am a Professor in Systems Immunology and Machine Learning at the School of Medical Sciences at UNSW Sydney, and I am a visiting fellow at the Garvan Institute for Medical Research and at the Weill Cornell College of Medicine NY, USA. 

My research program uses a Systems Immunology approach to study of T cell responses with the ultimate goal to develop and new immunotherapies that can be used against incurable cancer and autoimmune diseases.  I am passionate about Immunology, and of discoveries that are rapidly translating into immunotherapies for uncurable disorders. To achieve this goal I have developed a systems immunology program, which is an interdisciplinary approach that combines experimental and computational analyses to translate new molecular and genomics discoveries to  transform current immunotherapies into successful, precise and accessible solutions for a broader community of individuals.

I have a strong focus on utilising single cell cutting edge technologies genomics and computational biology ML techniques to develop next-generation T cell immunotherapies for cancer and autoimmunity, where I lead discoveries that can then be translated into clinical intervention, such as predicting side effects, identifying new solutions for unmet clinical needs.

Our research group in Systems Immunology and Immunogenomics, is an interdisciplinary team with skills in Immunology, Mathematical Modelling, Statistics and Bioinformatics to study immune responses, specifically T cells. I have  over 140 peer-reviewed publications where I have made significant contributions describing landmark bioinformatic methods to combine single-cell transcriptome data with antigen receptor sequences, computational models for haplotype reconstruction of genomes from high throughput deep sequencing data. I developed statistical models that allow for the identification of the full distribution of mutating and recombining genomes from a highly diverse sample, as well as mathematical models that have contributed to the design of public health interventions to control viral infection in prison settings. I have also developed experimental techniques for identification of antigen specific T cells from blood samples and utilised high dimensional flow cytometry, mass cytometry, as well as functional assays.

The current major research focus of my laboratory is on the single-cell analyses of immune cells in the context of viral infections, autoimmunity and CAR T cells. I have successfully applied these techniques in autoimmune disease, viral infections and CAR T cells, and applied to both human and mouse samples. My lab has also developed single cell approaches to study rate populations of antigen specific immune cells isolated from cryopreserved human samples (blood or tissue) and developed novel bioinformatics methods to analyse these data to explore how T cell phenotypes and clonotypes change longitudinally over time in the same individual.

During my career I have been successful in obtaining research funds from public and private sector for a total of >20 millions. At UNSW Sydney, I am a Principal Investigator of a recently funded Institute, the UNSW Future Institute of Cellular Genomics, which has planned to invest US$ 4.5 Millions over the next 7 years to deliver cutting edge single cell technologies in cellular genomics. In the last three years, I have successfully obtained research funds from private sector (BD Bioscience) to lead a project on the application of single cell multi-omics to study CAR T cell therapies, and specifically from samples obtained from a clinical trial conducted in Sydney. In this project my laboratory has led the experimental and bioinformatics analyses.  My track record and skills provide evidence that I am capable to lead the data analyses and contribute to the experimental design in this project.

 

Research Interests

Systems Immunology 

  1. Immune Receptor analysis using Next generation Sequencing Our group is very much interested in the study of T and B cell receptors and how these highly specific proteins determine successful immune responses. We use statistics and bioinformatics to analyse immune receptor data generate din our lab and from collaborators. 
  2. Bioinformatics software We have experience in software tools to study pathogen genomics, immune cells and we also develop workflows for integrated analyses across genomic, immunological and clinical data sets.
  3. T cell responses in influenza virus   We are closely collaborating with professor Katherine Kedzierska (Peter Doherty Institute in Melbourne) on the study of T cell responses that arise during influenza virus infection using single cell genomics

Single Cell Genomics and Multi-Omics

  1. Analysis of single cell multiomics in the context of Coeliac disease. This project is a collaboration with Prof Chris Goodnow's team at the Garvan Institute.
  2. Understanding CAR T cell therapy response in the context of blood disorders and solid tumors. This is an exciting project in collaboration with clinicians at Westmead Hospital in Sydney, and also with Researchers at Weill Cornell in New York.
  3. Single cell isolation and Single cell transcriptomics. This is our new interest. We are studying how antigen speciifc T cells change their phenotype upon antigen encounter, and how these cells further develop into protective memory cells.

 


My Grants

I have received fundings from ARC, NHMCR, JDRF and NIH

Private funding from industry involved in technology development and single cell genomics.


My Qualifications

INSTITUTION AND LOCATION

DEGREE

 

 

Completion Date

 

FIELD OF STUDY

 

University of Bologna, Italy

 

Humboldt University, Berlin, Germany

 

University of New South Wales, Australia

 

University of New South Wales, Australia

Masters

 

Ph.D.

 

Post-doctoral

 

Research Fellow

06/2000

 

06/2006

 

06/2008

 

06/2009

Physics

 

Theoretical Biology

Biophysics

Theoretical Biology

 

Bioinformatics Immunology


My Research Activities

As a theoretical physicist by training, I utilise an interdisciplinary approach to understand these responses. In particular, I am a Systems Immunologist.  Systems immunology is an interdisciplinary field that applies systems biology and computational modeling approaches to study the immune system as a complex and integrated system. It aims to understand the dynamic interactions and behaviors of various components of the immune system, such as immune cells, proteins, and signaling pathways, in response to infections, diseases, and other biological challenges.

Key aspects and goals of my systems immunology research include 

  1. Personalized Medicine In CAR T cell therapies: We utilise single cell multi omics to development a personalized approach to CAR T cell therapies, and dissect the individual variation of the immune responses that can be used to improve treatment and hence precision medicine. 

  2. Artificial intelligence and computational Analysis of immune receptors: we are working on develping targeted precise therapies against autoimmune diseases using structural predictions and single cell multi omics. 

  3. Coeliac Disease  We aim to gain insights into the immune responses associated with coeliac diseases, and specifically in those immune cells that acquire somatic mutations and go rogue, breaking the natural immunological tolerance.

  4. Integration of Data: integrate large datasets from various sources, including genomics, transcriptomics, proteomics, and immunophenotyping, to gain a comprehensive view of immune system function.

 


My Research Supervision


Supervision keywords


Areas of supervision

Students: Honours, PhD students,  Post Doctoral researchers

We are always open to receive applications for PHD and Honours students. The areas we cover are both computational and experimental.

If you are passionate in an of these disciplines, such as  Bioinformatics, Statistics, Data Science,  but also Immunology and Genomics please email me


Currently supervising

3 PhD students, 2 honours, and 2 postdocs.

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Location

Lowy Buidling

Contact

+61 (2) 9385 3838