initiative for biological systems engineering (ibse) · 2021. 5. 31. · preterm birth risk using...

21
Initiative for Biological Systems Engineering (IBSE) Robert Bosch Center for Data Science and Artificial Intelligence (RBCDSAI) Indian Institute of Technology Madras, Chennai

Upload: others

Post on 14-Aug-2021

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Initiative forBiological SystemsEngineering (IBSE)

Robert Bosch Center for Data Scienceand Artificial Intelligence (RBCDSAI)

Indian Institute of Technology Madras, Chennai

Page 2: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

IBSE is an interdisciplinary group dedicated to pioneering innovative approaches and algorithms that integrate multi-dimensional data across scales to understand, predict and manipulate complex biological systems.

In so doing, we aim not only to advance fundamental understanding of cells and their interactions as populations forming complex organs, but also to empower personalised medicine.

IBSE closely works with the Robert Bosch Centre for Data Science and Artificial Intelligence (RBCDSAI), IITM

Mission

Reference: EMBL-EBI Data servers

Page 3: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Key Research Themes

Biological network analysis

● Molecular function prediction in cells and populations● Environmental and evolution dependent modulation of biological networks

Algorithms: machine learning,graph mining, linear programming...

● Studying protein folding pathways, protein function prediction,predicting novel metabolic pathways

● Understanding disease-causing mutations

Page 4: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Flagship projects – GARBH-Ini

GARBH-Ini Preterm Birth CohortTHSTI-IITM collaboration for data analyses to predict preterm birth in Indian population

Preterm birth – 3.6M births annually; India average rate 13%

High mortality (~50%) with long term health consequences

GARBH-Ini – a longitudinal study of birth outcomes

Population : Urban & semi-urban population covering 750 sq. km around Gurugram, India

Cohort size : 8,000 women

Total no. of variables : 1,900

Ultrasound images in the repository : 330,000OBJECTIVETo apply data-driven machine learning approaches to develop an accurate and clinically useful model to predict risk of preterm birth

END GOALDynamic prediction models that can predict, at different periods of gestation, the preterm birth risk using the clinical, epidemiological and imaging data

Page 5: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Preterm births: need for early predictions

Preterm birth predictionGarbhini-GA1 and Garbhini Random Forest classifies preterm birth more accurately than Hadlock’s formula, currently used in India

Page 6: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Flagship projects: GenomeIndia

GenomeIndia - Cataloguing the genetic variations in IndiansA ₹2.5 billion multi-institutional project to sequence whole genomes of 10K Indians

to map the genetic diversity of Indian population

Page 7: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Flagship projects – INCENTIVE

Indo-EU Consortium INCENTIVEA €20 million project to develop of next generation influenza

vaccines for European and Indian populations

Page 8: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Funding

Alumni Endowment of US$1 million in stocks (over four years) from IIT alumnus,Dr Prakash Arunachalam

The interest from this endowment aims to fund ~₹40 lakhs p.a. for variousIBSE activities

Page 9: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

International symposium

An international Symposium on synthetic biology from 30 Jan – 1 Feb 2020funded by European Molecular Biology Organising (EMBO) and India Alliance (Welcome-DBT)

Page 10: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

From the Symposium

Page 11: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

An international workshop on BioModels jointly organised by IBSE and European Bioinformatics Institute (EBI), Cambridge

UK and funded by IBSE to train 46 participants from India to learn to build and analyse bio-mathematical models

International workshop

Page 12: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

IBSE in the news

Page 13: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

In the news

HOW COVID-19 IMPACTS POPULATION MOVEMENTA data-driven analysis to study population behavior during a pandemic

We collaborated with Facebook and gained access to their user mobility data. We built mobility maps and patterns using that data.

Main objectives of the study:•To measure lockdown compliance•To monitor movement patterns of population•To predict COVID-19 hotspots

Key results from the analyses:•Lockdown compliance decreased with every subsequent stage of lockdown.•High correlation between busy areas and COVID-19 infection rates.•Movement patterns are different in weekdays compared to weekends.

Page 14: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

In the news

Page 15: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

In the news

Page 16: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

In the news

Page 17: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

IBSE Colloquia• Prof. Radhakrishnan Mahadevan, University of Toronto• Prof. Partha Majumder, National Institute of Biomedical Genomics (NIBMG)

IBSE Seminars• Dr. Ranjeeta Menon, Univ. of Sydney• Dr. Nathan Bachmann, Univ. of Sydney• Dr. Anshu Bhardwaj, IMTECH

IBSE Workshops: showcase research activities through talks by IBSE students and faculty• IITM-NUS Workshop• IBSE-inSTEM MiniSymposium

Interactions

Page 18: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

IBSE Post Baccalaureate Fellowship (12 months) Rachita K. Kumar, Tamizhini L, Shreyansh Umale

IBSE Junior Research Fellow (2 years) – Sai Sruthi A

Fellowships

Page 19: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Gayathri SambamoorthyInstitute Blues Award 2020 @ IITM

Student Achievement

Page 20: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Other Publications

Page 21: Initiative for Biological Systems Engineering (IBSE) · 2021. 5. 31. · preterm birth risk using the clinical, epidemiological and imaging data. Preterm births: need for early predictions

Thank you