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Courses » Introduction to Dynamical Models in Biology

Introduction to Dynamical Models in Biology

About the course:

Mathematical modeling has become an integral part of different fields of biology, from ecology to cell biology. This course will introduce students of biology to elementary mathematical concepts and tools for dynamical models. The course will focus on modeling using ordinary differential equations (ODEs). We will start with basic mathematical concepts of ODE-based models and then connect those with experimental biology. Mathematical models will be on cellular and molecular processes in biology, like cell signaling, and transcriptional networks. Students will learn basics of analytical techniques, graphical techniques, and numerical simulation.


Intended audience:

Students of Biotechnology, Biology, Mathematical Biology, and allied subjects.

Pre-requisites:

Must have studied Mathematics at 10+2 level. Have studied graduate-level Biochemistry and Molecular Biology. Knowledge of Computer Programming will be helpful but not a necessity.

Industries that will recognize this course:

Bio-pharma industries use cellular level as well organism level mathematical models. This course would help to initiate biologists to such modeling.

About the course instructor:



Dr. Biplab Bose, is an Associate Professor, in the Department of Biosciences and Bioengineering at IIT Guwahati. He has developed an elective course on Systems Biology and has taught this course, for last nine years, to B. Tech, M. Tech, and Ph. D students at IIT Guwahati. He is interested in understanding the design principles of molecular communication in cells. His research group at IIT Guwahati works on molecular network motifs, cellular information processing, and non-genetic heterogeneity.

Course Layout

Week 1
  1. L1: Introduction to mathematical modeling in biology
  2. L2: How to start modeling?
  3. L3: Basic concepts of modeling using ODEs: Modeling the spread of infectious disease
  4. L4: Basic concepts of modeling using ODEs: Modeling population growth
  5. L5: Numerical solution of ODE-based models - I
  6. L6: Numerical solution of ODE-based models - II
Week 2
  1. L1: Simulating ODE-based models: Introduction to JSim
  2. L2: Simulating ODE-based models: Examples of simulation in JSim
  3. L3: Steady state and stability analysis: Understanding steady state
  4. L4: Steady state and stability analysis: Stability of steady states
  5. L5: Phase plane analysis - I
  6. L6: Phase plane analysis - II
Week 3
  1. L1: Concepts of bifurcation
  2. L2: Bifurcation in Biological systems
  3. L3: Modeling molecular processes in cell
  4. L4: Modeling molecular processes-I: Ligand-receptor binding
  5. L5: Modeling molecular processes-II: Enzymatic reaction
  6. L6: Modeling molecular processes-III: Transcription and translation
Week 4
  1. L1: Modeling a signal transduction circuit: Negative feedback
  2. L2: Modeling a signal transduction circuit: Positive feedback
  3. L3: Modeling a signal transduction circuit: Incoherent feedforward
  4. L4: Modeling transcriptional circuits – I
  5. L5: Modeling transcriptional circuits - II
  6. L6: Online resources for mathematical modeling in biology

Suggested Reading:
  1. Mathematical Modeling in Systems Biology: An Introduction, Brian P. Ingalls, MIT Press, 2013
  2. Modeling the Dynamics of Life: Calculus and Probability for Life Scientists, Frederick R. Adler, Brooks/Cole, 2012
  3. Biocalculus: Calculus for Life Sciences, James Stewart, Troy Day, Cengage Learning, 2015


Certification Exam:

Certificate:
  • Final score will be calculated as : 25% assignment score + 75% final exam score .
  • 25% assignment score is calculated as 25% of average of best 3 out of 4 assignments.
  • E-Certificate will be given to those who register and write the exam and score greater than or equal to 40% final score. Certificate will have your name, photograph and the score in the final exam with the breakup. It will have the logos of NPTEL and Indian Institute of Technology Guwahati. It will be e-verifiable at nptel.ac.in/noc.