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Abstract/Syllabus:
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Analysis of Biological Networks
Fall 2004
Viral induction of interferon. (Image courtesy of MIT OCW.)
Course Highlights
This course features a comprehensive set of lecture notes.
Course Description
This class analyzes complex biological processes from the molecular, cellular, extracellular, and organ levels of hierarchy. Emphasis is placed on the basic biochemical and biophysical principles that govern these processes. Examples of processes to be studied include chemotaxis, the fixation of nitrogen into organic biological molecules, growth factor and hormone mediated signaling cascades, and signaling cascades leading to cell death in response to DNA damage. In each case, the availability of a resource, or the presence of a stimulus, results in some biochemical pathways being turned on while others are turned off. The course examines the dynamic aspects of these processes and details how biochemical mechanistic themes impinge on molecular/cellular/tissue/organ-level functions. Chemical and quantitative views of the interplay of multiple pathways as biological networks are emphasized. Student work culminates in the preparation of a unique grant application in an area of biological networks.
Syllabus
Aim of the Course
The goal of this course is to provide a student with a view of how pathways network together to enable complex behavior or function. A series of topics are covered, some of which change from year to year, to illustrate the functioning of biological networks. The lectures present examples of complex pathways (chemotaxis, nitrogen fixation, lactation, cytokine mediated intercellular signaling, apoptosis, etc.). In each case emphasis is placed on how these pathways are regulated at the molecular, cellular and tissue levels.
There are two examinations during the course, which have the goal of preparing BE graduate students for their qualifying examinations. The principal product of the course is a student team-generated grant proposal. The topic this year is the design of experiments that probe unique aspects of the biochemical networks associated with apoptosis. Students prepare for their topic both out of class and in class during recitations (we plan to teach three hours per week and reserve about one hour for discussion). After each framing session, students go to the literature and flesh out their ideas as topics for a grant proposal. They present their ideas to the class in Power Point format during the framing sessions. After the ideas are fleshed out, the students jointly write their grant proposal. Each student writes a section of the proposal that is identified as their own.
Readings are in the form of primary scientific papers, reviews, and selected chapters from texts.
The proposal is written in the NSF format or in that used by investigators applying for a grant from the National Institutes of Health.
Course Description
Complex biological processes are analyzed from the molecular, cellular, extracellular, and organ levels of hierarchy. Emphasis is placed on the basic biochemical and biophysical principles that govern these processes. Examples of processes to be studied include chemotaxis, the fixation of nitrogen into organic biological molecules, growth factor and hormone mediated signaling cascades, and signaling cascades leading to cell death in response to damage. In each case, the availability of a resource, or the presence of a stimulus, results in some biochemical pathways being turned on while others are turned off. The course examines the dynamic aspects of these processes.
Building on a foundation of knowledge of pathway biochemistry (including kinetics and thermodynamics), we examine the molecular switches that dynamically trigger responses at the transcriptional, translational and protein-activity levels of control. While the objective of the course is not to teach about specific diseases, the course sometimes discusses diseases of animals or plants as teaching tools to understand how pathway disruptions can lead to readily observed phenotypes. Examples could include diabetes mellitus, mucopolysaccharidosis, ataxia telangiectasia, cystic fibrosis, cholesterol biosynthesis, hormone dependent cancers, and defective response to growth hormones in plants. Additionally, however, basic phenomena such as how concentration gradients trigger motion in the direction of or away from a stimulus are studied and, as appropriate, modeled. This course details how biochemical mechanistic themes impinge on molecular-cellular-tissue-organ level functions. Thus the goal is to provide a chemical and quantitative view of the interplay of multiple pathways as biological networks.
Course organization involves didactically taught classes dealing with the aforementioned topics, complemented by a class project. Early in the term, the class is brought up to the same level through analysis of topics not taught in detail in the MIT undergraduate biological chemistry courses. Nitrogen fixation into amino acids and nucleotides is covered as a thermodynamically highly favored, yet sluggish and energy consumptive, process that is central to all life. Only a few species of plants in symbiotic relationships with a few species of bacteria fix nitrogen. Nitrogen from ammonia is tracked into amino acids, affording the opportunity to refresh the student’s ability to use organic chemistry to work through a complex pathway. The mechanisms by which nitrogen fixation and introduction into organic molecules is regulated are emphasized. Amino acids are sometimes used as molecular attractants in chemotaxis experiments. The switch of bacterial motion from random to directional is analyzed. Other topics covered include the pathway by which lactation occurs, apoptosis, blood coagulation, intercellular trafficking, cell signaling, and others.
The following texts are used (but not required) and supplemented with readings from the primary literature:
Voet, Donald and Judith G. Voet. Biochemistry. New York, NY: Wiley, 2004. ISBN: 9780471193500.
Devlin, Thomas M. Textbook of Biochemistry with Clinical Corrections. New York, NY: Wiley, 2001. ISBN: 9780471411369.
One hour per week of class time is devoted to recitation.
A term project undertaken by subgroups of the class working as integrated teams involves the preparation of a unique grant application in an area of biological networks. The term grade derives from class participation, formal presentations in class and the written grant application.
This subject is restricted to graduate students enrolled for credit.
Grading
Table for Expections
Activities |
percentages |
Class Participation |
25% |
Examinations and Homework |
25% |
Final Written Report |
50% |
Calendar
Table for calendar
LEC # |
TOPICS |
1 |
Course Introduction
Model networks involved in signaling - Signals that start outside of the cell (role of the ECM) and trigger cascades inside the cell, ultimately affecting gene expression |
2 |
Information flow in the reverse direction - from DNA to RNA to protein (the central dogma)
Review of regulatory circuits and introduction to the concept of evolutionary genomics
Key Issues: DNA replication and repair errors lead to mutations. Loss of mismatch repair leads to a hyper-Rec phenotype, which facilitates horizontal gene transfer (antibiotic resistance, etc.) |
3 |
Decoding Information I (Transcription Regulation) |
4 |
Modeling Macromolecular Structure I
Individual Homework Assignments |
5 |
Decoding Information II (Translation) |
6 |
Modeling Macromolecular Structure II
Students Present Homework |
7 |
Roundtable Discussion |
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Examination 1 |
8 |
How to Write an NIH Grant Proposal |
9 |
Analysis of the Interferon Network (The JAK/STAT System) |
10 |
Analysis of the Interferon Network |
11 |
Analysis of the Interferon Network (cont.) |
12 |
Analysis of the Interferon Network (cont.) |
13 |
Roundtable 1: Students Present Model Projects on Apoptosis |
14 |
Chemotaxis I - How Salvage Pathways Supplement Core Biochemical Pathways
The Che System
Receptor Methylation as a Mechanism of Control of Chemotaxis |
15 |
Chemotaxis II - How CheY(P) Signals to the Flagellar Motor
Chemiosmotic Coupling
Chemotaxis III. Proton Pumps |
16 |
Introduction to the Extracellular Matrix
Roundtable 2 Will be Delayed for a Few Weeks |
17 |
Epithelial Cell Morphogenesis Signaling Hierarchy I |
18 |
Epithelial Cell Morphogenesis Signaling Hierarchy II |
19 |
Round Table Discussion |
20 |
Epithelial Cell Morphogenesis Signaling Hierarchy III |
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Examination 2 |
21 |
Roundtable 3 |
22 |
Changes in Lung Epithelium During Pathogenesis I |
23 |
Changes in Lung Epithelium During Pathogenesis II |
24 |
Network Example: Functional Glycomics |
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Final Papers Due |
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Further Reading:
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Readings
LEC # |
TOPICS |
READINGS |
1 |
Course Introduction
Model networks involved in signaling - Signals that start outside of the cell (role of the ECM) and trigger cascades inside the cell, ultimately affecting gene expression
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Hunter, Peter J., and Thomas K. Borg. "Integration from Proteins to Organs: The Physiome Project." Nature Reviews 4 (March 2003): 237-243.
Kitano, Hiroaki. "Systems Biology: A Brief Overview." Science 295 (March 1, 2002): 1662-1664. |
2 |
Information flow in the reverse direction - from DNA to RNA to protein (the central dogma)
Review of regulatory circuits and introduction to the concept of evolutionary genomicsKey Issues: DNA replication and repair errors lead to mutations. Loss of mismatch repair leads to a hyper-Rec phenotype, which facilitates horizontal gene transfer (antibiotic resistance, etc.)
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McAdams, Harley H., et al. "The Evolution of Genetic Regulatory Systems in Bacteria." Nature Reviews (Genetics) 5 (March 2004): 1-9.
This paper on evolution of genetic regulatory systems will also introduce the third major topic of the course, chemotaxis; Also read the section on DNA structure and base hydrogen bonding properties from a good biochemistry book. |
3 |
Decoding Information I (Transcription Regulation) |
Denamur, Erick, et al. "Evolutionary Implication of the Frequent Horizontal Transfer of Mismatch Repair Genes." Cell 103 (November 22, 2000): 711-721.
Read as a follow up to the previous paper; this paper shows how the principles in the McAdams paper could be implemented operationally; Also read section on transcription from a good biochemistry book |
4 |
Modeling Macromolecular Structure I
Individual Homework Assignments |
Macromolecular Structure Page (Includes links to genomics and proteomics databases.) |
5 |
Decoding Information II (Translation) |
Read the section on translation from a good biochemistry text
Sancar, Aziz, et al. "Molecular Mechanisms of Mammalian DNA Replain and the DNA Damage Checkpoints." Annu. Rev. Biochem. 73 (2004): 39-85. |
6 |
Modeling Macromolecular Structure II
Students Present Homework |
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7 |
Roundtable Discussion |
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Examination 1 |
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8 |
How to Write an NIH Grant Proposal |
|
9 |
Analysis of the Interferon Network (The JAK/STAT system) |
Katze, Michael G., et al. "Viruses and Interferon: A Fight for Supremacy." Nature Reviews 2 (September 2002): 675-687.
Pawson, Tony, and Piers Nash. "Assembly of Cell Regulatory Systems Through Protein Interaction Domains." Science 300 (April 18, 2003): 445-452. |
10 |
Analysis of the Interferon Network |
Chen, Xiaomin, et al. "Crystal Structure of a Tyrosine Phosphorylated STAT-1 Dimer Bound to DNA." Cell 93 (May 29, 1998): 827-839.
Look at this Web page for a good introduction. |
11 |
Analysis of the Interferon Network (cont.) |
Taniguchi, Tadatsugu, et al. "IRF Family of Transcription Factors as Regulators of Host Defense." Ann. Rev. Immunol. 19 (2001): 623-655. |
12 |
Analysis of the Interferon Network (cont.) |
Example Paper on NO from Last Year |
13 |
Roundtable 1: Students Present Model Projects on Apoptosis |
|
14 |
Chemotaxis I - How Salvage Pathways Supplement Core Biochemical Pathways
The Che System
Receptor Methylation as a Mechanism of Control of Chemotaxis |
Webre, Daniel J., et al. "Bacterial Chemotaxis." Current Biology 13, no. 2, pp. 47-49.
Levit, Mikhail N., and Jeffry B. Stock. "Receptor Methylation Controls the Magnitude of Stimulus-response Coupling in Bacterial Chemotaxis." The Journal of Biological Chemistry 277, no. 29 (September 27, 2002): 36769-36765.
Alon, U., et al. "Robustness in Bacterial Chemotaxis." Nature 397 (January 14, 1999): 168-171.
Taniguchi, Tadatsugu, et al. "IRF Family of Transcription Factors as Regulators of Host Defense." Ann. Rev. Immunol. 19 (2001): 623-655. |
15 |
Chemotaxis II - How CheY(P) Signals to the Flagellar Motor
Chemiosmotic Coupling
Chemotaxis III - Proton Pumps |
Berg, Howard C. "The Rotary Motor of Bacterial Flagella." Annual Review of Biochemistry 72 (2003): 19-54.
Also please look at this Web site. There is a terrific animation on assembly of the rotary flagellar motor. |
16 |
Introduction to the Extracellular Matrix
Roundtable 2 Will be Delayed for a Few Weeks |
Schmeichel, Karen L., and Mina J. Bissell. "Modeling Tissue-specific Signaling and Organ Function in Three Dimensions." Journal of Cell Science 116, no. 12: 2377-2388.
Davies, Jamie A. "Extracellular Matrix." In Encyclopedia of Life Sciences. Nature Publishing Group, 2001.
Dow, Julian A. T., and Shireen A. Davies. "Integrative Physiology and Functional Genomics of Epithelial Function in a Genetic Model Organism." Physiol. Rev. 83 (2003): 657-729.
Parmar, Hema, and Gerald R. Cunha. "Epithelial-stromal Interactions in the Mouse and Human Mammary Gland in Vivo." Endocrine-Related Cancer 11 (2004): 437-458. |
17 |
Epithelial Cell Morphogenesis Signaling Hierarchy I |
Taddei, Ilaria, et al. "Integrins in Mammary Gland Development and Differentiation of Mammary Epithelium." Journal of Mammary Gland Biology and Neoplasia 8, no. 4 (October 2003): 383-394.
Liu, Hong, et al. "Polarity and Proliferation are Controlled by Distinct Signaling Pathwaysdownstream of PI3-kinase in Epithelial Tumor Cells." Journal of Cell Biology 164, no. 4 (February 16, 2004): 603-612.
Brisken, Cathrin, et al. "IGF-2 is a Mediator of Prolactin-induced Morphogenesis in the Breast." Developmental Cell 3 (December 2002): 877-887. |
18 |
Epithelial Cell Morphogenesis Signaling Hierarchy II |
Brinckerhoff, Constance E., and Lynn M. Matrisian. "Matrix Metalloproteinases: A Tail of a Frog that became a Prince." Nature Reviews (Molecular Cell Biology) 3 (March 2002): 207-214.
Leist, Marcel, and Marja Jaattela. "Four Deaths and a Funeral: From Caspases to Alternative Mechanisms." Nature Reviews (Molecular Cell Biology) 2 (August 2001): 1-10.
Krissansen, Geoffrey Wayne. "Integrin Superfamily." In Encyclopedia of Life Sciences. Nature Publishing Group, 2001.
Miranti, Cindy K., and Joan S. Brugge. "Sensing the Environment: A Historical Perspective on Integrin Signal Transduction." Nature Cell Biology 4 (April 2002): 83-90.
Insall, Robert, and Laura Machesky. "Cytoskeleton." In Encyclopedia of Life Sciences. New York: Nature Publishing Group, 2001.
Sasisekharan, Ram, and James R. Myette. "The Sweet Science of Glycobiology." American Scientist 91 (September-October 2003): 432-441.
Ridley, Anne J., et al. "Cell Migration: Integrating Signals From Front to Back." Science 302 (December 5, 2003): 1704-1709. |
19 |
Round Table Discussion |
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20 |
Epithelial Cell Morphogenesis Signaling Hierarchy III |
Chodosh, Lewis et al. "Protein Kinase Expression during Murine Mammary Development." Developmental Biology 219 (2000): 259-276.
Padera, Robert, et al. "FGF-2/Fibroblast Growth Factor Receptor/Hepartin-like Glycosaminoglycan Interactions: A Compensation Model for FGF-2 Signaling." The FASEB Journal 13 (October 1999): 1677-1687.
Tan, John L., et al. "Cells Lying on a Bed of Microneedles: An Approach to Isolate Mechanical Force." Proceedings of the National Academy of Sciences 100, no. 4 (18 February, 2003): 1484-1489.
Wiseman, Paul W., et al. "Spatial Mapping of Integrin Interactions and Dynamics During Cell Migration by Image Correlation Microscopy." Journal of Cell Science 117, no. 23, pp. 5521-5534. |
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Examination 2 |
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21 |
Roundtable 3 |
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22 |
Changes in Lung Epithelium During Pathogenesis I |
Corry, David B. "Emerging Immune Targets for the Therapy of Allergic Asthma." Nature Reviews (Drug Discovery) 1 (January 2002): 55-64.
Niiro, Hiroaki, and Edward A. Clark. "Regulation of B-cell Fate by Antigen-receptor Signals." Nature Reviews (Immunology) 2 (December 2002): 945-956.
Koretzky, Gary A., and Peggy S. Myung. "Positive and Negative Regulation of T-cell Activation by Adaptor Proteins." Nature Reviews (Immunology) 1 (November 2001): 95-97. |
23 |
Changes in Lung Epithelium During Pathogenesis II |
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24 |
Network Example: Functional Glycomics |
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Final Papers Due |
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