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Proteomics and system biology
Dr. Nawfal Hussein
Email: nawfal_hm@yahoo.com
1
 Predictive medicine involve analyzing the individual genome for
disease-susceptibilities and following pathogenic environmental
exposures by multiparameter blood analyses.
 Individuals differ from one another by approximately 6 million
DNA polymorphisms, each of us will be predisposed to differing
combinations of disease. The environmental signals to which
we are all exposed will also vary greatly. Accordingly,
personalized medicine will be necessary for predicting disease.
 Polymorphism refers to “a sequence variant” in some
disciplines and to “a variant found at a frequency of 1% or
higher in a population” in other disciplines.
 Mutation is used to indicate both a “change” and a “disease-
causing change (frequency less than 1%)” therefore only uses
neutral terms like “variant,” “alteration,” and “change.”2
Systems biology
3
 Systems biology is the analysis of the relationships among the
elements in a system in response to genetic or environmental
perturbations. with the goal of understanding the system or the
emergent properties of the system.
 A system may be a few protein molecules carrying out a particular
task such as galactose metabolism (biomodule) , a complex set of
proteins and other molecules working together as a molecular
machine such as the ribosome, a network of proteins operating
together to carry out an important cellular function such as giving the
cell shape (protein network), or a cell or group of cells carrying out
particular phenotypic functions.
 Biological system may encompass molecules, cells, organs, individuals,
or even ecosystems.
 biological information moves from the genome to ecologies (DNA to
RNA to protein to biomodules or networks to cells to organs to
individuals to populations of individuals to ecologies)
Systems Biology in Medicine
 Understand both normal biological systems and pathological
states. The ability to predict and prevent disease will always be
dictated by our fundamental knowledge of the normal and
diseased state of cells.
 Treating disease will require circumventing the limitations of
specific genetic or protein defects. To do this, these defects,
which include genetic mutations, inappropriate protein
processing or folding, aberrant protein-protein or protein-DNA
interactions, and protein mislocalizations must first be
accurately placed within the context of disease.
 Spawning of new technologies, which will enhance the
efficiency, scale and precision with which cellular
measurements are made. This latter influence will facilitate all
aspects of health care, including the detection and monitoring of
diseases, drug discovery, treatment evaluation, and ultimately,
predictive and preventative medicine.4
Proteomics and system biology
 Proteins can be expressed across enormous dynamic ranges l in l06 in cells.
We do not yet know how to measure proteins across these dynamic ranges
 Proteins change enormously in patterns of expression across developmental
and physiological responses.
 Proteins may be altered by many environmental perturbations search
changing their information content
 proteins are the actual effectors driving cell behavior, and they cannot be
studied simply by looking at the genes or mRNAs that encode them, thus
warranting the establishment of a field, now termed proteomics
 Cataloguing the proteome a quantitative assessment of the full complement of
proteins within a cells the field of proteomics strives to characterize protein
structure and function, protein-protein, protein-nucleic acid, protein-lipid, and
enzyme-substrate interactions, post-translational modifications, protein
processing and folding, protein activation, cellular and sub-cellular
localization, protein turnover and synthesis rates, and even alternative
isoforms caused by differential splicing and promoter usage. In addition, the
ability to capture and compare all of this information between two cellular
states is essential for understanding cellular responses.
5
Proteomics and system biology
 Understanding protein and gene regulatory networks of biological systems
will improve drug development efforts and eventually will lead to preventive
drugs.
 Proteomics will play a major role both in developing better multiparameter
diagnostics and in the search for new therapeutic targets. Proteomics
require enormous resources to promote the development of appropriate
technologies, software and strategies. It will also play a major role in
designing preventive drugs.
 Integrating different types of biological information will be critical both for
understanding biological systems and for accurately diagnosing and
monitoring disease. Computers are essential to this integration.
6
Proteomics and system biology
 genomics, proteomics and metabonomics data were effectively
combined in a recent analysis of hydrazine liver toxicity in rats .
Acute exposure to hydrazine produces liver damage with an
accumulation of fat, causing steatosis and disturbances in the
central nervous system.
 Good correlation between hepatic protein and gene expression
profiles, where 15 targets (protein/ DNA pairings) correlated to
toxic doses of hydrazine. In addition, metabolite screening,
using NMR, confirmed a disruption of lipid synthesis and
transport, which correlated with the protein and gene
expression changes associated with producing hepatic
steatosis.
7
PROTEOMICS IN DRUG DISCOVERY
 comparative assessment of normal and diseased-state tissues,
transcription and/or expression profiling, side effect profiling,
pharmacogenomics, and the identification of biomarkers.
 The majority of small molecule drugs and biologics act on protein
targets.
 These proteins do not act in isolation but are embedded in cellular
pathways and networks and are thus tightly interconnected with
many other proteins and subcellular components.
 Proteomics technologies have successfully been used in biomarker
discovery, target identification and validation, lead optimization, and
MOA to toxicity prediction
8
9
BIOMARKER DISCOVERY
 A biomarker is a characteristic that is objectively measured and
evaluated as an indicator of normal biologic or pathogenic
processes or pharmacological responses to a therapeutic
intervention.
 Biomarkers of drug efficacy and toxicity are becoming a key
need in the drug development process
 Biomarkers used to diagnose disease, most are capable of
detecting the onset or advanced progression of disease, but
have little, if any, predictive power.
 Increased levels of liver transaminases in blood indicates
destruction of liver cells, the prostate specific antigen (PSA) for
prostate cancer , or the troponin I and T for acute myocardial
infarction.
10
Three-stage biomarker pipeline from candidate
identification to the development of a clinical assay.
11
Toxicoproteomics
 The pharmaceutical industry is focused on developing drugs with superior
safety profiles.
 Toxicoproteomics utilizing global protein expression techniques to identify
key proteins and pathways in biological systems that change in response to
novel chemical entities.
 An example of the use of proteomics to identify biomarkers of carcinogenicity
involved a study in which rodents were treated with the carcinogen N-
nitrosomorpholine (NNM) .
 The genotoxic effect of NNM in the liver is thought to be mediated by
microsomal oxidation and results in generation of DNA adducts, induction of
DNA repair mechanisms and formation of reactive oxygen species. This
study revealed 18 differentially expressed proteins that may serve as
predictive biomarkers for the early detection of chemical-induced
carcinogenicity in rodent livers.
12

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proteomics and system biology

  • 1. Proteomics and system biology Dr. Nawfal Hussein Email: nawfal_hm@yahoo.com 1
  • 2.  Predictive medicine involve analyzing the individual genome for disease-susceptibilities and following pathogenic environmental exposures by multiparameter blood analyses.  Individuals differ from one another by approximately 6 million DNA polymorphisms, each of us will be predisposed to differing combinations of disease. The environmental signals to which we are all exposed will also vary greatly. Accordingly, personalized medicine will be necessary for predicting disease.  Polymorphism refers to “a sequence variant” in some disciplines and to “a variant found at a frequency of 1% or higher in a population” in other disciplines.  Mutation is used to indicate both a “change” and a “disease- causing change (frequency less than 1%)” therefore only uses neutral terms like “variant,” “alteration,” and “change.”2
  • 3. Systems biology 3  Systems biology is the analysis of the relationships among the elements in a system in response to genetic or environmental perturbations. with the goal of understanding the system or the emergent properties of the system.  A system may be a few protein molecules carrying out a particular task such as galactose metabolism (biomodule) , a complex set of proteins and other molecules working together as a molecular machine such as the ribosome, a network of proteins operating together to carry out an important cellular function such as giving the cell shape (protein network), or a cell or group of cells carrying out particular phenotypic functions.  Biological system may encompass molecules, cells, organs, individuals, or even ecosystems.  biological information moves from the genome to ecologies (DNA to RNA to protein to biomodules or networks to cells to organs to individuals to populations of individuals to ecologies)
  • 4. Systems Biology in Medicine  Understand both normal biological systems and pathological states. The ability to predict and prevent disease will always be dictated by our fundamental knowledge of the normal and diseased state of cells.  Treating disease will require circumventing the limitations of specific genetic or protein defects. To do this, these defects, which include genetic mutations, inappropriate protein processing or folding, aberrant protein-protein or protein-DNA interactions, and protein mislocalizations must first be accurately placed within the context of disease.  Spawning of new technologies, which will enhance the efficiency, scale and precision with which cellular measurements are made. This latter influence will facilitate all aspects of health care, including the detection and monitoring of diseases, drug discovery, treatment evaluation, and ultimately, predictive and preventative medicine.4
  • 5. Proteomics and system biology  Proteins can be expressed across enormous dynamic ranges l in l06 in cells. We do not yet know how to measure proteins across these dynamic ranges  Proteins change enormously in patterns of expression across developmental and physiological responses.  Proteins may be altered by many environmental perturbations search changing their information content  proteins are the actual effectors driving cell behavior, and they cannot be studied simply by looking at the genes or mRNAs that encode them, thus warranting the establishment of a field, now termed proteomics  Cataloguing the proteome a quantitative assessment of the full complement of proteins within a cells the field of proteomics strives to characterize protein structure and function, protein-protein, protein-nucleic acid, protein-lipid, and enzyme-substrate interactions, post-translational modifications, protein processing and folding, protein activation, cellular and sub-cellular localization, protein turnover and synthesis rates, and even alternative isoforms caused by differential splicing and promoter usage. In addition, the ability to capture and compare all of this information between two cellular states is essential for understanding cellular responses. 5
  • 6. Proteomics and system biology  Understanding protein and gene regulatory networks of biological systems will improve drug development efforts and eventually will lead to preventive drugs.  Proteomics will play a major role both in developing better multiparameter diagnostics and in the search for new therapeutic targets. Proteomics require enormous resources to promote the development of appropriate technologies, software and strategies. It will also play a major role in designing preventive drugs.  Integrating different types of biological information will be critical both for understanding biological systems and for accurately diagnosing and monitoring disease. Computers are essential to this integration. 6
  • 7. Proteomics and system biology  genomics, proteomics and metabonomics data were effectively combined in a recent analysis of hydrazine liver toxicity in rats . Acute exposure to hydrazine produces liver damage with an accumulation of fat, causing steatosis and disturbances in the central nervous system.  Good correlation between hepatic protein and gene expression profiles, where 15 targets (protein/ DNA pairings) correlated to toxic doses of hydrazine. In addition, metabolite screening, using NMR, confirmed a disruption of lipid synthesis and transport, which correlated with the protein and gene expression changes associated with producing hepatic steatosis. 7
  • 8. PROTEOMICS IN DRUG DISCOVERY  comparative assessment of normal and diseased-state tissues, transcription and/or expression profiling, side effect profiling, pharmacogenomics, and the identification of biomarkers.  The majority of small molecule drugs and biologics act on protein targets.  These proteins do not act in isolation but are embedded in cellular pathways and networks and are thus tightly interconnected with many other proteins and subcellular components.  Proteomics technologies have successfully been used in biomarker discovery, target identification and validation, lead optimization, and MOA to toxicity prediction 8
  • 9. 9
  • 10. BIOMARKER DISCOVERY  A biomarker is a characteristic that is objectively measured and evaluated as an indicator of normal biologic or pathogenic processes or pharmacological responses to a therapeutic intervention.  Biomarkers of drug efficacy and toxicity are becoming a key need in the drug development process  Biomarkers used to diagnose disease, most are capable of detecting the onset or advanced progression of disease, but have little, if any, predictive power.  Increased levels of liver transaminases in blood indicates destruction of liver cells, the prostate specific antigen (PSA) for prostate cancer , or the troponin I and T for acute myocardial infarction. 10
  • 11. Three-stage biomarker pipeline from candidate identification to the development of a clinical assay. 11
  • 12. Toxicoproteomics  The pharmaceutical industry is focused on developing drugs with superior safety profiles.  Toxicoproteomics utilizing global protein expression techniques to identify key proteins and pathways in biological systems that change in response to novel chemical entities.  An example of the use of proteomics to identify biomarkers of carcinogenicity involved a study in which rodents were treated with the carcinogen N- nitrosomorpholine (NNM) .  The genotoxic effect of NNM in the liver is thought to be mediated by microsomal oxidation and results in generation of DNA adducts, induction of DNA repair mechanisms and formation of reactive oxygen species. This study revealed 18 differentially expressed proteins that may serve as predictive biomarkers for the early detection of chemical-induced carcinogenicity in rodent livers. 12