BIOL*1080 Systems biology

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Last updated 4:07 AM on 10/17/26
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149 Terms

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health

the state of complete physical, mental, and social wellbeing, not just an absence of disease and infirmity

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7 characteristics of life

  • ability to reproduce

  • growth

  • can metabolize

  • made of cells

  • passing of genes to next generation

  • maintain homeostasis

  • response to stimuli


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emergent properties

properties can only be observed when individual components are interacting as a group in a system

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genetic homology (humans to chimps and fruit flies)

chimpanzees - 98%

fruit flies - 65%

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what coordinates functions in human systems

CCN (control and communication network)

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components of CCN 4

  • central nervous system (brain and spinal cord)

  • peripheral nervous system (somatic, autonomic)

  • endocrine system (hormones, endocrine tissues, exocrine glands)

  • support and defence system (support, movement, maintenance, repair, adaption, defences (specific and non-specific)


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properties of CCN (CARDI)

  • always on

  • controls and coordinates function of all system and organs

  • distributed throughout entire body

  • has redundancy (back up)

  • information flow via chemical and cell to cell communication


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the CCN is the _____ of health

focal point

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what does the CCN do

receive internal (eg. nutrients, hormones) and external (stress, infections, social interactions) environment input

processes these signals to determine if health is maintained or drift towards disease

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the CCN is the integrator of…

inputs to health, disease, and aging

output to the seven dimension of health

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seven dimensions of health (SEE MOPS)

spiritual, physical, occupational, mental, environmental, social, emotional

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lifestyle medicine

therapeutic modality that addresses lifestyle-related contributors to non-communicable disease

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8 pillars of lifestyle medicine

  • healthy eating

  • regular exercise

  • restorative sleep

  • stress management

  • positive social connection

  • avoidance of substances and behaviour

  • hygiene

  • positive environmental connection


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what represents compromised function/structure of the CCN

disease and aging

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what results in disease processes

diminished/abnormal CCN

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what results in aging

reduced function int he CCN

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examples of disease due to diminished CCN

diabetes - abnormal endocrine and support and defence systems

cancer - support and defence system

depression, ADHD - central nervous system

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examples of aging because of reduced CCN

Alzeimer’s - central nervous system

diminished touch sensitivity - peripheral nervous system

impaired wound healing - support and defence system

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p4 medicine

personalized, predictive, preventative, participatory

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p4 medicine example: nutritional genomics

about 50% of population has GA or AA variant that makes them greater to cardiovascular disease with high caffeine intake

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Cochrane reviews

a database of systematic reviews and meta-analyses which summarize and interpret the results of medical research

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experimental models for human medical and health research

  • in silico

  • in vitro and ex vivo

  • animal models

  • human participants


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in silico

computer/mathematical simulation model

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in vitro

“in glass”

ex. cell culture in Petri dish

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ex vivo

“out of the living”

ex. isolated organs/tissues

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main purpose of in vitro and ex vivo

allows for more controlled experimental condiitons

understanding fundamental mechanisms

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examples of animal models 6

  • C. Elegans

  • Drosophila Melanogaster (fruit fly)

  • rats

  • mice

  • swine (piglets)

  • primates


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Why are C. Elegant (nematode) used as models 5

  • easy to study and cheap

  • short life cycle

  • self-fertilizes

  • can be frozen, thawed, and remains viable

  • transparent (for cell differentiation)


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research examples of C. elegans

embryonic metabolism

use a fluorescent tag to follow digestion of a nutrient, synthesis of proteins, cholesterol


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why are Drosophila Melanogaster used as models

life cycle and development are very sensitive to environmental conditions

used to research effects of drugs and alcohol

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why are rats used as models

very social and intelligent

used to study lifestyle effects on metabolism (diets, exercise, drugs)

tend to take “more severe approach” than with humans

some genetically modified rats

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zucker rats

rats lacking leptin receptors

used to study obesity and diabetes

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limitation of using rat models

not good for studying human infant nutrition and metabolism

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why are mice used as models 3

easily genetically modified (DNA knockout)

can test important of single protein, though may have compensatory mechanism

used to study lifestyle effects on metabolism (can differ from rats)

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OB/OB mouse

mouse lacking ability to produce leptin

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can you assume one rodent model = another

no

ex. muscle metabolism can differ (mitochondria adapt less robustly)

takes longer to make a mouse insulin resistant on a high fat diet vs. rats

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why are swine used as models 2

best non-primate model for human infant development and metabolism

used to study organ transplants

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types of experimental designs

non-clinical studied (non-invervention)

clinical studied (intervention)

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clinical study (intervention)

medicinal/lifestyle treatment and/or control stance/placebo

used to predict cause and effect

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best standard for medical and healthcare research

RCT, double-blind, placebo-controlled

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non-clinical studies

no medicinal/lifestyle treatment given

cannot prove cause and effect, predicts correlation

observational

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most common non-clinical study

epidemiological studies (patterns of health and disease)

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why are primates used as models

closest genetic homology to humans

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cons of using primates

costly

many ethical controversies

they feel more complex emotions

little research in Canada

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what research are primates used for

human pathologies (AIDS)

transplantation

drug abuse, toxicology

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systems biology

the systematic study of complex interactions in biological systems

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main goal of systems biology

to better understand the processes that happen in biological systems

predict outcomes and responses in living system

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bioinformatics

biology that involved complex mathematical modelling

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levels of systems biology

genes, proteins, tissues, organ systems

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genomics

study of organisms’ complete set of DNA

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proteomics

study of set of all proteins produced within biological unit

can be organ, organ system

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metabolomics

study of metabolites in given unit

in cell tissue organ organism

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reductionist approach

isolates models (molecules, cells, organs, or tissue)

control over experimental conditions

explains mechanisms

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integration

integrated-whole body/organism approach

less control over variables

less mechanistic

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ex. integrative vs reductionist - leptin

leptin, signals fullness to brain to maintain healthy weight

lab data shows leptin is good at burning fat (reductionist)

leptin becomes resistant in obese individuals

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ex. integrative vs reductionist - maximal oxygen intake

r - single leg extensions. muscle mitochondrial content is limiter of VO2 (max oxygen intake) max

I - whole body exercise. cardiac output is limiter of VO2 max

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ex. integrative vs reductionist - type 2 diabetes diagnosis

is reductionist

takes single blood sample to determine glucose level

doesn’t tell WHY blood glucose is elevated (time, location, context?)

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ex. integrative vs reductionist - omega-3 fatty acids

researchers noticed populations eating a lot of fish had lower rates of cardiovascular disease

strong evidence for association between habitual fish consumption and reduced risk of CVD

studies found no significant reduction in major cardiovascular event or mortality when 1g/day omega 3 fatty acid

I - fish

r - fish oil supplementation

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good sources of omega 3 fatty acids

fish, nuts, avocado

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why is fish integrative

consists other vitamin D, high quality protein, selenium

eating whole fish replaces other protein sources

balance of omega-3:omega-6 is also important

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hierarchy of evidence

more relevance to clinical setting

randomized controlled trial: controlled intervention; should be blinded

cohort and case control studies: no intervention

where info begins; in vitro, ex vivo, animal models



<p>more relevance to clinical setting</p><p>randomized controlled trial: controlled intervention; should be blinded</p><p>cohort and case control studies: no intervention</p><p>where info begins; in vitro, ex vivo, animal models</p><p></p><p></p>
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humans in clinical trials are _______

volunteers

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trials for new drugs (vaccine)

  1. preclinical - animal studies before humans

  2. phase I clinical - Is it safe

  3. phase II clinical - Is it effective

  4. phase III clinical - how does it compare to available

  5. after approval - assessing long-term use, benefits, and risks


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what factors must be considered for optimal decision in evidence based medicine outcome?

patient values, research evidence, clinical data

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types of medical approaches (5)

  • population based medicine

  • evolutionary medicine

  • integrative medicine

  • one health

  • enhancement medicine


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population based medicine

  • best suited for general population

  • seeks to understand and address various factors influencing health/disease

  • less personalized

  • ex. mass vaccination programs


67
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evolutionary medicine

  • application of modern evolutionary theory to understand health and disease

  • ex. should we mimic early diets?


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integrative medicine

  • treats person as whole not just disease symptoms

  • emphasizes the therapeutic relationship between practitioner and patient to make use of all appropriate therapies


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one health

  • promote, improve, and defend the health and wellbeing of all species


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enhancement medicine

  • medical treatment that intends to improve performance

  • ex. botox, nootropics


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uses of AI in health research

  • multi-omics integration - uncovering new biomarkers

  • natural language processing: extracting clinical notes and supporting systemic review

  • population and public health: Model disease outbreaks


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uses of AI in healthcare practice

  • medical imaging and diagnosis

  • lifestyle medicine

  • medical charting


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risks of AI in health research and practice

  • environmental impact

  • validity and accuracy

  • bias and fairness

  • privacy and data governance


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conclusion about ai

should not have final authority

75
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dimensions of time

trajectory, rhythm, homeostatic, information flow

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trajectory

growth and development over years and decades

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rhythm

maintenance and repair over days, weeks, and months

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homeostasis

regulation of steady state over hours, minutes, seconds

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information flow

action potentials and enzymatic reactions over milliseconds and microseconds

80
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lifespan vs health span

how long do I have to live vs. How long do I have to live healthy and independently?

81
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average life span

81 years

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average lifespan

72 years old

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maximizing health span is…

a goal in most individuals and societies

84
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maximizing lifespan

various attitudes and practices around the world

many moral, ethical, religious implications

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aging risk factors (9)

weight, exercise, stress, sleep, education level, blood total cholesterol, blood pressure, smoking, age of parents/grandparents

86
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biomarkers

indicators of biological state of the organism that tracks aging and disease

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examples of biomarkers

height

muscle mass

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height as biomarker

sharp increase during infancy and childhood

constant until slow decrease after 40 years old

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muscle mass as biomarker (male/female reasoning)

generally decrease with age after 40 years old (~1%)

males associated with decrease in testosterone, IGF1, and inactivity

females associated with inactivity

resistance training can help prevent

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requirements of biomarker

reflect healthy function or disease processing

predict risk of disease development

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what causes shortening height

kyphosis (curving of spine) due to osteoporosis

disk degeneration/compression

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chronobiology

the study of timescales and cycles in biology

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biological rhythms and examples

ultradian (less than 24 hours) - ex. appetite

circadian (24 hours) - ex. sleep

infradian (more than 24 hours) - ex. menstrual cycle

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what are circadian rhythms controlled by

master clock (the brain)

peripheral clocks

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what peripheral clocks do

control gene expression, regulation of enzyme actives, neural function, hormone secretion

guided by master clock

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what do circadian rhythms coordinate

sleep, nutrient supply, activity patterns with metabolic patters

97
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consequences of disruption of circadian rhythms (in experimental animals) 5


elevated inflammatory cytokines

gastrointestinal function

obesity

metabolic

premature aging

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what is critical to maintaining circadian rhythms

lightness and darkness

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when is wound healing and vaccinations most effective

the morning

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central clock region of brain name

suprachiasmatic nucleus (SCN)

cluster of cells on hypothalamus