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Glia
Traditionally thought of a support/maintenance cells.
Modern neuroscience is finding an increasing role for glia in regulating the development and function of the nervous system.
Neurons
The basic unit of the nervous system
An electrically excitable cell that receives, integrates, and propagates information.
Neural circuit
Neurons can be connected in series and parallel (just like the circuits of a computer) to process inputs and generate an output.
Soma
Cell body; contains nucleus & other organelles
Axon
Long process that propagates action potentials to send outgoing signals
Dendrites
Receive input
Nucleus
Contains DNA
Axon Initial Segment
Where action potentials form
Axon terminal
The site of synaptic transmission
Neural information flows from
Dendrites to axons (big to small)
Theory of dynamic polarization
Dendrite => Soma => Axon
Leak Channel
A channel that remains open and allows ions to freely pass through
Gated Channel
A channel that remains closed until a certain condition releases gating mechanism (e.g. ligand, voltage, mechanical, temperature, light, etc.)
Selective
Only let through one type of particle
non selective
will let though several types of particles
Chemical gradient
The difference in solute concentration across membrane
electrical gradient
The difference in charge across membrane
Electrochemical gradient
The balance between forces that determine the direction and amount of ions to flow
Electrochemical gradients drive movement across membranes
Electrochemical gradients determine both the direction a solute will move across a membrane and the magnitude of the net movement
When the chemical and electrical gradients are in agreement about where a solute should go, the force is even greater than it would be if either gradient acted alone
When the chemical and electrical gradients think the solute should go in opposite directions, they partially or can even completely cancel each other out
Membrane potential
is the difference in charge (voltage) across the membrane
Resting membrane potential
is the membrane potential of the neuron at rest
Why are neurons electrically polarized (negatively charged)?
Shouldn’t the electrical gradient cause the charges on the inside of the cell to be roughly the same relative to the outside of the cell?
There are different concentrations of ions on the inside vs. the outside of the cell. This creates chemical gradients that oppose the electrical gradient.
Nerst Equation
tells us the equilibrium potential of an ion
The Goldman-Hodgkin-Katz equation
calculates Vm
How does information flow across a neuron
Electrical signaling
The movement of ions across the membrane changes the local electrical potential, creating a signal that can propagate through a neuron.
Depolarization
A change in the distribution of charges that makes cell less negative
Opening sodium channels depolarizes neurons
Hyperpolarization
A change in the distribution of charges that makes cell more negative
Opening potassium channels hyperpolarizes neurons
What do voltage-gated channels create?
action potential
Action potential
Action potentials are brief, rapid changes in electrical potential (voltage) across a cell's membrane, primarily found in nerve and muscle cells. They serve as the fundamental mechanism for transmitting signals and information throughout the body.
All or nothing
synapse
A synapse is a place where two nerve cells come in very close proximity to one another and send signals.
Often synapses are depicted at the end of an axon through which an action potential propagates.
A synapse is defined simply as a junction between two nerve cells across which impulses pass.
This means that despite synapses being depicted in cartoons and many textbooks as at the end of an axon, synapses are everywhere.
gap junction
An electrical synapse can sometimes be called a gap junction
connexins
An assembly of 6 proteins called connexins come together to create a channel with a pore that ions can use to flow across an electrical synapse.
How ions travel
ions travel directly across electrical synapses
An electrical synapse can sometimes be called a gap junction
An assembly of 6 proteins called connexins come together to create a channel with a pore that ions can use to flow across an electrical synapse.
Newer studies have shown that other molecules, such as ATP and some second messengers can also travel directly across gap junctions.
How are neurotransmitters used?
Neurotransmitters are used to signal across chemical synapses
chemical synapses
In a chemical synapse the following occurs:
An action potential causes a wave of depolarization to travel through a neuron
Near to a synapse, that depolarization causes the opening of voltage gated calcium channels
An increase in intracellular calcium causes vesicles containing neurotransmitters to fuse to the membrane
Neurotransmitter is released into and travels across the synaptic cleft
Neurotransmitters bind to receptors on the postsynaptic cell
What is a vesicle
Release content trough exocytosis
They have a lipid bilayer structure just like the plasma membrane
Vesicles are like shipping boxes - they are packages of materials that can be sent throughout the cell
In our case, we’re focusing on vesicles containing neurotransmitters or neuropeptides
Challenges of neurotransmission
Neuronal communication has some additional features that require precise regulation of secretion:
Neurotransmitters must be released in a specific place (the synapse)
Neurotransmitters must be released rapidly at a precise time (following the action potential)
Sometimes, you need a lot of neurotransmitter to be released at once
SNARE complex
The SNARE complex is a group of proteins that bring the vesicle in close proximity to presynaptic membrane, facilitating exocytosis
Calcium
Calcium serves as the signal that activates the SNARE complex to trigger neurotransmitter release
Calcium has a very low basal concentration in the neuron so it’s presence is a potent signal
v-SNAREs
are associated with the vesicle
t-SNAREs
are associated with the target membrane (aka presynaptic membrane)
docked vesicle
When v-SNAREs and t-SNAREs come together to bring a vesicle close to membrane, that vesicle is considered a docked vesicle
calcium
The action potential travels down the neuronal process until it reaches a synapse, where there is a high concentration of voltage gated calcium channels that open when the action potential arrives
When voltage-gated calcium channels open, calcium enters and binds to nearby synaptobrevin and synaptotagmin (a component of the SNARE complex) causing the complex to bring the docked vesicle even closer to the target membrane and trigger exocytosis/neurotransmitter release
Ionotropic receptors
ion channels
metabotropic receptors
are receptors that activate a chain of intracellular secondary messengers, they are usually called G-Protein Coupled Receptors (GPCRs)
The effect of a neurotransmitter is determined by:
the effect of the receptor it acts on
GPCRs
G-protein receptors are simply receptors in the membrane that are coupled to g-proteins
The type of g-protein they are coupled to and the cellular environment determine the effect of receptor activation
Some are inhibitory (ex. Gɑi)
Some are stimulatory (ex. Gɑs)
GABA
The action of GABA is usually inhibitory
This is the most common ‘inhibitory’ neurotransmitter
There are ionotropic GABAA receptors that flux chloride
In fully developed animals opening a chloride channel is inhibitory because chloride ions flow into the cell
In development, the concentration of ions is different such that there is more chloride ions inside the cell and so opening a chloride channel would cause them to flow out of the cell and be excitatory
There are metabotropic GABAB receptors are coupled to inhibitory g-proteins
Glutamate
The action of glutamate is excitatory
This is the most common ‘excitatory’ neurotransmitter
There are ionotropic glutamate receptors that flux Na+, K+, and possibly Ca2+
There are also metabotropic glutamate receptors (mGluRs)
Acetylcholine
The action of acetylcholine is excitatory
Nicotinic acetylcholine receptors (nAChRs) are ionotropic
These channels open to allow Na+ and Ca2+ to flow into the cell, and K+ to flow out of the cell
Nicotine activates them
Muscarinic acetylcholine receptors (mAChRs) are metabotropic
Muscarine (in poison mushrooms) activates them
Neuromoduaters
Neuromodulators tune the effects of neurotransmitters
Neuromodulators can enhance or diminish the effectiveness of other neurotransmitters or signaling
They do not act directly to open or close an ion channel
They generally work through GPCRs, which initiate a signaling cascade that can cause a variety of changes in a cell (both short and long term)
The two most well known neuromodulators are serotonin and dopamine
Meta Analyses
a statistical technique that combines the findings of multiple individual studies to draw an overall conclusion about a specific research question
A meta-analysis can be conducted as part of a systematic review or on it’s own using just a few studies
A meta-analysis can be conducted using as few as two studies
Usually the analysis is conducted on randomized controlled trials
A meta-analysis pools data from multiple studies and runs high-powered statistical tests on that data to answer a research question
Systematic Reviews
a type of literature review that uses a rigorous and transparent process to identify, assess, and synthesize all available research evidence related to a specific research question
A systematic review is an objective, reproducible method to find answers to a certain research question, by collecting all available studies related to that question and reviewing and analyzing their results.
During the systematic review process, the quality of studies is evaluated, and a statistical meta-analysis of the study results is conducted on the basis of their quality.
Meta-Analyses vs Systematic Reviews
A systematic review is a comprehensive and structured search, appraisal, and synthesis of all available evidence on a specific research question.
A meta-analysis is a statistical method used to combine and analyze data from multiple studies, often within the context of a systematic review, to produce a single, more precise estimate of an effect
Scientific method process
observation/question; research topic area; hypothesis; test with experiment; analyze data; report conclusions
Computed Tomography (CT or CAT Scan)
Uses x-rays which are sent through a patient’s body and quickly rotated around a tube
This generates a “slice” called a tomographic image
The slices can then be digitally assembled to form a stack, which can be used to generate a 3D image of the portion of the body that was scanned.
Positron Emission Tomography
Is used to assess the metabolic or biochemical function of tissues
Uses a radioactive drug called a tracer
Functional Magnetic Resonance Imaging (fMRI)
fMRI uses changes in blood flow to different parts of the brain as a proxy for neural activity
High neural activity induces dilation of local blood vessels… inducing blood flow in that region!
Diffusion Tensor Imaging
A special type of MRI used to look specifically at white matter
It uses the Brownian motion of water molecules to determine how far and in what direction water is moving
Water molecules move differently depending on what type of tissue they are in
White matter is made up mostly of myelinated axons - this constrains the direction of water flow
DTI gives us a fractional anisotropy (FA) value that tells us about the directionality of the diffusion of water in the tissue
Electron Microscopy workflow
Sample preparation, cryo-EM grids setup, Cryo-EM imaging, Data collection, data pre-processing, map reconstruction, model building, structural analysis
transgenics
We can create genetically modified organisms that have perturbations in specific endogenous (natural) genes or have a gene of interest added
transgene
a gene which is artificially introduced into the genome of another organism
Electrophysiology experiments
Electrophysiology experiments measure the electrical properties of neurons
You can measure:
An individual neuron’s activity
Multiple neurons at once
extracellular electrodes
Large-scale electrical activity in the brain
Electroencephalogram (EEG) - non invasive, can be done in humans
Calcium imaging
calcium is a proxy for neural activity
GCaMP, a fluorescent Ca2+ sensor
Immediate early genes (IEGs)
genes that are strongly upregulated in neurons that have been recently (strongly) activated
By upregulated we mean that there is an increase in their transcription
Because translation follows transcription, we can also then reasonably expect an increase in the protein product the gene encodes
antibody stain
An antibody stain for c-fos can tell you which regions of the brain were active
Antibody staining links a fluorescent molecule with the protein of interest through a series of 1 or two antibodies
Lesions
Lesions are areas of tissue that have been damaged due to injury or disease.
Random mutagenesis
feed animal dangerous drugs, blast em with radiation, look for behavioral phenotypes, figure out which gene it was (old fashioned way)
Knockout mutant
delete a gene
Knock-in mutant
add in a new gene
Loss of function mutation
alter the content of a gene to make it/the protein product less functional
gain of function mutation
alter the content of a gene to make it/the protein product have a function it normally doesn’t (e.g. always active)
CRISPR/Cas9
Tool for gene editing
Can target any known gene (using a “Guide RNA” of your design)
Can either knockout a gene, knock in a gene, or edit single base pairs of gene
Clinical trial phase 1
focus on safety and the proper dosage
Clinical trial phase 2
Focus on effectiveness and side effects
Clinical trial phase 3
Compares the new treatment to existing treatment
Clinical trial phase 4
Treatment is approved and available. Long-term effects are observed
uncontrolled trial
An uncontrolled trial compares an endpoint after treatment to the baseline before the treatment
Known to produce a seemingly greater effect of the treatment than controlled studies
Doesn’t count for self-resolution (or unrelated decline)
Usually used to determine the pharmacokinetic properties of a new drug:
Liberation
Absorption
Distribution
Metabolism
Excretion
Placebo
patients are given an inert substance
no treatment
follow the course of the disease in patients not given any treatment
active treatment
patients are given a known, effective drug
unblinded study
the patient and the researchers both know what treatment the patient is receiving
Blinded study or single-blinded study
the patient does not know what treatment they are receiving but the researchers does
Double-blinded study
the patient and the main researcher both do not know what treatment the patient is receiving
A supervisor, colleague, or computer will know so that the results can be “unblinded” at the end of the study and conclusions can be made
This is the most scientifically rigorous option!
Randomized control trial
best type of clinical trial
Have a control - a placebo or an active drug control
Randomly assign patients to a treatment or control group
There are different ways to randomize - but this is beyond the scope of this course
Often use some form of blinding - but check the specific study
null hypothesis
is an assertion that whatever effect we are studying does not exist, or that two groups are the same.
alternative hypothesis
proposes that there is some difference or effect.
t-test
A t-test is used to compare the means of two groups
T-tests are performs on quantitative (numerical data)
t-test assumptions
Your data is roughly normally distributed
Your two groups have roughly the same variance (spread of your data)
unpaired t-test
independent
paired t-test
related
one-tailed t-test
Use a one-tailed t-test when you care about the direction of the difference
Example: our class height is taller than the average height of students in the Harvard Summer School.
two-tailed t-test
Use a two-tailed t-test when you just want to know if there’s a difference between the groups (in either direction)
Example: our class height is different than the average height of students in the Harvard Summer School.
ANOVA
Like a t-test, the ANOVA compares the means between groups
An ANOVA can compare the means across more than two groups
ANOVA also assumes the data are normally distributed and have similar variances
Chi-square
Chi-Squared Tests (χ2) are like t-tests but they compare categorical values
Heads vs tails
Gender and type of shoe
They make no assumption about distribution of the data
p-value
a test statistic typically determines the probability of the observed result (or a more extreme result) occurring by random chance, if no association exists.
type 1 errors
occurs when the null hypothesis was rejected but it is actually true
we said there is a difference, but there is not
false positive
P-values tell us the probability of making a type 1 error
Note: while it’s generally thought that having a higher sample size is better, the false positive rate can increase with increasing sample size
type 2 errors
A type 2 error occurs when the null hypothesis is accepted but it is actually NOT true
we said there was no difference but there is
false negative
Power analyses
The probability of not making a Type 2 error is called the power of the statistical test
In science we talk a lot about p-values and much less about power. Both are important!
Power is affected by
Sample size
Significance level
The “true” difference between your groups
Variability in the population
The type of test you run (especially when it comes to tailed tests)