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central nervous system
brain + spinal cord → processing center
sensory → body → brain
peripheral nervous system
all nerves outside → carries info
motor → brain → body
how a patch clamp works
-tiny glass pipette touches cell membrane
-forms a tight seal → measures ion flow through 1 channel
-converts tiny currents (picoamps) into measurable signals
the gigaseal
-extremely tight seal (10-100 gigaohms)
-ensures all current measures = from the channel only
configurations of the patch clamp
-cell-attached → measure channel, cell intact
-whole-cell → inside of cell connected to pipette (most common)
-inside-out → inside of membrane exposed
-outside-out → outside exposed (lets you test different environments)
use of patch clamp/patch clamp equipment
-study ion channels
-measure: current, voltage, firing patterns
-understand how neurons signal
patch clamp recordings
-show channel opening/closing over time
-you see “blips” = channel briefly opening/closing (reveals kinetics of channels)
types of channels
-voltage-gated
-ligand-gated
-chemically-gated
-mechanically-gated
voltage-gated channels
-open when membrane voltage changes
-Ex: Na+ channels in action potentials (depolarization opens them)
ligand-gated channels
-open when neurotransmitter binds
-Ex: acetylcholine receptor (like a lock and key)
sensory neurons
-convert stimuli → electrical signals (voltage)
-output: graded potential or action potential
sensory signals
stimulus → receptor → electrical signal → brain
sensory transduction
-conversion: physical stimulus → electrical signal
-Ex: light → voltage in eye
classes of sensory receptors
-mechanoreceptors → touch/pressure
-photoreceptors → light
-chemoreceptors → taste/smell
-thermoreceptors → temperature
-nociceptors → pain
difference between receptors and channels
-receptor = detects signal
-channel = lets ions flow
-sometimes combined (ligand-gated channels do both)
how receptors let us hear sounds
-sound → vibrations → fluid movement in cochlea
-moves hair cells → opens channels → electrical signal
frequency modulation
different sound frequencies → activate different regions of cochlea → brain interprets pitch
cochlear implants
-bypass damaged hair cells
-directly stimulate auditory nerve with electrodes
receptors in the skin
detect pressure, vibration, temperature, pain
receptive fields
-area of skin a neuron responds to
-small field → high precision
-large field → less precision
meissner corpuscles
-light touch
-fast adapting
-high sensitivity (fingertips)
pacinian corpuscles
-deep pressure and vibration
-very fast adapting
adaptation
-receptors stop responding to constant stimulus
-Ex: stop noticing clothes
transmitting sensory information to the brain
receptor activated
signal travels via neuron
reaches CNS
dorsal ganglion
-contains sensory neuron cell bodies
-entry point into spinal cord
sensory cortex/homunculus
-brain map of body
-some areas (hands, face) = larger representation
receptive fields and brain space
more receptors → more brain space → better sensitivity
reorganization of brain sensory processing
-brain can reorganize after injury or experience
-Ex: losing limb → remapping
pain receptors/perception
detect damage (heat, chemicals, pressure)
TRP channels (TRPV1)
-respond to: heat, capsaicin (spicy food)
-key in pain sensation
central nervous system
brain and spinal cord
peripheral nervous system
takes signals from the brain and brings them to the rest of the body. The PNS includes sensory neurons for perceiving the environment and motor neurons for stimulating muscles
what is a synapse and what happens there
in the brain, the electrical signal propagated down a neuron (the action potential) is converted into a chemical signal at a synapse. the chemical signal then triggers a new electrical signal in the neighboring neuron. this differs from heart muscle cells, which communicate directly through electrical gap junctions
ligand-gated ion channels
generate EEG signals by controlling fast synaptic neurotransmission, directly impacting synaptic currents and neuronal excitability
inhibitory and excitatory glutamate receptors (AMPA, NMDA) are primary drivers of EEG oscillations acting as therapeutic targets in diseases like epilepsy and encephalopathy
they are synaptic receptors that convert chemical neurotransmitters into graded electrical PSPs by opening only when a specific ligand (GABA) binds to them
how does an action potential propagate down a neuron and result in neurotransmitter release
these signals are propagated through the opening and closing of voltage-gated sodium and potassium channels, governed by the hodgkin-huxley equations
why use electrical and chemical signals (advantages/disadvantages)
electrical signals (action potentials) are fast and efficient for long-distance travel down axons
chemical signals at synapses allow for complex interactions, such as inhibition or excitation of the next cell
post-synaptic potentials
local electrical changes in a neurons dendrites triggered by chemical neurotransmitters at a synapse
unlike action potentials, PSPs are passive and graded; they do not maintain a constant magnitude and instead decay exponentially over time and distance
EEG signal measured at the scalp represents the summation and synchronization of thousands of these potentials firing in unison within cortical columns
10-20 system
clinicians use a standard placement system, often referring to the 10-20 system, which defines electrode locations based on specific percentages of the head’s dimensions
how do cortical columns enable the EEG signal
brains gray matter contains densely packed cell bodies, while the white matter consists of axons that connect different regions
the EEG signal largely results from the summation and synchronization of post-synaptic potentials in large groups of neurons firing in unison
EEG set up
standard EEG setup follows the 10-20 system
uses anatomical landmarks (the nasion (nose) and the inion (back of the head)
to calculate electrode positions based on 10% and 20% increments of the total distance around the skull
summation of post-synaptic potentials
EEG measured at the scalp is an aggregate signal
individual action potentials are too fast and involve too little voltage to be detected through the skull; instead, the EEG primarily reflects the summation of thousands of passive, sub-threshold post-synaptic potentials
these potentials occur in the dendrites and are integrated spatially and temporally by the neurons soma
synchronization of postsynaptic potentials
for the summed potentials to reach the scalp with enough magnitude to be recorded, the neurons must fire in synchrony
this is enabled by the organization of neurons into cortical columns, where large populations of cells are oriented in the same direction and fire in unison
without the synchronization, the individual electrical fields would cancel each other out before reaching the electrodes
EEG signals resulting from glutamate or GABA at two positions on the neuron
the shape or polarity of an EEG wave is determined by both the neurotransmitter type and the physical location of the synapse on the neuron
neurotransmitters: excitatory transmitters (glutamate) cause an influx of positive ions (depolarization), while inhibitory transmitters like GABA typically cause an influx of negative ions or efflux of positive ions (hyperpolarization)
position: whether these events occur at the apical dendrites (near the surface) or basal dendrites (deeper) creates different electrical dipoles. The orientation of these dipoles determines whether the electrode at the scalp records a positive or negative deflection
depolarization vs hyperpolarization EEG signals
depolarization: excitatory postsynaptic potentials moves the membrane potential closer to the firing threshold
hyperpolarization: inhibitory post-synaptics potentials moves it further away
the EEG captures the net electrical shifts resulting from these combined excitatory and inhibitory interactions, which are often disrupted in conditions like epilepsy or parkinson’s disease
EEG frequency bands
brain activity is categorized (alpha, beta, theta, delta), which can be analyzed using the fourier transform
ex. alpha blocking refers to the reduction of alpha wave activity when a person opens their eyes or concentrates on a task
mathematical modeling of the EEG signal
aggregate signal resulting from the summation of thousands of individual post synaptic potentials
unlike action potentials, which are too fast to summate, the PSPs last longs which allows them to overlap and create a detectable signal at the scalp
model assumes these signals originate from neurons organized in cortical columns where the parallel orientation of the cells allow their electrical dipoles to add together instead of cancel out
meaning of the Green’s function in EEG
mathematical tool to describe the relationship between the electrical source inside the brain and the potential measured at a specific electrode on the scalp
acts as a “weighting function” that accounts for the geometry and conductive properties of the head (brain, skull, scalp)
by knowing green’s function, researchers can perform forward modeling (calculating EEG from known brain source) or attempt inverse modeling (estimating brain source from measured EEG
advantages of increasing number of electrode
increasing number of electrodes (moving from basic 64 channel or 128) provides higher spatial resolution which allows for:
more accurate topographical mapping: better visualization of where specific activity (like alpha waves or seizures) is localized on the scalp
source localization: improved ability to mathematically “triangulate” the internal brain source of an electrical signal
better denoising: higher electrode density makes it easier to identify and subtract artifacts like muscle movements or eye blinks
eye blink
shows the magnitude of bioelectric signals
individual post-synaptic potentials are very small, an eye blink creates a massive electrical artifact that can swamp the actual brain signal
clinicians use this to teach students about signal to noise ratio in EEG
signals of interest (brain activity) are often much smaller than the biological noise created by muscles or eyes
alpha blocking
sudden reduction or suppression of alpha waves (8-13 Hz) in the EEG signal
occurs when a person is in a relaxed state with their eyes closed (where alpha is prominent) and then opens their eyes or behins a demanding mental task
reflects shift from synchronized, rhythmic activity to the “de-synchronized” activity associated with active processing
Epilepsy
Excitatory and inhibitory interactions and how they’re affected in Parkinson’s disease
epilepsy characterized by synchronized, excessive neural firing
parkinson’s disease, involving disruptions in excitatory and inhibitory interactions
MEG
a companion to EEG that measures the magnetic fields produced by brain activity
TMS (transcranial magnetic stimulation)
sits on the head and uses magnetic fields to create electrical pulses that trigger action potentials in specific brain regions, such as the prefrontal cortex to treat conditions like PTSD
using EEG to brain computer interfaces
bioelectricity principles allow for the creation of interfaces that record brain signals to control external devices, such as prosthetic limbs, however, these signals are often complex with a low signal-to-noise ratio, requiring advanced engineering solutions to decode
Central nervous system (CNS)
brain and spinal cord
peripheral nervous system (PNS)
carries signals between the CNS and the rest of the body
contains sensory neurons (sensing the environment) and motor neurons (connecting to muscles to trigger movement)
what EMG measures
electromyography records electrical activity of skeletal muscles
measures the complex interplay between motor neurons and the muscle fibers they innervate
at rest, healthy muscles do not produce an electrical signal; signals only appear during contraction
motor unit
fundamental unit of EMG
single motor neuron and all the muscle fibers it innervates
firing is “all-or-none” when an action potential reaches the muscle, all connected fibers contract fully
intermingled motor units
muscle fibers from different motor units are not clumped together but are intermingled throughout the muscle
allows for smooth muscle contraction across the entire tissue rather than jerky movements in one spot
innervation ratios
the number of fibers per motor unit varies by function
areas requiring fine control (eyes or hands) have low ratios (about 10 fibers/neuron) while power heavy areas (legs) can have up to 2,000 fibers per neuron
order of motor unit recruitment (size principle)
motor units are recruited in a fixed order based on size
smaller motor units are easier to depolarize and are recruited first for light tasks; larger, more powerful units come online as more force is required
slow-twitch muscle (type I)
use aerobic respiration (oxygen), produce low power over long periods, and are fatigue-resistant
fast-twitch (type IIb)
use anaerobic glycolysis, produce high power quickly, but fatigue rapidly
rate coding and sychronization
force can also be increased by rate coding - increasing the frequency of action potentials until they fuse into a steady force called tetanus
motor units usually fire asynchronously, training or extreme stress can lead to synchronization, allowing for greater force without increasing muscle mass
motor unit fiber recruitment
the relationship between force and the number of recruited motor units is non-linear because larger units (with more fibers) are added later
EMG signal definition
a mathematical sum of all motor unit action potentials (MUAPs) within reach of the electrode, combined with thier specific firing patterns over time
EMG noise
signal is often “messy” due to various noise sources: line interference (60 Hz from power outlets), biological noise (like hearts ECG signal), line contact gaps, and subcutaneous fat, which acts as a resistor that attenuates the signal
muscle fatigue
a decrease in power or force despite the same contractile effort
muscle fatigue: central vs peripheral
peripheral fatigue occurs after the neuromuscular junction (muscle side), while central fatigue happens in the CNS when firing rates cannot be maintained
muscle fatigue EMG changes
fatigue causes a shift toward lower frequencies in the fourier spectrum and an increase in signal width often leading to visible trembling as the body tries to synchronize the few remaining functional motor units
motor neurons
a stimulator provides an electrical pulse to the nerve, and a recording electrode over the muscle measures the compound muscle action potential (CMAP)
sensory neurons
similar to motor studies, but the electrode is placed over a sensory nerve (finger) to measure the sensory nerve action potential (SNAP)
EMG for motor neurons variables
key measurements include amplitude (how high the peak is), latency (time from stimulus to onset/peak), and conduction velocity. the F-wave can also be measured, representing a signal that travels to the spinal cord and “backfires” to the muscle
nerve diameter and velocity
a general “rule of thumb” relates conduction velocity (v in m/s) to diameter (d in um) v=6 x d
effect of diabetes on nerves and EMG
high blood sugar damages vessels, depriving nerves of nutrients and leading to neuropathy, characterized by decreased EMG amplitudes
wallerian degeneration
if an axon is damaged, the injury propagates distally (down the axon). this makes it difficult to pinpoint the exact start of damage in axonal diseases
guillain-barre syndrome
an inflammatory disorder where the immune system attacks myelin
this causes immediate conduction blocks (slowed/diminished signals), but because the axon remains intact, patients can often recover as myelin is rebuilt
EMG clinical use
EMG is used to diagnose carpal tunnel, back pain, and ALS
also powers targeted muscle reinnervation, a technique where nerves from a missing limb are moved to existing muscles to act as “biological amplifiers” for controlling high-tech prosthetics
nerve conduction variables
in both motor and sensory studies, clinicians evaluate several key variables to diagnose conditions like carpal tunnel syndrome, diabetes, or guillain-barre syndrome
-amplitude: measures height of the signal peak (CMAP) mV (SNAP) microvolts: a decrease in amplitude typically indicates axonal degernation or loss of nerve fibers
-latency: time it takes for the signal to travel from the stimulus to the recording electrode. distal latency: time required to travel the final segment to the muscle or sensory site
-conduction velocity: speed at which the impulse travels down the never, calculated by dividing the distance between two stimulation by the difference in their latencies
-F-wave: represents a signal that travels proximally to the spinal cord and “backfires: down the nerve to the muscle
relationship between nerve diameter and conduction velocity
speed of electrical conduction is physically limited by the axial resistance of the neuron
according to the core conductor model. As the diameter of an axon increases, the internal resistance decreases, allowing the signal to travel more quickly
explains why larger motor neurons conduct signals much faster than smaller sensory fibers. understanding these variables allows engineers and clinicians to model how signals propagate passively or via action potentials across various pathologies
Biology of the heart
Consists of four chambers
Two atria on top that pump blood into two ventricles on the bottom
The left ventricle is the “workhorse” of the heart, requiring thicker muscle to pump oxygenated blood throughout the entire body
Valves (tricuspid, pulmonary, and aortic) ensure that blood flows in only one direction and does not backflow into previous chambers
Excitation-Contraction Coupling and how it protects the heart
Electrical activation (an action potential) leads to a mechanical contraction of the muscle
The heart is designed so the peak contraction occurs during the refractory period, which prevents a dangerous state called tetanus where the muscle would be stuck in a tightened position
How the heart creates action potentials.
The heart's rhythm is set by self-excitatory pacemaker cells in the Sinoatrial (SA) node, which fire about 70 times per minute
A secondary pacemaker, the Atrioventricular (AV) node, can take over at about 50 beats per minute if the SA node fails
Signal propagation in the heart
The electrical signal starts at the SA node, spreads through the Atria, pauses briefly at the AV node to allow the ventricles to fill with blood, and then travels through the bundle of his and bundle branches to the ventricles
Role of Purkinje fibers.
Specialized fibers that conduct the electrical signal to the heart muscle cells, triggering the final contraction of the ventricles
Voltage/current in heart cells
Using the core conductor model, the heart can be modeled as a circuit where current moves axially inside and outside the cell and across the membrane. The net total of inside and outside current must equal zero.
Depolarization wave in the heart (and how it’s read on ECG)
Involves positive ions rushing into cells, creating a negative charge immediately outside that is read as a positive deflection on an ECG when moving toward an electrode
Repolarization wave in the heart (and how it’s read on ECG).
Returns cells to their resting potential and is read as a negative deflection when moving toward an electrode
ECG signal
Aggregate signal that records the total sum of electrical activity from many heart cells as it reaches electrodes in the surface of the body. It cannot distinguish individual action potentials but reflects major biological events
Role of sodium, potassium and calcium in heart action potential.
Like neurons, sodium causes rapid depolarization. However, calcium plays a role in the heart by flowing into the cell later, which significantly prolongs the duration of the action potential. Potassium then flows out to cause repolarization
Components of ECG.
The P wave represents atrial depolarization, the QRS complex represents ventricular depolarization (dominated by the left ventricle), and the T wave represents ventricular depolarization
Einthoven’s triangle.
Uses three electrodes on the limbs to create Leads I, II, and III, which provide different “views” or projections of the heart’s electrical vector
Goldberger Augmented Leads.
(aVR, aVL, aVF) bisect the original leads to improve resolution
“View” of the heart from ECG Leads.
Different perspectives from which we can observe the heart's total electrical activity represented by a vector of depolarization
Because the heart is oriented on a tilt and its electrical signal propagates in specific directions, different electrode placements allow us to see how that activity is projected along various axes
Frontal plane view (limb leads), Einthoven's triangle (right arm, left arm, left leg), Goldberger augmented leads (aVR, aVL, aVF), horizontal plane view (chest leads)
12-Lead ECG.
Includes the Goldberger 6 plus 6 unipolar chest leads (V1-V6) for a comprehensive picture of heart function
Using ECG clinically.
ECGs diagnose conditions like arrhythmia (irregularity), ischemia (low oxygen), and infarction (tissue death/heart attack)
ST elevation on the readout is a classic hallmark of a myocardial infarction
Ectopic heartbeat.
Occurs when cells outside the SA node spontaneously depolarize too early, creating a “flutter” or skipped beat feeling
How does your Apple Watch take an ECG?
Takes ECG using two physical electrodes to recreate Lead I of a standard 12-lead ECG.
One electrode is located on the back of the watch and the second electrode is on the digital crown, which the user must touch with their opposite hand to complete the circuit
By measuring the potential difference between the right and left arms, the watch can generate a rhythm strip primarily used to detect atrial fibrillation
How do pacemakers work.
Implantable devices designed to regulate the heart’s rhythm when its natural pacemaking cells (sinoatrial SA node) fail to function correctly
Work by delivering small, evenly timed electrical shocks to one or more chambers of the heart to maintain a steady heartbeat
Typical system consists of a generator implanted under the skin near the collarbone and leads (wires) that are threaded through a vein and into the heart's chambers
Sme advanced versions (implantable cardioverter defibrillators) can also sense if the heart has stopped and deliver a powerful shock to restart the heart