{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# All-optical control\n", "\n", "In this tutorial we'll see how to\n", " - configure and inject a microscope for two-photon imaging and stimulation\n", " - inject a calcium indicator for neurons visible to the microscope\n", " - set up two-photon optogenetics by \n", " - injecting an opsin with an extended action spectrum and \n", " - injecting a 2P light source targeting neurons imaged by the microscope" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preamble" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import brian2.only as b2\n", "from brian2 import np\n", "import cleo\n", "from cleo import opto, imaging, light\n", "import matplotlib.pyplot as plt\n", "\n", "# slightly faster than numpy in this case\n", "b2.prefs.codegen.target = \"cython\"\n", "\n", "# for reproducibility\n", "rng = np.random.default_rng(18010630)\n", "cleo.utilities.set_seed(18501224)\n", "\n", "cleo.utilities.style_plots_for_docs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Brian network setup\n", "All we need are LIF neurons that will spike in response to photostimulation for us to see the resulting fluorescence traces." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "ng = b2.NeuronGroup(\n", " 200,\n", " \"\"\"dv/dt = (-(v - E_L) + Rm*Iopto) / tau_m : volt\n", " Iopto : amp\"\"\",\n", " threshold=\"v > -50*mV\",\n", " reset=\"v=E_L\",\n", " namespace={\n", " \"tau_m\": 20 * b2.ms,\n", " \"Rm\": 500 * b2.Mohm,\n", " \"E_L\": -70 * b2.mV,\n", " },\n", ")\n", "ng.v = -70 * b2.mV\n", "cleo.coords.assign_coords_rand_rect_prism(ng, [-0.2, 0.2], [-0.2, 0.2], [0, 0.4])\n", "sim = cleo.CLSimulator(b2.Network(ng))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Microscope configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default a scope selects neurons based on focus depth and assigns them a signal-to-noise ratio (SNR) based on soma size.\n", "(Larger cells' SNR decays more slowly with distance from the focal plane.)\n", "`focus_depth` and `soma_radius` are taken from scope parameters but can be overridden on injection.\n", "\n", "We'll use GCaMP6f as our indicator and leave the default parameters, though those can be changed in the function call {func}`~cleo.imaging.gcamp6f`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "scope = imaging.Scope(\n", " focus_depth=100 * b2.um,\n", " img_width=500 * b2.um,\n", " sensor=imaging.gcamp6f(),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Heterogeneous expression is simulated by providing a `rho_rel_generator` function that takes the number of neurons as an argument and returns a vector of relative expression levels.\n", "This is done on scope injection (as opposed to sensor injection afterward) because the scope needs this information to select ROIs with sufficiently high SNR." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={Scope(name='Scope', save_history=True, sensor=GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2), img_width=0.5 * mmetre, focus_depth=100. * umetre, location=array([0., 0., 0.]) * metre, direction=array([0., 0., 1.]), soma_radius=10. * umetre, snr_cutoff=1)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "expr_level_gen = lambda n: rng.lognormal(0, 0.2, n)\n", "sim.inject(scope, ng, rho_rel_generator=expr_level_gen) # uses scope's parameters\n", "# optional overrides (we'll use a small soma to intentionally get few targets)\n", "sim.inject(\n", " scope,\n", " ng,\n", " focus_depth=200 * b2.um,\n", " soma_radius=5 * b2.um,\n", " rho_rel_generator=expr_level_gen,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Signal strength (ΔF/F for 1 spike) per ROI is thus defined as {attr}`~cleo.imaging.Sensor.dFF_1AP` ` * rho_rel`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While Cleo adjusts noise levels according to distance from the focal plane automatically, other adjustments can be made manually by calling {meth}`~cleo.imaging.Scope.target_neurons_in_plane` to reflect factors such as cell heterogeneity or indicator expression or increased noise with depth.\n", "\n", "Neurons with SNR (defined as {attr}`~cleo.imaging.Scope.dFF_1AP` / {attr}`~cleo.imaging.Scope.sigma_noise`) below the scope's {attr}`~cleo.imaging.Scope.snr_cutoff` parameter are discarded." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i_targets, noise_focus_factor, focus_coords = scope.target_neurons_in_plane(\n", " ng, focus_depth=300 * b2.um, soma_radius=5 * b2.um\n", ")\n", "# scale noise std σ randomly to simulate biological variability\n", "std_noise = (\n", " scope.sensor.sigma_noise * noise_focus_factor * rng.normal(1, 0.2, len(i_targets))\n", ")\n", "sim.inject(\n", " scope,\n", " ng,\n", " focus_depth=None,\n", " i_targets=i_targets,\n", " sigma_noise=std_noise,\n", " rho_rel_generator=expr_level_gen,\n", ")\n", "\n", "cleo.viz.plot(ng, colors=[\"#c500cc\"], sim=sim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see targets off the visualized plane, resulting from our injections at 200 and 300 μm depths, resembling a multi-plane imaging experiment.\n", "\n", "When `focus_depth` is set to `None`, corresponding to [sculpted holographic imaging](https://www.sciencedirect.com/science/article/pii/S0959438817301940), the scope will select all neurons in the volume, or the user can specify a list of neurons to select via `i_targets` on injection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After all targets are specified, the sensor protein must also be injected.\n", "Doing it this way allows for efficiency: the sensor protein is only simulated for the imaged neurons.\n", "Expression levels are as sampled previously on scope injection." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "scope.inject_sensor_for_targets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2p stimulation configuration\n", "Further research is needed to better quantify the relationship between 2P and the 1P action spectra, but we use a preliminary model computed in `notebooks/1p_2p_ratio.ipynb`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "CLSimulator(io_processor=None, devices={BansalFourStateOpsin(name='vf-Chrimson', save_history=True, on_pre='', spectrum=[(470.0, 0.4123404255319149), (490.0, 0.593265306122449), (510.0, 0.7935294117647058), (530.0, 0.8066037735849055), (550.0, 0.8912727272727272), (570.0, 1.0), (590.0, 0.9661016949152542), (610.0, 0.7475409836065574), (630.0, 0.4342857142857143), (940.0, 7.625137185362367e-07), (980.0, 1.0970860644245853e-06), (1020.0, 1.4674211526847874e-06), (1060.0, 1.4915987002443027e-06), (1100.0, 1.6481713638093412e-06), (1140.0, 1.8492334763262702e-06), (1180.0, 1.7865475957728372e-06), (1220.0, 1.3823778118111134e-06), (1260.0, 8.030956811474087e-07)], extrapolate=False, required_vars=[('Iopto', amp), ('v', volt)], Gd1=0.37 * khertz, Gd2=175. * hertz, Gr0=0.667 * mhertz, g0=17.5 * nsiemens, phim=1.5e+22 * (second ** -1) / (meter ** 2), k1=3. * khertz, k2=200. * hertz, Gf0=20. * hertz, Gb0=3.2 * hertz, kf=10. * hertz, kb=10. * hertz, gamma=0.05, p=1, q=1, E=0. * volt, model='\\n dC1/dt = Gd1*O1 + Gr0*C2 - Ga1*C1 : 1 (clock-driven)\\n dO1/dt = Ga1*C1 + Gb*O2 - (Gd1+Gf)*O1 : 1 (clock-driven)\\n dO2/dt = Ga2*C2 + Gf*O1 - (Gd2+Gb)*O2 : 1 (clock-driven)\\n C2 = 1 - C1 - O1 - O2 : 1\\n\\n Theta = int(phi_pre > 0*phi_pre) : 1\\n Hp = Theta * phi_pre**p/(phi_pre**p + phim**p) : 1\\n Ga1 = k1*Hp : hertz\\n Ga2 = k2*Hp : hertz\\n Hq = Theta * phi_pre**q/(phi_pre**q + phim**q) : 1\\n Gf = kf*Hq + Gf0 : hertz\\n Gb = kb*Hq + Gb0 : hertz\\n\\n fphi = O1 + gamma*O2 : 1\\n\\n IOPTO_VAR_NAME_post = -g0*fphi*(V_VAR_NAME_post-E)*rho_rel : ampere (summed)\\n rho_rel : 1'), Scope(name='Scope', save_history=True, sensor=GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2), img_width=0.5 * mmetre, focus_depth=100. * umetre, location=array([0., 0., 0.]) * metre, direction=array([0., 0., 1.]), soma_radius=10. * umetre, snr_cutoff=1), GECI(name='GCaMP6f', save_history=True, model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1\\n\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n \\nexc_factor = 1 : 1\\n\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', sigma_noise=0.03748181818181818, dFF_1AP=0.09775500000000001, location='cytoplasm', cal_model=DynamicCalcium(on_pre='Ca += dCa_T / (1 + kappa_S + kappa_B)', model='\\n dCa/dt = -gamma * (Ca - Ca_rest) / (1 + kappa_S + kappa_B) : mmolar (clock-driven)\\n kappa_B = B_T * K_d / (Ca + K_d)**2 : 1', Ca_rest=50. * nmolar, gamma=292.3 * hertz, B_T=200. * umolar, kappa_S=110, dCa_T=7.6 * umolar), bind_act_model=DoubExpCalBindingActivation(model='\\n CaB_active = Ca_rest + b : mmolar # add tiny bit to avoid /0\\n db/dt = beta : mmolar (clock-driven)\\n lam = 1/tau_off + 1/tau_on : 1/second\\n kap = 1/tau_off : 1/second\\n dbeta/dt = ( # should be M/s/s\\n A * (lam - kap) * (Ca - Ca_rest) # M/s/s\\n - (kap + lam) * beta # M/s/s\\n - kap * lam * b # M/s/s\\n ) : mmolar/second (clock-driven)\\n ', A=7.61251 * khertz, tau_on=1.17164616 * second, tau_off=10.14020867 * msecond, Ca_rest=50. * nmolar), exc_model=NullExcitation(model='exc_factor = 1 : 1'), fluor_model='\\n dFF_baseline = 1 / (1 + (K_d / Ca_rest) ** n_H) : 1\\n dFF = exc_factor * rho_rel * dFF_max * (\\n 1 / (1 + (K_d / CaB_active) ** n_H)\\n - dFF_baseline\\n ) : 1\\n rho_rel : 1\\n ', K_d=290. * nmolar, n_H=2.7, dFF_max=25.2)})" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "opsin = opto.vfchrimson_4s()\n", "sim.inject(opsin, ng)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cleo.light.plot_spectra(opsin, range=\"2p\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, to target these neurons with 2P laser power, we use {meth}`~cleo.light.tp_light_from_scope` to create a `Light` object with a 2P laser {class}`~cleo.light.GaussianEllipsoid` light profile centered on each of the scope's targets:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "laser = light.tp_light_from_scope(scope, wavelength=1060 * b2.nmeter, name=\"laser\")\n", "sim.inject(laser, ng)\n", "cleo.viz.plot(ng, colors=[\"#c500cc\"], sim=sim)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulating an all-optical experiment\n", "\n", "We'll stimulate each neuron with a different number of laser pulses and see the resulting calcium traces." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'neurongroup', using method 'exact' (took 0.49s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_GCaMP6f_neurongroup', using method 'euler' (took 0.04s, trying other methods took 0.08s). [brian2.stateupdaters.base.method_choice]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO No numerical integration method specified for group 'syn_vf_Chrimson_neurongroup', using method 'euler' (took 0.03s, trying other methods took 0.09s). [brian2.stateupdaters.base.method_choice]\n" ] } ], "source": [ "from cleo.ioproc import LatencyIOProcessor\n", "\n", "# for seeing ground-truth spikes\n", "i_all_targets = scope.i_targets_for_neuron_group(ng)\n", "smon = b2.SpikeMonitor(ng, record=i_all_targets)\n", "sim.network.add(smon)\n", "\n", "amplitude = 5 * b2.mwatt\n", "pulse_width = 2 * b2.ms\n", "t_interpulse = 20 * b2.ms\n", "\n", "num_pulses = np.arange(1, scope.n + 1)\n", "train_ends = t_interpulse * num_pulses\n", "\n", "\n", "class IOProc(LatencyIOProcessor):\n", " def process(self, state_dict, t):\n", " t_in_cycle = t % t_interpulse\n", " on = (\n", " (0 <= t_in_cycle)\n", " & (t_in_cycle < pulse_width)\n", " & (t < (t_interpulse * num_pulses))\n", " )\n", "\n", " return {\"laser\": on * amplitude}, t\n", "\n", "\n", "sim.set_io_processor(IOProc(sample_period=1 * b2.ms))\n", "\n", "sim.reset()\n", "tmax = 1000\n", "sim.run(tmax * b2.ms)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll plot the result:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sep = 0.5\n", "n2plot = len(i_all_targets)\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(8, 6), sharex=True)\n", "\n", "spt = np.empty((0,))\n", "spi = np.empty((0,))\n", "for i_target, i_ng in enumerate(i_all_targets):\n", " single_spt = smon.t[smon.i == i_ng]\n", " spt = np.concatenate((spt, single_spt))\n", " spi = np.concatenate((spi, np.full_like(single_spt, i_target)))\n", "ax1.scatter(spt / b2.ms, spi, marker=\"|\", c=\"w\", label=\"spikes\")\n", "t_pulse_ms = np.arange(0, num_pulses.max() * t_interpulse / b2.ms, t_interpulse / b2.ms)\n", "ax1.scatter(\n", " t_pulse_ms, np.full_like(t_pulse_ms, -1), marker=\"|\", color=\"r\", label=\"pulses\"\n", ")\n", "ax1.set(ylabel=\"neuron index\", title=\"ground-truth spikes\", xlim=(0, tmax))\n", "ax1.legend()\n", "\n", "ax2.plot(\n", " scope.t[:] / b2.ms,\n", " np.array(scope.dFF)[:, :n2plot] + sep * np.arange(n2plot),\n", " lw=0.2,\n", " c=\"w\",\n", " rasterized=True,\n", ")\n", "y_scale = 2\n", "y0 = 0\n", "x0 = -20\n", "ax2.set(xlabel=\"time (ms)\", title=\"ΔF/F₀ per ROI\", xlim=(x0, tmax))\n", "ax2.annotate(\n", " \"\", xy=(x0, y0), xytext=(x0, y0 + y_scale), arrowprops=dict(arrowstyle=\"-\")\n", ")\n", "ax2.annotate(\n", " f\"{y_scale * 100}% ΔF/F\", xy=(x0, y0), va=\"bottom\", ha=\"right\", rotation=90\n", ")\n", "ax2.yaxis.set_visible(False)\n", "ax2.spines[\"left\"].set_visible(False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Results are as expected:\n", "- We see one spike for every pulse, though for longer trains we might start to see missed spikes due to the opsin activation plateauing.\n", "- If neurons were closer together, we'd expect to see some off-target effects; if there are any here, they are apparently subthreshold.\n", "- Signal strength is proportional to the number of spikes, as expected, but varies somewhat due to heterogeneous expression.\n", "- We also see that noise levels vary from ROI to ROI due to varying distances from the focal plane." ] } ], "metadata": { "kernelspec": { "display_name": "cleo", "language": "python", "name": "python3" }, "language_info": { "name": "python", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 2 }