{ "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", "b2.defaultclock.dt = 0.5 * b2.ms\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={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), BansalFourStateOpsin(name='vf-Chrimson', save_history=True, on_pre='', spectrum=[(np.float64(470.0), np.float64(0.4123404255319149)), (np.float64(490.0), np.float64(0.593265306122449)), (np.float64(510.0), np.float64(0.7935294117647058)), (np.float64(530.0), np.float64(0.8066037735849055)), (np.float64(550.0), np.float64(0.8912727272727272)), (np.float64(570.0), np.float64(1.0)), (np.float64(590.0), np.float64(0.9661016949152542)), (np.float64(610.0), np.float64(0.7475409836065574)), (np.float64(630.0), np.float64(0.4342857142857143)), (np.float64(940.0), np.float64(7.625137185362367e-07)), (np.float64(980.0), np.float64(1.0970860644245853e-06)), (np.float64(1020.0), np.float64(1.4674211526847874e-06)), (np.float64(1060.0), np.float64(1.4915987002443027e-06)), (np.float64(1100.0), np.float64(1.6481713638093412e-06)), (np.float64(1140.0), np.float64(1.8492334763262702e-06)), (np.float64(1180.0), np.float64(1.7865475957728372e-06)), (np.float64(1220.0), np.float64(1.3823778118111134e-06)), (np.float64(1260.0), np.float64(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')})" ] }, "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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", "text/plain": [ "
" ] }, "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 0.04s). [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 0.01s, trying other methods took 0.02s). [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 0.01s, trying other methods took 0.03s). [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 = 50 * b2.mwatt\n", "pulse_width = 4 * 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": "python3", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 2 }