{ "cells": [ { "cell_type": "markdown", "id": "4981f5af", "metadata": {}, "source": [ "# Complex branches: turns, loops, retrograde motion, and mixed futures\n", "\n", "This tutorial shows how to interpret biologically unusual velocity fields\n", "without forcing every annotated branch into a monotonic outward ray.\n", "\n", "The core distinction is:\n", "\n", "- **Conditional Fate Affinity (CFA)** describes future identity;\n", "- **Discounted Fate Reach (DFR)** describes how much selected-fate probability is resolved;\n", "- **Future-Fate Specificity (FFS)** describes decisiveness;\n", "- **Signed Ordering Flux (SOF)** describes forward or retrograde movement.\n", "\n", "A branch can have high CFA for its annotated fate and negative or sign-changing\n", "SOF. That is not a contradiction." ] }, { "cell_type": "markdown", "id": "9d3022e2", "metadata": {}, "source": [ "## 1. Imports and synthetic archetypes" ] }, { "cell_type": "code", "execution_count": 1, "id": "c5c40a58", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:17.999421Z", "iopub.status.busy": "2026-07-15T01:08:17.999206Z", "iopub.status.idle": "2026-07-15T01:08:19.312522Z", "shell.execute_reply": "2026-07-15T01:08:19.311446Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scCS 0.8.0.dev34\n" ] } ], "source": [ "from __future__ import annotations\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import scCS\n", "\n", "SEED = 20260714\n", "rng = np.random.default_rng(SEED)\n", "plt.rcParams[\"figure.dpi\"] = 110\n", "\n", "print(\"scCS\", scCS.__version__)" ] }, { "cell_type": "markdown", "id": "e38cdc46", "metadata": {}, "source": [ "## 2. Formal separation of identity and motion\n", "\n", "DFFP fate identity is based on the conditional probability vector $q_i$. Signed Ordering Flux uses the supplied ordering $s$:\n", "\n", "$$\n", "\\widetilde P_{ij}=\\frac{P_{ij}}{\\sum_{k\\in S}P_{ik}},\\qquad\n", "g_i=\\sum_{j\\in S}\\widetilde P_{ij}(s_j-s_i).\n", "$$\n", "\n", "There is no equation requiring high $q_{if}$ to imply positive $g_i$. A cell may retain high affinity for fate $f$ while returning toward an earlier state, following a loop, or turning across the embedding." ] }, { "cell_type": "code", "execution_count": 2, "id": "c53fdc7d", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:19.315480Z", "iopub.status.busy": "2026-07-15T01:08:19.315145Z", "iopub.status.idle": "2026-07-15T01:08:19.512047Z", "shell.execute_reply": "2026-07-15T01:08:19.510698Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "identity_motion = pd.DataFrame(\n", " {\n", " \"CFA for annotated fate\": [0.92, 0.90, 0.84, 0.80],\n", " \"SOF\": [0.08, -0.10, 0.00, 0.03],\n", " \"case\": [\"clean forward\", \"retrograde fate\", \"loop/turn\", \"weak forward\"],\n", " }\n", ")\n", "fig, ax = plt.subplots(figsize=(8, 5.2))\n", "ax.scatter(identity_motion[\"CFA for annotated fate\"], identity_motion[\"SOF\"], s=110)\n", "for _, row in identity_motion.iterrows():\n", " ax.annotate(\n", " row[\"case\"],\n", " (row[\"CFA for annotated fate\"], row[\"SOF\"]),\n", " xytext=(7, 5),\n", " textcoords=\"offset points\",\n", " )\n", "ax.axhline(0, color=\"0.6\", linewidth=1)\n", "ax.set_xlim(0.72, 0.96)\n", "ax.set_xlabel(\"Conditional Fate Affinity for annotated fate\")\n", "ax.set_ylabel(\"Signed Ordering Flux\")\n", "ax.set_title(\"High fate identity does not require outward progression\")\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cd2f70ee", "metadata": {}, "source": [ "## 3. Branch-relative display angles\n", "\n", "For a display velocity $v_i$, decompose it into components parallel and perpendicular to the annotated branch direction $d_f$:\n", "\n", "$$\n", "v_{\\parallel}=v_i^\\top d_f,\\qquad\n", "v_{\\perp}=v_i-v_{\\parallel}d_f,\\qquad\n", "\\theta_i=\\operatorname{atan2}(\\|v_{\\perp}\\|,v_{\\parallel}).\n", "$$\n", "\n", "Thus $0^\\circ$ is outward, $180^\\circ$ is inward, and $\\pm90^\\circ$ is transverse. These angles are display diagnostics only; DFFP remains defined on the source graph." ] }, { "cell_type": "code", "execution_count": 3, "id": "25c84ac5", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:19.514341Z", "iopub.status.busy": "2026-07-15T01:08:19.514149Z", "iopub.status.idle": "2026-07-15T01:08:19.519618Z", "shell.execute_reply": "2026-07-15T01:08:19.518524Z" } }, "outputs": [], "source": [ "t = np.linspace(0.0, 1.0, 120)\n", "\n", "archetypes = {\n", " \"clean forward\": {\n", " \"x\": t,\n", " \"y\": np.zeros_like(t),\n", " \"flux\": 0.08 + 0.02 * np.sin(np.pi * t),\n", " \"affinity\": 0.90 + 0.05 * t,\n", " \"reach\": 0.55 + 0.35 * t,\n", " },\n", " \"retrograde fate\": {\n", " \"x\": t,\n", " \"y\": 0.05 * np.sin(np.pi * t),\n", " \"flux\": -0.04 - 0.10 * t,\n", " \"affinity\": 0.82 + 0.10 * t,\n", " \"reach\": 0.45 + 0.30 * t,\n", " },\n", " \"turning branch\": {\n", " \"x\": t,\n", " \"y\": 0.45 * np.sin(np.pi * t),\n", " \"flux\": 0.11 * np.cos(np.pi * t),\n", " \"affinity\": 0.78 + 0.08 * np.sin(np.pi * t),\n", " \"reach\": 0.40 + 0.40 * t,\n", " },\n", " \"loop-like branch\": {\n", " \"x\": 0.55 + 0.38 * np.cos(2 * np.pi * t),\n", " \"y\": 0.38 * np.sin(2 * np.pi * t),\n", " \"flux\": 0.13 * np.cos(2 * np.pi * t),\n", " \"affinity\": 0.74 + 0.12 * np.cos(np.pi * (t - 0.5)),\n", " \"reach\": 0.35 + 0.35 * t,\n", " },\n", "}\n", "for values in archetypes.values():\n", " values[\"specificity\"] = np.clip(\n", " 0.15 + 0.85 * (values[\"affinity\"] - 0.25) / 0.75,\n", " 0,\n", " 1,\n", " )\n", " values[\"resolved\"] = values[\"reach\"] * values[\"specificity\"]" ] }, { "cell_type": "markdown", "id": "bc0dc44d", "metadata": {}, "source": [ "## 4. Source-space velocity archetypes\n", "\n", "Arrows show local motion in the source manifold. The branch annotation does not\n", "guarantee that every arrow points toward larger ordering values." ] }, { "cell_type": "code", "execution_count": 4, "id": "d7a8ee47", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:19.521688Z", "iopub.status.busy": "2026-07-15T01:08:19.521483Z", "iopub.status.idle": "2026-07-15T01:08:19.812747Z", "shell.execute_reply": "2026-07-15T01:08:19.811409Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(12, 9))\n", "for axis, (name, values) in zip(axes.ravel(), archetypes.items()):\n", " x = values[\"x\"]\n", " y = values[\"y\"]\n", " dx = np.gradient(x)\n", " dy = np.gradient(y)\n", " if name == \"retrograde fate\":\n", " dx = -np.abs(dx)\n", " dy = -dy\n", " sample = np.arange(0, len(t), 8)\n", " axis.plot(x, y, linewidth=2.5)\n", " arrows = axis.quiver(\n", " x[sample],\n", " y[sample],\n", " dx[sample],\n", " dy[sample],\n", " values[\"flux\"][sample],\n", " cmap=\"coolwarm\",\n", " angles=\"xy\",\n", " scale_units=\"xy\",\n", " scale=0.10,\n", " width=0.006,\n", " )\n", " axis.set_title(name)\n", " axis.set_xlabel(\"source component 1\")\n", " axis.set_ylabel(\"source component 2\")\n", " axis.set_aspect(\"equal\", adjustable=\"datalim\")\n", "fig.colorbar(arrows, ax=axes.ravel().tolist(), label=\"Signed Ordering Flux\")\n", "fig.suptitle(\"Different biological motions can occur within annotated fates\", y=1.01)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "063c7711", "metadata": {}, "source": [ "## 5. Identity, resolution, and progression along ordering\n", "\n", "High affinity does not imply positive progression. The turning and loop-like\n", "examples keep a coherent future identity while SOF changes sign." ] }, { "cell_type": "code", "execution_count": 5, "id": "8bc6459e", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:19.815052Z", "iopub.status.busy": "2026-07-15T01:08:19.814843Z", "iopub.status.idle": "2026-07-15T01:08:20.070248Z", "shell.execute_reply": "2026-07-15T01:08:20.069301Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(17, 4.8))\n", "for name, values in archetypes.items():\n", " axes[0].plot(t, values[\"affinity\"], linewidth=2, label=name)\n", " axes[1].plot(t, values[\"reach\"], linewidth=2, label=name)\n", " axes[2].plot(t, values[\"flux\"], linewidth=2, label=name)\n", "axes[0].set_title(\"Conditional Fate Affinity\")\n", "axes[1].set_title(\"Discounted Fate Reach\")\n", "axes[2].set_title(\"Signed Ordering Flux\")\n", "for axis in axes:\n", " axis.set_xlabel(\"Branch ordering\")\n", " axis.axhline(0, color=\"0.5\", linewidth=1)\n", "axes[0].set_ylim(0, 1)\n", "axes[1].set_ylim(0, 1)\n", "axes[2].legend(frameon=False, bbox_to_anchor=(1.02, 1), loc=\"upper left\")\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e72917da", "metadata": {}, "source": [ "## 6. A two-axis interpretation map\n", "\n", "DFR and FFS answer different questions. Color adds SOF:\n", "\n", "- upper right: resolved and specific;\n", "- upper left: specific but weakly reached;\n", "- lower right: reached but fate-ambiguous;\n", "- lower left: unresolved and ambiguous.\n", "\n", "Negative color does not invalidate a point; it indicates retrograde motion." ] }, { "cell_type": "code", "execution_count": 6, "id": "39df98a1", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:20.073085Z", "iopub.status.busy": "2026-07-15T01:08:20.072804Z", "iopub.status.idle": "2026-07-15T01:08:20.206653Z", "shell.execute_reply": "2026-07-15T01:08:20.205490Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rows = []\n", "for name, values in archetypes.items():\n", " for index in np.linspace(0, len(t) - 1, 24).astype(int):\n", " rows.append(\n", " {\n", " \"archetype\": name,\n", " \"reach\": values[\"reach\"][index],\n", " \"specificity\": values[\"specificity\"][index],\n", " \"flux\": values[\"flux\"][index],\n", " }\n", " )\n", "map_table = pd.DataFrame(rows)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "scatter = ax.scatter(\n", " map_table[\"reach\"],\n", " map_table[\"specificity\"],\n", " c=map_table[\"flux\"],\n", " cmap=\"coolwarm\",\n", " s=55,\n", " alpha=0.8,\n", ")\n", "ax.axvline(0.5, color=\"0.75\", linewidth=1)\n", "ax.axhline(0.5, color=\"0.75\", linewidth=1)\n", "ax.set_xlim(0, 1)\n", "ax.set_ylim(0, 1)\n", "ax.set_xlabel(\"Discounted Fate Reach\")\n", "ax.set_ylabel(\"Future-Fate Specificity\")\n", "ax.set_title(\"Identity resolution and progression must be read separately\")\n", "fig.colorbar(scatter, ax=ax, label=\"Signed Ordering Flux\")\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0b662f23", "metadata": {}, "source": [ "## 7. Branch-relative velocity-angle profiles\n", "\n", "For a terminal branch, \\(0^\\circ\\) is outward, \\(180^\\circ\\) is inward, and\n", "\\(\\pm90^\\circ\\) is transverse. These profiles are display diagnostics; they do\n", "not replace DFFP.\n", "\n", "The synthetic distributions below show how clean, retrograde, turning, and\n", "loop-like branches appear when referenced to their own branch axes." ] }, { "cell_type": "code", "execution_count": 7, "id": "6efda47b", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:20.209642Z", "iopub.status.busy": "2026-07-15T01:08:20.209175Z", "iopub.status.idle": "2026-07-15T01:08:20.820647Z", "shell.execute_reply": "2026-07-15T01:08:20.819295Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "angle_samples = {\n", " \"clean forward\": rng.normal(0.0, 12.0, 500),\n", " \"retrograde fate\": rng.normal(180.0, 14.0, 500),\n", " \"turning branch\": np.r_[\n", " rng.normal(35.0, 18.0, 250),\n", " rng.normal(120.0, 22.0, 250),\n", " ],\n", " \"loop-like branch\": rng.uniform(-180.0, 180.0, 500),\n", "}\n", "\n", "fig, axes = plt.subplots(\n", " 2,\n", " 2,\n", " figsize=(11, 10),\n", " subplot_kw={\"projection\": \"polar\"},\n", ")\n", "bins = np.linspace(-np.pi, np.pi, 25)\n", "for axis, (name, degrees) in zip(axes.ravel(), angle_samples.items()):\n", " radians = np.deg2rad(((degrees + 180) % 360) - 180)\n", " counts, edges = np.histogram(radians, bins=bins)\n", " centers = 0.5 * (edges[:-1] + edges[1:])\n", " width = np.diff(edges)\n", " axis.bar(centers, counts / max(counts.max(), 1), width=width, alpha=0.8)\n", " axis.set_theta_zero_location(\"E\")\n", " axis.set_theta_direction(1)\n", " axis.set_title(name, pad=18)\n", " axis.set_yticklabels([])\n", "fig.suptitle(\"Branch-relative display-velocity profiles\", y=1.01)\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "32b4cb1a", "metadata": {}, "source": [ "## 8. Anchor diagnostics are context, not monotonicity gates\n", "\n", "The pancreas benchmark contained strong sink-like Alpha and Beta endpoints,\n", "whereas Delta and Epsilon retained substantial transition mass toward other\n", "states. Gut in the Schwann benchmark remained annotation-coherent but showed\n", "retrograde SOF.\n", "\n", "The stacked bars below illustrate the diagnostic quantities that should be\n", "reported." ] }, { "cell_type": "code", "execution_count": 8, "id": "8680361b", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:20.822830Z", "iopub.status.busy": "2026-07-15T01:08:20.822634Z", "iopub.status.idle": "2026-07-15T01:08:20.954102Z", "shell.execute_reply": "2026-07-15T01:08:20.953195Z" } }, "outputs": [ { "data": { "image/png": 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same faterootother selected fateoutside
Alpha0.9960.0010.0030.000
Beta1.0000.0000.0000.000
Delta0.1780.0010.8210.000
Epsilon0.5340.2450.2200.001
Gut0.8980.0740.0180.010
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" ], "text/plain": [ " same fate root other selected fate outside\n", "Alpha 0.996 0.001 0.003 0.000\n", "Beta 1.000 0.000 0.000 0.000\n", "Delta 0.178 0.001 0.821 0.000\n", "Epsilon 0.534 0.245 0.220 0.001\n", "Gut 0.898 0.074 0.018 0.010" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anchor_example = pd.DataFrame(\n", " {\n", " \"same fate\": [0.996, 1.000, 0.178, 0.534, 0.898],\n", " \"root\": [0.001, 0.000, 0.001, 0.245, 0.074],\n", " \"other selected fate\": [0.003, 0.000, 0.821, 0.220, 0.018],\n", " \"outside\": [0.000, 0.000, 0.000, 0.001, 0.010],\n", " },\n", " index=[\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\", \"Gut\"],\n", ")\n", "ax = anchor_example.plot(\n", " kind=\"bar\",\n", " stacked=True,\n", " figsize=(10, 5.2),\n", " ylabel=\"One-step transition mass from late anchors\",\n", " title=\"Endpoint diagnostics can reveal complex or non-sink-like branches\",\n", ")\n", "ax.set_ylim(0, 1.02)\n", "ax.legend(frameon=False, bbox_to_anchor=(1.02, 1), loc=\"upper left\")\n", "plt.xticks(rotation=0)\n", "plt.tight_layout()\n", "plt.show()\n", "anchor_example" ] }, { "cell_type": "markdown", "id": "ae0fecc3", "metadata": {}, "source": [ "## 9. Summarizing real scCS results" ] }, { "cell_type": "code", "execution_count": 9, "id": "d6536d09", "metadata": { "execution": { "iopub.execute_input": "2026-07-15T01:08:20.956589Z", "iopub.status.busy": "2026-07-15T01:08:20.956360Z", "iopub.status.idle": "2026-07-15T01:08:20.961905Z", "shell.execute_reply": "2026-07-15T01:08:20.960843Z" } }, "outputs": [], "source": [ "def summarize_branches(result, annotations):\n", " table = pd.DataFrame(\n", " {\n", " \"annotation\": np.asarray(annotations).astype(str),\n", " \"DFR\": result.discounted_fate_reach,\n", " \"FFS\": result.future_fate_specificity,\n", " \"RC\": result.resolved_commitment,\n", " \"SOF\": result.signed_ordering_flux,\n", " }\n", " )\n", " for fate_index, fate in enumerate(result.fate_names):\n", " table[f\"CFA:{fate}\"] = result.conditional_fate_affinity[:, fate_index]\n", " return table.groupby(\"annotation\", observed=True).agg(\n", " n_cells=(\"DFR\", \"size\"),\n", " mean_DFR=(\"DFR\", \"mean\"),\n", " mean_FFS=(\"FFS\", \"mean\"),\n", " mean_RC=(\"RC\", \"mean\"),\n", " mean_SOF=(\"SOF\", \"mean\"),\n", " forward_fraction=(\"SOF\", lambda values: float(np.mean(values > 0))),\n", " )\n", "\n", "\n", "def add_ordering_thirds(frame, ordering_column):\n", " output = frame.copy()\n", " output[\"ordering_third\"] = \"middle\"\n", " for annotation, indices in output.groupby(\"annotation\", observed=True).groups.items():\n", " ranks = output.loc[indices, ordering_column].rank(method=\"first\", pct=True)\n", " output.loc[indices, \"ordering_third\"] = pd.cut(\n", " ranks,\n", " bins=[0, 1 / 3, 2 / 3, 1],\n", " labels=[\"early\", \"middle\", \"late\"],\n", " include_lowest=True,\n", " ).astype(str)\n", " return output" ] }, { "cell_type": "markdown", "id": "98f96be8", "metadata": {}, "source": [ "## 10. Interpretation checklist\n", "\n", "1. Inspect the native velocity field before the star.\n", "2. Read CFA, DFR, FFS, and RC before display-space arrows.\n", "3. Interpret SOF independently from fate identity.\n", "4. Use ordering thirds to distinguish uniformly retrograde motion from a turn or loop.\n", "5. Report weak sink behavior, but do not relabel it as a software failure.\n", "6. Restrict hard dominant-fate labels when specificity or the probability margin is low.\n", "7. Remember that display velocity profiles are qualitative QC and DFFP remains the scientific score." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 5 }