{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(revolution)=\n", "# Revolution\n", "\n", "\n", "\n", "
\n", " + Expand\n", " \n", "
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    \n", "
  • What makes for a suitable problem for AI (Demis Hassabis, Nobel Lecture)?\n", "
      \n", "
    • Space: Massive combinatorial search space
    • \n", "
    • Function: Clear objective function (metric) to optimize against
    • \n", "
    • Time: Either lots of data and/or an accurate and efficient simulator
    • \n", "
    \n", "
  • \n", "
  • Guess what else fits the bill (Yours truly, amateur philosopher)?\n", "
      \n", "
    • Space\n", "
        \n", "
      1. Intestines/villi
      2. \n", "
      3. Lungs/bronchioles
      4. \n", "
      5. Capillary trees
      6. \n", "
      7. Network of lymphatics
      8. \n", "
      9. Dendrites in neurons
      10. \n", "
      11. Tree branches
      12. \n", "
      \n", "
    • \n", "
    • Function\n", "
        \n", "
      1. Energy
      2. \n", "
      3. Aerobic respiration
      4. \n", "
      5. Delivery to \"last mile\" (minimize distance)
      6. \n", "
      7. Response time (minimize)
      8. \n", "
      9. Information
      10. \n", "
      11. Exposure to sunlight for photosynthesis
      12. \n", "
      \n", "
    • \n", "
    • Time\n", "
        \n", "
      1. Nourishment
      2. \n", "
      3. Gaseous exchange
      4. \n", "
      5. Oxygen & Nutrients (Carbon dioxide & \"Waste\")
      6. \n", "
      7. Surveillance for antigens
      8. \n", "
      9. Coherence of functions
      10. \n", "
      11. Water and nutrients from soil
      12. \n", "
      \n", "
    • \n", "
    \n", "
  • \n", "
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-- Nobel Prize in Chemistry, 2024

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\n", " \n", "The process of relabeling the nodes in a neural network, such as the one provided, evokes a sense of transformation akin to reinterpreting the timeless works of William Shakespeare. Just as the original nodes—representing biological components like DNA, RNA, CD8+, and TNF-α—carry specific roles within an immunological framework, Shakespeare’s 38 plays each embody distinct narratives, emotions, and conflicts that can be mapped onto this structure. The task of selecting 17 of these plays to correspond with the 17 nodes requires a careful consideration of thematic resonance, much like how the formula w = 1/(1 + X/Y) balances noise and signal odds to determine edge weights. In this metaphor, X/Y could represent the chaos of human experience versus the clarity of purpose in each play, guiding the connections between layers—Suis, Voir, Choisis, Deviens, and M'èléve—and their newly assigned dramatic counterparts.\n", "\n", "\n", "
\n", " \n", "
\n", "\n", "```{figure} https://as1.ftcdn.net/v2/jpg/01/44/78/68/1000_F_144786810_dXkhu6jR1eM1KcsIFpPcrDsnJnnDJtNm.jpg\n", "---\n", "width: 30%\n", "height: 30%\n", "---\n", "The **midcingulo-insular system** stands as the oldest, the primal scaffold upon which all later networks were draped. Before there was fine motor control, before there was deliberative planning or executive function, there was the insula—an ancient sentinel of interoception, regulating the body's hidden symphony of autonomic rhythms. It is here, in the depths of the **salience network**, that vertebrates first learned to detect the signals of survival: pain, hunger, temperature, and the visceral stirrings of self-preservation. The **midcingulate cortex**, though more evolved than its limbic predecessors, still bears the signature of this foundational system—tasked with evaluating effort, action, and adversity. This is the neural network that **bridges raw sensation with decision**, the fulcrum of attention-switching, ensuring that the organism responds to what **matters** in the moment. The other networks arrived later, **layered refinements upon this ancient core**. The **pericentral system**, with its precise somatomotor control, is an invention of mammals, honed in primates to craft tools and wield symbols. The **dorsal stream**, a navigator of goals, emerged with complex movement and spatial reasoning. The **lateral system**, seat of abstraction and executive function, belongs to the neocortical expansion of higher mammals, where foresight and flexibility reign. And the **medial network**, weaving self-regulation into the fabric of cognition, belongs to the **default mode**, where identity and reflection consolidate. But beneath them all, the **midcingulo-insular** remains—the **oldest sentinel of salience**, the network that does not think but **knows**, the one that ensures existence **before action, before reason, before anything else.**\n", "```\n", "\n", "Beginning with the Suis layer, which includes nodes like \"DNA, RNA, 5%\" and \"Lipopolysaccharide,\" the foundational elements of life and immunity suggest plays rooted in origins and primal struggles. \"Macbeth,\" with its dark ambition and inevitable downfall, aligns with \"DNA, RNA, 5%,\" symbolizing the genetic seeds of fate. \"Othello,\" a tale of jealousy and betrayal, fits \"Peptidoglycans, Lipoteichoics,\" reflecting the structural tensions of identity. \"King Lear,\" with its storm of familial discord, mirrors \"Lipopolysaccharide,\" a trigger of inflammation and chaos. \"Richard III,\" driven by cunning and deformity, suits \"N-Formylmethionine,\" a starting point of bacterial recognition. \"The Tempest,\" a play of natural forces and reconciliation, captures \"Glucans, Chitin,\" while \"Romeo and Juliet,\" with its specific tragic love, embodies \"Specific Antigens,\" the unique markers of recognition.\n", "\n", "Moving to the Voir layer, \"PRR & ILCs, 20%\" stands alone as the pattern-recognizing sentinel, akin to \"A Midsummer Night’s Dream,\" where perception and illusion intertwine to reveal deeper truths. In the Choisis layer, \"CD8+, 50%\" and \"CD4+\" represent immune warriors, paralleled by \"Henry V,\" a king leading with decisive valor, and \"Julius Caesar,\" where loyalty and betrayal shape leadership’s course. The Deviens layer, with its effector and regulatory nodes, finds expression in \"Hamlet\" for \"TNF-α, IL-6, IFN-γ,\" a play of intense action and inner turmoil; \"Measure for Measure\" for \"PD-1 & CTLA-4,\" balancing justice and restraint; and \"The Winter’s Tale\" for \"Tregs, IL-10, TGF-β, 20%,\" a story of redemption and healing.\n", "\n", "Finally, the M'èléve layer elevates the network to systemic harmony. \"Antony and Cleopatra\" reflects the \"Complement System,\" a grand interplay of passion and destruction. \"Coriolanus,\" with its martial pride, aligns with the \"Platelet System,\" clotting the wounds of war. \"Titus Andronicus,\" visceral and relentless, suits the \"Granulocyte System.\" \"As You Like It,\" with its pastoral unity, captures \"Innate Lymphoid Cells, 5%,\" while \"Twelfth Night,\" a comedy of mistaken identities, mirrors \"Adaptive Lymphoid Cells,\" adapting to the chaos of recognition. This relabeling transforms the network into a dramatic tapestry, where Shakespeare’s plays illuminate the interplay of noise and signal, chaos and order.\n", "\n", "To reflect this vision, the updated code redefines the layers with these 17 plays, preserving the structure while infusing it with literary depth. The edge weights, calculated via w = 1/(1 + X/Y), remain intact, symbolizing the tension between each play’s turmoil and resolution. Below is the revised code, integrating this Shakespearean reinterpretation into the neural network’s framework.\n", " \n", "\n", "This reimagined network, now a stage for Shakespeare’s dramas, retains its mathematical integrity while inviting a new narrative lens, where the interplay of plays echoes the original biological symphony.\n", "\n", "\n", "\n", " \n", " \n", " \n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Define the neural network layers with Shakespeare's plays\n", "def define_layers():\n", " return {\n", " 'Suis': ['Macbeth', 'Othello', 'King Lear', 'Richard III', 'The Tempest', 'Romeo and Juliet'],\n", " 'Voir': ['A Midsummer Night’s Dream'], \n", " 'Choisis': ['Henry V', 'Julius Caesar'], \n", " 'Deviens': ['Hamlet', 'Measure for Measure', 'The Winter’s Tale'], \n", " \"M'èléve\": ['Antony and Cleopatra', 'Coriolanus', 'Titus Andronicus', 'As You Like It', 'Twelfth Night'] \n", " }\n", "\n", "# Assign colors to nodes (retained from original for consistency)\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['A Midsummer Night’s Dream'], \n", " 'paleturquoise': ['Romeo and Juliet', 'Julius Caesar', 'The Winter’s Tale', 'Twelfth Night'], \n", " 'lightgreen': ['The Tempest', 'Measure for Measure', 'Coriolanus', 'As You Like It', 'Titus Andronicus'], \n", " 'lightsalmon': ['King Lear', 'Richard III', 'Henry V', 'Hamlet', 'Antony and Cleopatra'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights (unchanged from original)\n", "def define_edges():\n", " return {\n", " ('Macbeth', 'A Midsummer Night’s Dream'): '1/99',\n", " ('Othello', 'A Midsummer Night’s Dream'): '5/95',\n", " ('King Lear', 'A Midsummer Night’s Dream'): '20/80',\n", " ('Richard III', 'A Midsummer Night’s Dream'): '51/49',\n", " ('The Tempest', 'A Midsummer Night’s Dream'): '80/20',\n", " ('Romeo and Juliet', 'A Midsummer Night’s Dream'): '95/5',\n", " ('A Midsummer Night’s Dream', 'Henry V'): '20/80',\n", " ('A Midsummer Night’s Dream', 'Julius Caesar'): '80/20',\n", " ('Henry V', 'Hamlet'): '49/51',\n", " ('Henry V', 'Measure for Measure'): '80/20',\n", " ('Henry V', 'The Winter’s Tale'): '95/5',\n", " ('Julius Caesar', 'Hamlet'): '5/95',\n", " ('Julius Caesar', 'Measure for Measure'): '20/80',\n", " ('Julius Caesar', 'The Winter’s Tale'): '51/49',\n", " ('Hamlet', 'Antony and Cleopatra'): '80/20',\n", " ('Hamlet', 'Coriolanus'): '85/15',\n", " ('Hamlet', 'Titus Andronicus'): '90/10',\n", " ('Hamlet', 'As You Like It'): '95/5',\n", " ('Hamlet', 'Twelfth Night'): '99/1',\n", " ('Measure for Measure', 'Antony and Cleopatra'): '1/9',\n", " ('Measure for Measure', 'Coriolanus'): '1/8',\n", " ('Measure for Measure', 'Titus Andronicus'): '1/7',\n", " ('Measure for Measure', 'As You Like It'): '1/6',\n", " ('Measure for Measure', 'Twelfth Night'): '1/5',\n", " ('The Winter’s Tale', 'Antony and Cleopatra'): '1/99',\n", " ('The Winter’s Tale', 'Coriolanus'): '5/95',\n", " ('The Winter’s Tale', 'Titus Andronicus'): '10/90',\n", " ('The Winter’s Tale', 'As You Like It'): '15/85',\n", " ('The Winter’s Tale', 'Twelfth Night'): '20/80'\n", " }\n", "\n", "# Define edges to be highlighted in black (unchanged logic)\n", "def define_black_edges():\n", " return {\n", " ('Macbeth', 'A Midsummer Night’s Dream'): '1/99',\n", " ('Othello', 'A Midsummer Night’s Dream'): '5/95',\n", " }\n", "\n", "# Calculate node positions (unchanged)\n", "def calculate_positions(layer, x_offset):\n", " y_positions = np.linspace(-len(layer) / 2, len(layer) / 2, len(layer))\n", " return [(x_offset, y) for y in y_positions]\n", "\n", "# Create and visualize the neural network graph (unchanged logic)\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " black_edges = define_black_edges()\n", " \n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " mapping = {}\n", " counter = 1\n", " for layer in layers.values():\n", " for node in layer:\n", " mapping[node] = f\"{counter}. {node}\"\n", " counter += 1\n", " \n", " for i, (layer_name, nodes) in enumerate(layers.items()):\n", " positions = calculate_positions(nodes, x_offset=i * 2)\n", " for node, position in zip(nodes, positions):\n", " new_node = mapping[node]\n", " G.add_node(new_node, layer=layer_name)\n", " pos[new_node] = position\n", " node_colors.append(colors.get(node, 'lightgray'))\n", " \n", " edge_colors = []\n", " for (source, target), weight in edges.items():\n", " if source in mapping and target in mapping:\n", " new_source = mapping[source]\n", " new_target = mapping[target]\n", " G.add_edge(new_source, new_target, weight=weight)\n", " edge_colors.append('black' if (source, target) in black_edges else 'lightgrey')\n", " \n", " plt.figure(figsize=(12, 8))\n", " edges_labels = {(u, v): d[\"weight\"] for u, v, d in G.edges(data=True)}\n", " \n", " nx.draw(\n", " G, pos, with_labels=True, node_color=node_colors, edge_color=edge_colors,\n", " node_size=3000, font_size=9, connectionstyle=\"arc3,rad=0.2\"\n", " )\n", " nx.draw_networkx_edge_labels(G, pos, edge_labels=edges_labels, font_size=8)\n", " plt.title(\"OPRAH™: Pericentral - Shakespeare Edition. Grok-3\", fontsize=18)\n", " plt.show()\n", "\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{figure} https://www.ledr.com/colours/white.jpg\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_The Human Connectome_. Beyond the cellular intelligence of genome, exposome, transcriptome, proteome, metabolome. We grapple with servers, client, agent, decentralization, mesh. Metaphors from the nervous system, immune system, artificial intelligence, and C-suit principal-agent affairs find convergence in this space. Herein we interrogate the [current landscape](https://pmc.ncbi.nlm.nih.gov/articles/PMC7325607/) to identify five macro-scale brain network naming schemes and conventions utilized in the literature, ignoring inconsistencies while pointing out convergence across disparate human endeavors to delineate the noise/signal ratio as guide, avoiding confusion as a matter of design.\n", "```" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "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": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }