{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(apollo-dionysus)=\n", "# Apollo & Dionysus\n", " \n", "\n", "\n", "
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  1. NYU
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  3. GTPCI
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  5. Mentor
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  7. Epi
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  9. NIA
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  11. Taxes
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  13. Kemi
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-- Fox News

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\n", "\n", "\n", "## 🪙 🎲 🎰 🗡️ 🪖 🛡️ \n", "Reexamining the proposed mapping of immune system components onto neural system layers with a focus on general functional analogies—setting aside the arbitrary weights—offers a refreshed perspective that highlights conceptual parallels rather than precise structural alignments. By reframing Layer 1 as an ecosystem with patterned \"red flags,\" Layer 2 as sensory detection, Layer 3 as reflexive and regulatory pathways, Layer 4 as the dynamic realization of adversarial, transactional, and cooperative capabilities, and Layer 5 as effector outcomes, the model gains a more abstract, functional coherence. This critique will explore the strengths and limitations of this revised interpretation, appreciating the intent to draw high-level analogies between these biological systems.\n", "Layer 1, now conceptualized as the ecosystem with patterned \"red flags,\" aligns the immune components under \"Suis\"—DNA, RNA, peptidoglycans, lipopolysaccharides, glucans, chitin, and specific antigens—with the external and internal environments of the neural system. This framing casts these molecular entities as signals or triggers within a broader ecological context, akin to environmental stimuli that the nervous system must detect. In the immune system, these \"red flags\" are pathogen-associated molecular patterns or damage signals that initiate a response, paralleling how the neural system’s environmental interface (e.g., skin, eyes, ears) encounters stimuli requiring interpretation. While the neural environment translates physical inputs into electrical signals and the immune ecosystem identifies chemical signatures, both serve as the first point of contact with the \"other\"—an external challenge to be processed. This analogy holds promise as a broad conceptual bridge, though it risks oversimplifying the immune system’s diffuse, molecular nature compared to the neural system’s anatomically defined sensory boundaries.\n", "\n", "```{figure} ../figures/king-lear.*\n", "---\n", "width: 70%\n", "height: 70%\n", "---\n", "_Pattern Recognition: Difference in Language and Communication_. Republicans have honed a way to viscerally connect with white heterosexual protestant English-speaking men. It's the intelligence of a tribe whose pedigree has encoded the trial and errors of its ancestors into a subtext that is accessible. Democrats fail to see their opponents' text as mere bait and commit a related grammatical error of overstating the power of grammar (think DEI, 21st century feminist, millenial, and Gen-Z vocabulary of outrage.. a flourishing school of resentment). The immune system, like the neural and endocrine systems, have high-risk, high-error [heuristics-bias](https://en.wikipedia.org/wiki/Heuristic_(psychology)) sentinal signaling\n", "```\n", "\n", "## 🎭\n", "Layer 2, mapped to sensory ganglia (G1, G2) and paired with \"Voir\" (PRRs and MHCs), positions these immune receptors as detectors akin to neural sensory relays. In the neural system, sensory ganglia process and transmit environmental signals to the central nervous system, while in immunity, PRRs and MHCs recognize molecular patterns and present antigens to activate adaptive responses. The functional parallel here is compelling: both systems rely on specialized structures to \"sense\" and interpret initial inputs—ganglia for physical stimuli, receptors for immunological threats. This mapping emphasizes detection and signal initiation, a shared role that transcends the mechanistic differences (electrochemical versus biochemical). The analogy strengthens when considering that both sensory ganglia and PRRs/MHCs act as gatekeepers, filtering and prioritizing information for subsequent processing, though the immune process lacks the immediacy of neural signaling.\n", "\n", "## 🌊 🏄🏾\n", "Layer 3, encompassing ascending (N1, N2, N3) and descending (N4, N5) pathways—including basal ganglia, thalamus, hypothalamus, brainstem, and cerebellum—is linked to \"Choisis\" (CD8+ cytotoxic T cells, dendritic cells, CD4+ T cells) and \"Deviens\" (cytokines like TNF-α, IL-6, IFN-γ, regulatory molecules like PD-1/CTLA-4, and Tregs). With ascending tracts relaying to reflexive responses and descending tracts typically inhibiting, this layer captures a duality of activation and modulation. In the neural system, ascending pathways transmit sensory data for reflexive action (e.g., spinal reflexes), while descending pathways from the brain often dampen or refine these responses. Similarly, in immunity, dendritic cells and CD4+ T cells relay antigen information to trigger effector responses (e.g., CD8+ T cell cytotoxicity), while regulatory mechanisms like Tregs and PD-1/CTLA-4 inhibit overactivity to maintain balance. The cytokines amplify or sustain the response, akin to neural amplification in reflex arcs. This functional mapping shines in its abstraction—both systems process inputs and regulate outputs—though it glosses over the neural system’s anatomical specificity versus the immune system’s cellular dispersion.\n", "\n", "## 🤺 💵 🦘 \n", "Layer 4, redefined as the realization of dynamic capabilities (adversarial, transactional, cooperative) and tied to the autonomic nervous system (sympathetic, parasympathetic, G3-autonomic ganglia), finds a novel immune analogy in self-other-mutual interactions. The autonomic nervous system governs involuntary responses—fight-or-flight (adversarial) via the sympathetic branch, rest-and-digest (cooperative) via the parasympathetic, and transactional balance between them. In immunity, adversarial dynamics emerge in cytotoxic responses to pathogens (self versus other), transactional roles in antigen presentation and T-cell priming (negotiating recognition), and cooperative functions in regulatory feedback (mutual homeostasis). While the code does not explicitly assign an immune correlate here, one might infer overlap with \"Deviens\" (e.g., Tregs for cooperation) or \"M'èléve\" (e.g., complement for adversarial action). This layer’s strength lies in its abstract framing of relational dynamics, offering a creative lens on how both systems navigate conflict, exchange, and synergy. However, the analogy stretches thin without a clear immune counterpart, risking vagueness.\n", "\n", "## 🏇 🧘🏾‍♀️ 🪺 🎶 🛌\n", "Layer 5, aligned with musculoskeletal exertion and secretory systems, maps to \"M'èléve\" (complement system, repair/wound healing, granulocytes, signaling pathways, Immunity, Allergy, Disease), representing effector outcomes. In the neural system, this layer translates commands into physical action (movement) or secretion (e.g., glandular output). In immunity, the complement system and granulocytes execute pathogen clearance, wound healing restores integrity, and memory cells ensure long-term readiness—tangible results of prior processing. The parallel here is functional rather than structural: both systems culminate in observable effects, whether muscle contraction or immune defense. Memory cells, however, fit less neatly, as their role in future preparedness lacks a direct neural equivalent in this context, though one might stretch the analogy to neural plasticity. This mapping succeeds in capturing output but falters in aligning the immune system’s diffuse, systemic effects with the neural system’s localized precision.\n", "\n", "Overall, this revised interpretation, focusing on functional analogies—ecosystem triggers, sensory detection, reflexive/regulated processing, dynamic relational capabilities, and effector outcomes—offers a more cohesive narrative than the original weight-laden model. By abstracting away from strict anatomical or quantitative ties, it highlights shared principles: both systems sense challenges, process information, balance activation and inhibition, negotiate relationships, and produce results. Yet, the approach remains imperfect. The immune system’s decentralized, adaptive nature contrasts with the neural system’s centralized, immediate hierarchy, and some mappings (e.g., memory cells in Layer 5) feel forced. This framework excels as a thought experiment, encouraging cross-disciplinary insight, but it sacrifices precision for creativity. A tighter focus on specific shared mechanisms—like feedback loops or `signal cascades`—could refine it further, balancing abstraction with biological fidelity.\n", " \n", " \n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "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\n", "def define_layers():\n", " return {\n", " 'Suis': ['DNA, RNA, 5%', 'Peptidoglycans, Lipoteichoics', 'Lipopolysaccharide', 'N-Formylmethionine', \"Glucans, Chitin\", 'Specific Antigens'], # Static\n", " 'Voir': ['PRRs & MHC, 20%'], \n", " 'Choisis': ['CD8+ Cytotoxic T, 50%', 'Dendritic, APC, CD4+'], \n", " 'Deviens': ['TNF-α, IL-6, IFN-γ', 'PD-1 & CTLA-4', 'Tregs, IL-10, TGF-β, 20%'], \n", " \"M'èléve\": ['Complement System', 'Repair & Wound Healing', 'Various Granulocytes', 'Signaling Pathways, 5%', 'Immunity, Allergy, Disease'] \n", " }\n", "\n", "# Assign colors to nodes\n", "def assign_colors():\n", " color_map = {\n", " 'yellow': ['PRRs & MHC, 20%'], \n", " 'paleturquoise': ['Specific Antigens', 'Dendritic, APC, CD4+', 'Tregs, IL-10, TGF-β, 20%', 'Immunity, Allergy, Disease'], \n", " 'lightgreen': [\"Glucans, Chitin\", 'PD-1 & CTLA-4', 'Repair & Wound Healing', 'Signaling Pathways, 5%', 'Various Granulocytes'], \n", " 'lightsalmon': ['Lipopolysaccharide', 'N-Formylmethionine', 'CD8+ Cytotoxic T, 50%', 'TNF-α, IL-6, IFN-γ', 'Complement System'],\n", " }\n", " return {node: color for color, nodes in color_map.items() for node in nodes}\n", "\n", "# Define edge weights (hardcoded for editing)\n", "def define_edges():\n", " return {\n", " ('DNA, RNA, 5%', 'PRRs & MHC, 20%'): '1/99',\n", " ('Peptidoglycans, Lipoteichoics', 'PRRs & MHC, 20%'): '5/95',\n", " ('Lipopolysaccharide', 'PRRs & MHC, 20%'): '20/80',\n", " ('N-Formylmethionine', 'PRRs & MHC, 20%'): '51/49',\n", " (\"Glucans, Chitin\", 'PRRs & MHC, 20%'): '80/20',\n", " ('Specific Antigens', 'PRRs & MHC, 20%'): '95/5',\n", " ('PRRs & MHC, 20%', 'CD8+ Cytotoxic T, 50%'): '20/80',\n", " ('PRRs & MHC, 20%', 'Dendritic, APC, CD4+'): '80/20',\n", " ('CD8+ Cytotoxic T, 50%', 'TNF-α, IL-6, IFN-γ'): '49/51',\n", " ('CD8+ Cytotoxic T, 50%', 'PD-1 & CTLA-4'): '80/20',\n", " ('CD8+ Cytotoxic T, 50%', 'Tregs, IL-10, TGF-β, 20%'): '95/5',\n", " ('Dendritic, APC, CD4+', 'TNF-α, IL-6, IFN-γ'): '5/95',\n", " ('Dendritic, APC, CD4+', 'PD-1 & CTLA-4'): '20/80',\n", " ('Dendritic, APC, CD4+', 'Tregs, IL-10, TGF-β, 20%'): '51/49',\n", " ('TNF-α, IL-6, IFN-γ', 'Complement System'): '80/20',\n", " ('TNF-α, IL-6, IFN-γ', 'Repair & Wound Healing'): '85/15',\n", " ('TNF-α, IL-6, IFN-γ', 'Various Granulocytes'): '90/10',\n", " ('TNF-α, IL-6, IFN-γ', 'Signaling Pathways, 5%'): '95/5',\n", " ('TNF-α, IL-6, IFN-γ', 'Immunity, Allergy, Disease'): '99/1',\n", " ('PD-1 & CTLA-4', 'Complement System'): '1/9',\n", " ('PD-1 & CTLA-4', 'Repair & Wound Healing'): '1/8',\n", " ('PD-1 & CTLA-4', 'Various Granulocytes'): '1/7',\n", " ('PD-1 & CTLA-4', 'Signaling Pathways, 5%'): '1/6',\n", " ('PD-1 & CTLA-4', 'Immunity, Allergy, Disease'): '1/5',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Complement System'): '1/99',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Repair & Wound Healing'): '5/95',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Various Granulocytes'): '10/90',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Signaling Pathways, 5%'): '15/85',\n", " ('Tregs, IL-10, TGF-β, 20%', 'Immunity, Allergy, Disease'): '20/80'\n", " }\n", "\n", "# Calculate positions for nodes\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\n", "def visualize_nn():\n", " layers = define_layers()\n", " colors = assign_colors()\n", " edges = define_edges()\n", " G = nx.DiGraph()\n", " pos = {}\n", " node_colors = []\n", " \n", " # Create mapping from original node names to numbered labels\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", " # Add nodes with new numbered labels and assign positions\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", " # Add edges with updated node labels\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", " \n", " # Draw the graph\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='gray',\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™: Pattern Recognition Receptors\", fontsize=25)\n", " plt.show()\n", "\n", "# Run the visualization\n", "visualize_nn()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "```{figure} ../figures/blanche.*\n", "---\n", "width: 1\n", "height: 1\n", "---\n", "_Elon: Ecosystem, Heuristics, Learning, Orientation, Navigation_. Layers 1. Genome 🧬, 2. ⁠Exposome 🚬 🥃 🏃‍♂️, 3. ⁠Transcriptome, 4. ⁠Proteome --Neural (Mutual), Immunal (Other), Endocrine (Self), 5. ⁠Metabolome. This framework reveals that heuristics are vestigual and legacy systems from earlier more primitive times. With ecosystem integration and navigation to broader horizons, agility demands a system that heed heraclitus: you never step in the same river twice!\n", "```\n", "\n", " \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#" ] } ], "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 }