Resolving Adaptive Resistance in KRAS-G12C Oncology via the Epistemic Life Engine

## Abstract Targeting mutant $\mathrm{KRAS}^{\mathrm{G12C}}$ with covalent Switch-II pocket inhibitors (e.g., Sotorasib/AMG 510, Adagrasib/MRTX849) represents a major milestone in precision oncology. However, despite rapid initial objective response rates in non-small cell lung cancer (NSCLC) and colorectal cancer (CRC), clinical durability is strictly truncated by rapid adaptive resistance: median progression-free survival (PFS) plateaus at approximately 6.5 months. Standard clinical intuition attempts to overcome resistance by escalating drug dosage to achieve >95% target occupancy or by adding high-dose downstream inhibitors (e.g., MEK inhibitors). This strategy invariably collapses due to dose-limiting host toxicity, diarrhea, hepatotoxicity, and failure to halt wild-type RAS/RTK rebound. In this work, we demonstrate how the **Epistemic Life Engine** diagnoses and resolves this clinical impasse across two coupled scales: an 8-node systems oncology dynamical hypergraph ( $\beta_1 = 5$ ) and an explicit semiempirical quantum chemical reaction model (MOPAC v23.2.2 PM7): 1. **Systemic Feedback Paradox and Frustration Divergence ($\Phi = 439.73 \gg 100$):** In an 8-node nonlinear ordinary differential equation (ODE) network modeling RTK, SHP2, SOS1, KRAS-G12C, wild-type RAS (NRAS/HRAS), MAPK (p-ERK), PI3K/AKT, and MYC survival drive, saturating Sotorasib monotherapy ($95\%$ target occupancy) depresses p-ERK nadir to $0.5935$, which immediately relieves downstream $\mathrm{DUSP6/SPRY}$ negative feedback. Relieved feedback hyperactivates upstream Receptor Tyrosine Kinases (RTK, $0.2572$) and channels active nucleotide exchange via SOS1 into wild-type RAS ($0.5645$), driving full p-ERK rebound ($0.6047$) and sustaining tumor survival drive ($0.5277$). Because the local target gradient vanishes under saturating occupancy while residual oncogenic flux persists, the **Cognitive Frustration Index diverges to $\Phi = 439.73 \gg \tau = 100$**, quantitatively signaling a futile in-system single-target trap.2. **Brute-Force Doublet Toxicity Failure ($\mathcal{M}(\mathbf{D}) = 1.6881 > 1.0$):** Combining high-dose Sotorasib ($90\%$) with a MEK inhibitor ($85\%$) suppresses p-ERK ($0.1956$) but drives upstream RTK hyperactivation ($0.5512$) and PI3K/AKT bypass ($0.5495$), while the super-linear **Metabolic Toxicity Tax** blows past the clinical ceiling ($\mathcal{M}(\mathbf{D}) = 1.6881 > 1.0$), predicting severe patient morbidity.3. **The Sub-Threshold Tri-Point Confluence Pinch ($\beta_1: 5 \to 2 \to 0$):** Rather than attempting single-node saturation, the Epistemic Engine deploys an algebraic network pinch that distributes low-intensity, sub-threshold inhibition across three confluent upstream funnel nodes: **$35\%$ G12C + $30\%$ SHP2 + $30\%$ SOS1** coupled with a pulsatile temporal schedule (48h ON / 72h OFF). This topological intervention simultaneously chokes the nucleotide-exchange funnel into both mutant G12C and wild-type RAS, maintaining host safety ($\mathcal{M}(\mathbf{D}) = 0.7221 \le 1.0$), collapsing the Cognitive Frustration Index to **$\Phi = 0.55$**, and driving Day-30 p-ERK to **$0.1582$** and phenotypic tumor survival drive down to **$0.1922$** (a $>70\%$ reduction vs baseline and a $63.6\%$ reduction vs monotherapy steady-state).4. **Quantum Chemical Warhead Pre-Organization ($8.75\,\mathrm{kcal/mol}$ Barrier Relief):** Using MOPAC PM7 reaction scans, we model the covalent nucleophilic Michael addition between the Sotorasib acrylamide warhead and the $\mathrm{Cys12}$ thiolate ($\mathrm{S}^-$). In the unassisted Switch-II pocket, the activation enthalpy barrier is $\Delta H^\ddagger = 46.34\,\mathrm{kcal/mol}$. Upstream SOS1/SHP2 GDP-locking conformationally pre-organizes the pocket, positioning the catalytic $\mathrm{Lys16}$ ammonium group to form a strong hydrogen bond ($d(\mathrm{N-O}) \approx 2.75\,\text{\AA}$) with the acrylamide carbonyl oxygen, stabilizing the enolate-like transition state. This collapses the nucleophilic addition barrier to $\Delta H^\ddagger = 37.59\,\mathrm{kcal/mol}$—a barrier relief of **$\boldsymbol{\nabla 8.75\,\mathrm{kcal/mol}}$** yielding an Eyring rate acceleration of **$1.48 \times 10^6\times$** at $310\,\mathrm{K}$ ($37^\circ\mathrm{C}$). This multi-scale benchmark proves that synergistic, sub-threshold topological intervention preserves host tolerability while achieving superior oncogenic pathway silencing through simultaneous network cycle collapse and catalytic active-site pre-organization.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-02
DOI
https://doi.org/10.5281/zenodo.23884782
Primary Topic
Protein Kinase Regulation and GTPase Signaling
Type
preprint
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
preprint

Resolving Adaptive Resistance in KRAS-G12C Oncology via the Epistemic Life Engine

Myo Oo
3 links
Zenodo (CERN European Organization for Nuclear Research)
Protein Kinase Regulation and GTPase Signaling
preprint

Resolving Adaptive Resistance in KRAS-G12C Oncology via the Epistemic Life Engine

Myo Oo
preprint en

Abstract

## Abstract Targeting mutant $\mathrm{KRAS}^{\mathrm{G12C}}$ with covalent Switch-II pocket inhibitors (e.g., Sotorasib/AMG 510, Adagrasib/MRTX849) represents a major milestone in precision oncology. However, despite rapid initial objective response rates in non-small cell lung cancer (NSCLC) and colorectal cancer (CRC), clinical durability is strictly truncated by rapid adaptive resistance: median progression-free survival (PFS) plateaus at approximately 6.5 months. Standard clinical intuition attempts to overcome resistance by escalating drug dosage to achieve >95% target occupancy or by adding high-dose downstream inhibitors (e.g., MEK inhibitors). This strategy invariably collapses due to dose-limiting host toxicity, diarrhea, hepatotoxicity, and failure to halt wild-type RAS/RTK rebound. In this work, we demonstrate how the **Epistemic Life Engine** diagnoses and resolves this clinical impasse across two coupled scales: an 8-node systems oncology dynamical hypergraph ( $\beta_1 = 5$ ) and an explicit semiempirical quantum chemical reaction model (MOPAC v23.2.2 PM7): 1. **Systemic Feedback Paradox and Frustration Divergence ($\Phi = 439.73 \gg 100$):** In an 8-node nonlinear ordinary differential equation (ODE) network modeling RTK, SHP2, SOS1, KRAS-G12C, wild-type RAS (NRAS/HRAS), MAPK (p-ERK), PI3K/AKT, and MYC survival drive, saturating Sotorasib monotherapy ($95\%$ target occupancy) depresses p-ERK nadir to $0.5935$, which immediately relieves downstream $\mathrm{DUSP6/SPRY}$ negative feedback. Relieved feedback hyperactivates upstream Receptor Tyrosine Kinases (RTK, $0.2572$) and channels active nucleotide exchange via SOS1 into wild-type RAS ($0.5645$), driving full p-ERK rebound ($0.6047$) and sustaining tumor survival drive ($0.5277$). Because the local target gradient vanishes under saturating occupancy while residual oncogenic flux persists, the **Cognitive Frustration Index diverges to $\Phi = 439.73 \gg \tau = 100$**, quantitatively signaling a futile in-system single-target trap.2. **Brute-Force Doublet Toxicity Failure ($\mathcal{M}(\mathbf{D}) = 1.6881 > 1.0$):** Combining high-dose Sotorasib ($90\%$) with a MEK inhibitor ($85\%$) suppresses p-ERK ($0.1956$) but drives upstream RTK hyperactivation ($0.5512$) and PI3K/AKT bypass ($0.5495$), while the super-linear **Metabolic Toxicity Tax** blows past the clinical ceiling ($\mathcal{M}(\mathbf{D}) = 1.6881 > 1.0$), predicting severe patient morbidity.3. **The Sub-Threshold Tri-Point Confluence Pinch ($\beta_1: 5 \to 2 \to 0$):** Rather than attempting single-node saturation, the Epistemic Engine deploys an algebraic network pinch that distributes low-intensity, sub-threshold inhibition across three confluent upstream funnel nodes: **$35\%$ G12C + $30\%$ SHP2 + $30\%$ SOS1** coupled with a pulsatile temporal schedule (48h ON / 72h OFF). This topological intervention simultaneously chokes the nucleotide-exchange funnel into both mutant G12C and wild-type RAS, maintaining host safety ($\mathcal{M}(\mathbf{D}) = 0.7221 \le 1.0$), collapsing the Cognitive Frustration Index to **$\Phi = 0.55$**, and driving Day-30 p-ERK to **$0.1582$** and phenotypic tumor survival drive down to **$0.1922$** (a $>70\%$ reduction vs baseline and a $63.6\%$ reduction vs monotherapy steady-state).4. **Quantum Chemical Warhead Pre-Organization ($8.75\,\mathrm{kcal/mol}$ Barrier Relief):** Using MOPAC PM7 reaction scans, we model the covalent nucleophilic Michael addition between the Sotorasib acrylamide warhead and the $\mathrm{Cys12}$ thiolate ($\mathrm{S}^-$). In the unassisted Switch-II pocket, the activation enthalpy barrier is $\Delta H^\ddagger = 46.34\,\mathrm{kcal/mol}$. Upstream SOS1/SHP2 GDP-locking conformationally pre-organizes the pocket, positioning the catalytic $\mathrm{Lys16}$ ammonium group to form a strong hydrogen bond ($d(\mathrm{N-O}) \approx 2.75\,\text{\AA}$) with the acrylamide carbonyl oxygen, stabilizing the enolate-like transition state. This collapses the nucleophilic addition barrier to $\Delta H^\ddagger = 37.59\,\mathrm{kcal/mol}$—a barrier relief of **$\boldsymbol{\nabla 8.75\,\mathrm{kcal/mol}}$** yielding an Eyring rate acceleration of **$1.48 \times 10^6\times$** at $310\,\mathrm{K}$ ($37^\circ\mathrm{C}$). This multi-scale benchmark proves that synergistic, sub-threshold topological intervention preserves host tolerability while achieving superior oncogenic pathway silencing through simultaneous network cycle collapse and catalytic active-site pre-organization.

Zenodo (CERN European Organization for Nuclear Research)
Good health and well-being
Protein Kinase Regulation and GTPase Signaling
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon