✣OncoGonFrom Discovery to Impact
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Translational Oncology Operating System

OncoGon
From Discovery to Impact

An integrated oncology research platform connecting discovery, 3D tumour intelligence, scientific AI, evidence governance, and technology transfer.

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Multi-centre Cohorts
Governed AI Synthesis
Controlled Tech Transfer Workflows
Institutional Workspaces
OncoGon OS · BC-001 High-Content Response Analysis (Preview)
Illustrative Study Preview
Target MoleculeOGC-2401TNBC / HER2-
Spheroid Viability18.2%Illustrative response
OSIEL Confidence0.94Confidence index
Diligence StateDR-001Partner A
3DSpheroid
Confocal Optical Stack (Preview)

TNBC Spheroid Model

Illustrative high-content optical representation designed to visualize 3D spheroid morphology and exploratory response kinetics.

OSIEL Recommendation

Candidate model shows a prioritised response profile. Dual mechanism hypothesis proposed for human investigator review.

Mechanistic Score: 0.92 (Illustrative)
Governance Gate

Human scientific review workflow. Tier-2 data-room disclosure pending formal committee sign-off.

Review Workflow Pending
End-to-End Scientific Pipeline

From Discovery to Translational & Commercial Impact

A unified research architecture connecting early phenotypic discovery to technology transfer workflows with human-in-the-loop governance.

01

Discovery

Manage small molecules, biologics, and PROTAC candidates with target annotations and molecular lineage.

Assets Library
02

Triage

Multi-parametric algorithm scoring evaluating commercial feasibility, assay feasibility, and clinical need.

Prioritisation Engine
03

3D Validation

Patient-derived organoid and spheroid 3D assays with confocal z-stack imaging and volumetric measurement.

Tumour Intelligence
04

Scientific Review

Independent human-in-the-loop tumour board evaluation, cross-lab verification, and ethical oversight.

Collaboration Hub
05

Qualification

Compile structured qualification dossiers linking assay datasets, protocol logs, and investigator review notes.

Qualified Dossiers
06

Industry

Controlled data-room workflow designed for governed partner diligence and future backend-enforced access controls.

Tech Transfer & Rooms
Laboratory & Computational Suite

Deep Capabilities for Translational Oncology

Purpose-built modules supporting the entire laboratory lifecycle with standardized protocols and scientific workflows.

Assets Library

Centralized registry designed to support oncology candidates, target classes, and candidate modalities. Workflows for candidate organization, with future backend integration planned for chemical structures, synthesis batch records, and automated IC50 curves.

Small MoleculesBiologicsPROTACsCandidate Registry

Experiments & Assays

Digital protocol management and workflow for multi-well plate layout setup (96/384-well formats) and dose-response matrices, designed to support experimental replicate tracking and future automated normalization pipelines.

Plate LayoutsDose-ResponseReplicate Tracking

Confocal & Optical Imaging

Workflow for multi-channel fluorescence and brightfield imaging ingestion. Designed to support z-stack navigation, optical channel inspection, and microscopy metadata organization for 3D culture models.

Z-Stack ViewerFluorescence ChannelsOptical Metadata

Segmentation & QC

Workflow for spheroid boundary review and manual mask refinement, designed to support future scientific integration for automated signal-to-noise validation and operator variance audits.

Mask ReviewManual RefinementQuality Audits

Response Analysis

Designed to support comparative visualization of drug cytotoxicity trends, spheroid shrinkage kinetics, and exploratory sub-population viability profiles across combinatorial treatment arms.

Viability TrendsShrinkage KineticsComparative Response

3D Tumour Intelligence

Interactive 3D mesh visualization designed to support spatial volumetric analysis of hypoxia gradients and vascular penetration within intact 3D organoid models as backend scientific engines integrate.

Spatial 3D MeshOrganoid MorphologyPenetration Workflow
Scientific AI Workspace

OSIEL: Oncology Scientific Inference & Evidence Linking

A scientific intelligence workspace designed to connect research evidence, hypotheses, uncertainty, provenance, and human-reviewed recommendations.

Evidence Exploration & SynthesisDesigned to organize biomedical literature and experimental assay readouts into structured evidence packages.
Hypothesis StructuringProposes candidate biological mechanisms and combination rationales for human investigator appraisal.
Research Memory & ProvenanceTracks historical hypotheses, assay notes, and uncertainty estimates across team workflows.
Explore OSIEL Workspace
Investigator Query (Research Context)

“Explore mechanistic hypotheses for OGC-2401 synergy with PARP inhibitors in TNBC spheroid models.”

OSIEL Hypothesis Preview (Illustrative Model)

Preliminary candidate data suggests potential pathway interaction with PARP inhibition in TNBC spheroids. Exploratory rationale indicates downstream cell-cycle stress. Wet-lab replication and human tumour-board appraisal required.

Illustrative EvidenceModel BC-001Human Review Required
Institutional Integrity

Scientific Governance & Evidence Provenance

Human-controlled scientific review, evidence provenance, qualification, disclosure, and access workflows.

Core Research Directive: AI Recommendation ≠ Human Approval

Human-in-the-Loop Review

Every computational hypothesis, qualification decision, and biomarker suggestion requires human scientific evaluation and sign-off.

Dual-Custody Sign-Off

Milestone progressions support multi-investigator reviews and department lead concurrence workflows.

Evidence Provenance Logs

Audit histories link raw imaging runs, segmentation masks, parameter sets, and investigator review notes.

Institutional Protocol Support

Workflows designed to align with institutional review boards, ethical charters, and academic research standards.

Commercialization Pipeline

Research to Technology Transfer

Controlled data-room workflow designed for governed partner diligence and future backend-enforced access controls.

Qualified Assets & TTO Packages

Organize laboratory records into standardized qualification packages. Summarize target pharmacology, study histories, reproducible spheroid data, and commercial readiness indicators.

Standardized Commercial Readiness Index (CRI)
Technology Transfer Office (TTO) export preview
Structured evidence dossier compilation

Controlled Industry Data Rooms

Controlled data-room workflow designed for governed partner diligence and future backend-enforced access controls. Share illustrative preclinical packages under defined review tiers.

Tiered workflow disclosure (Preliminary vs. Full Study)
Partner review activity and document inspection logs
Role-based access controls
Academic Collaboration

Connected Oncology Research Networks

Designed for universities, cancer institutes, and research consortia to coordinate multi-centre studies with institutional autonomy.

Illustrative institutional environment
Stellenbosch University
University of Cape Town
University of Pretoria
Translational Cancer Institute

Accelerate Preclinical Oncology Discovery

Explore the unified operating system connecting phenotypic cancer discovery, 3D tumour models, governed AI reasoning, and biopharma partnership.

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✣OncoGonFrom Discovery to Impact

An integrated translational oncology research operating system connecting high-content 3D tumour assays, governed AI synthesis, and technology transfer.

Notice: OncoGon is designed for academic, translational, and pharmaceutical research use only. Machine predictions and computational inferences are illustrative and do not substitute for qualified clinical diagnostic evaluation or human tumour board review.
Platform
  • Overview
  • Core Capabilities
  • OSIEL AI Engine
  • Scientific Governance
  • Tech Transfer
Research Hubs
  • Researcher Workspace
  • Assets Library
  • 3D Tumour Intelligence
  • Qualified Assets
  • Data Rooms
Access & Security
  • Platform Sign In
  • Request Access
  • Password Recovery
  • Audit & Provenance
  • Institutional Access
© 2026 OncoGon Project. Translational oncology research platform.
Research Edition v0.8.1Preclinical BaselineAcademic Research Platform