Not medical advice

OncoForge

Conceptual cancer simulation for hypothesis generation only.

OncoForge is a modeling and learning environment for fake/demo data, signal interpretation, comparison views, and report export. It is not a medical product.

Strong disclaimer

Conceptual simulator for research and hypothesis generation only. Not medical advice. Not a clinical prediction tool. Not a treatment recommendation system. It explains modeling concepts without telling anyone what to take or how to treat cancer.

Demo model

Non-medical sample data for model literacy

Fake values model tumor burden, healthy-cell preservation, signal heatmaps, and risk tradeoffs.

Strong disclaimer

Conceptual simulator for research and hypothesis generation only.

Not medical advice. Not a clinical prediction tool. Not a treatment recommendation system. Demo values are fake and exist for model literacy only.

Tumor final

0

Healthy final

678

Immune pressure

78%

Tumor burden

Healthy cells

Healthy damage / inflammation risk69%

Signal heatmap

DNA_DAMAGE_HIGH

19

Represents high modeled DNA damage burden in a demo cell state.

REPLICATION_STRESS

38

Models stress during cell replication and repair pressure.

P53_INACTIVE

57

Represents reduced modeled checkpoint response.

RB_INACTIVE

76

Represents altered cell-cycle control in a conceptual profile.

MMR_DEFECT

95

Models mismatch-repair deficiency as a profile flag.

BRCA_DEFECT

33

Models homologous-recombination repair weakness.

PARP_DEPENDENCE

52

Conceptual dependency flag for DNA-repair pathway modeling.

MHC_LOW

71

Represents reduced immune presentation in the demo model.

NEOANTIGEN_PRESENT

90

Represents a modeled antigen signal for immune recognition.

STRESS_LIGAND_HIGH

28

Conceptual stress signal for immune-pressure modeling.

TELOMERASE_HIGH

47

Models replicative persistence in a simplified profile.

HYPOXIA_HIGH

66

Represents low-oxygen pressure in a demo tumor environment.

LACTATE_HIGH

85

Models metabolic acidity and stress context.

PD_L1_HIGH

23

Represents immune-checkpoint signaling in a conceptual profile.

CASPASE_BLOCKED

42

Models reduced apoptosis execution in a simplified state.

ECM_INVASION_HIGH

61

Represents invasion/matrix-interaction pressure in demo data.

ANGIOGENESIS_SIGNAL

80

Models blood-vessel growth pressure in a conceptual environment.

INFLAMMATION_HIGH

99

Represents modeled inflammation load and possible healthy-tissue tradeoff.

Capabilities

What the simulator is designed to explain

Cancer profiles
Cell-state simulation
Biomarker/signal panel
Treatment/cocktail testing as abstract demo variables
Microenvironment controls
Evolution/proliferation toggles
Remission/surveillance controller
Healthy damage vs tumor clearance tradeoff
Experiment notebook
HTML, JSON, and CSV report export
Local AI assistant integration roadmap