The reasoning model

Disease → Drivers → Mechanisms → Evidence

The framework is a way of organizing a patient's information, not a claim that any single force explains their illness. Each layer is kept separate so the strength of evidence stays visible.

TOBIN Disease Matrix

Mapping sequence

01
Exposure / trigger
02
TOBIN disturbance
03
Molecular pathway
04
Cellular dysfunction
05
Organ dysfunction
06
Symptoms
07
Clinical disease
08
Comorbidities

iDetection of an exposure does not establish that it caused a disease. This platform separates exposure, association, plausible mechanism, clinical evidence and demonstrated causation.

The five domains

T · O · B · I · N

Toxin Overload

Environmental chemicals, occupational exposures, air pollution, plastics, pesticides, solvents, metals, medications, cosmetics and food-related exposures, read alongside population biomonitoring data.

· Occupational & residential exposures
· Plastics, packaging & receipts
· Pesticides & solvents
· Air and water quality
· Cosmetics & personal care

T-Score — exposure burden

Oxidative Stress

Redox imbalance, mitochondrial dysfunction, ROS/RNS burden, antioxidant capacity, metabolic stress and lipid oxidation indicators.

· Mitochondrial & redox function
· Antioxidant capacity
· Metabolic & glycemic stress
· Lipid oxidation markers
· Sleep & recovery load

O-Score — oxidative & metabolic stress

Biological / Hormonal Imbalance

Estrogen, androgen and progesterone balance, thyroid, adrenal, insulin and leptin signaling, circadian hormones, growth factors and endocrine-active exposures.

· Sex-hormone balance
· Thyroid & adrenal signaling
· Insulin & leptin signaling
· Circadian hormones
· Endocrine-active exposures

B-Score — biological & hormonal dysregulation

Inflammation / Infections / Immune Dysregulation

Innate and adaptive immunity, inflammatory pathways, allergy, autoimmunity, mast-cell activity, microbiome disruption and clinically relevant infections.

· Allergy & atopy
· Autoimmune activity
· Mast-cell & eosinophilic patterns
· Microbiome disruption
· Bacterial, viral, fungal & parasitic findings

I-Score — inflammatory, infectious & immune burden

Nutrient Deficiencies

Micronutrients, macronutrients, essential fatty acids, amino acids, minerals, vitamins, cofactors and nutrient–drug–environment interactions.

· Micronutrient adequacy
· Protein & fatty-acid intake
· Minerals & cofactors
· Diet quality & ultra-processing
· Drug–nutrient depletion

N-Score — nutritional insufficiency

Pandemic I

Estrogen & Endocrine Disruption

Endocrine-active chemicals are widely measurable in the population; their health effects must be evaluated exposure by exposure.

The Endocrine Exposure Intelligence Center separates three variables that are usually collapsed together: whether an exposure is detected, whether the substance has known or potential endocrine activity, and how strong the evidence is that the exposure contributes to a disease.

Estrogenic & anti-estrogenic activityAndrogenic & anti-androgenic activityThyroid-disrupting activityBiomonitoring context

T · ToxinsB · Hormonal Balance

Pandemic II

Obesity & Metabolic Dysfunction

Obesity is a signaling and exposure problem, not a number on a scale.

Builds a Metabolic TOBIN Map instead of a weight-loss plan: body composition and visceral adiposity alongside glucose, insulin, HbA1c, HOMA-IR, lipids, ApoB, Lp(a), liver markers, blood pressure, sleep, diet, activity, medications and exposures.

Body composition & visceral adiposityGlycemic & insulin signalingApoB, Lp(a) & liver markersMedication and exposure contributors

O · Oxidative StressB · Hormonal BalanceN · Nutrition

Pandemic III

Allergy & Immune Dysregulation

Allergic and immune-complex disease is the fastest-rising chronic burden of the century.

Modules for asthma, allergic rhinitis, food allergy, atopic dermatitis, urticaria, mast-cell disorders, eosinophilic disease, immune-complex conditions and selected autoimmune disorders, integrated with allergen exposure, IgE and component testing, eosinophils, tryptase where appropriate, and microbiome factors.

Allergen & environmental exposureIgE and component testingEosinophils & tryptaseMicrobiome relationships

I · Inflammation & InfectionT · Toxins

Pandemic IV

Anxiety, Depression & Neurobehavioral Health

Mood symptoms are assessed responsibly — never automatically attributed to toxins or hormones.

Examines possible relationships among sleep, stress, medications, endocrine factors, nutrient deficiencies, metabolic dysfunction, inflammation, substance use, social determinants and exposures. Validated screening instruments, risk escalation and clinician referral are part of the workflow.

Sleep, stress & circadian loadMedication & substance reviewNutrient and metabolic contributorsRisk escalation & referral

B · Hormonal BalanceI · Inflammation & InfectionN · Nutrition

Fifth Estate

Microbial intelligence

Bacteriome
Gut, oral, skin, respiratory and vaginal bacterial communities and barrier function.
Virome
Persistent and reactivated viral findings, interpreted against immune status.
Mycobiome
Fungal colonization, mold and water-damage history, and antifungal stewardship.
Parasitome
Clinically relevant parasitic findings and their epidemiologic plausibility.
Microbial metabolites
SCFAs, bile acids, biofilms and metabolite signatures linked to host immunity.

Every finding is classified as

Active infectionColonizationDysbiosis hypothesisPast exposureIncidental detection

Safety architecture

Always on

Some symptoms are emergencies and are never routed through a framework. If any of these are present, stop and seek emergency care now.

Chest pain or pressure
Face, arm or speech change (stroke signs)
Severe breathlessness
Throat swelling or anaphylaxis
Thoughts of suicide or self-harm
Signs of sepsis: confusion with fever and fast breathing

Protocol suggestions are also checked for drug–drug and drug–supplement interactions, pregnancy, renal and hepatic cautions, pediatric and older-adult considerations, allergy contraindications and duplicate therapy. A clinician remains the decision-maker.