The Host Capacity Model

Your gut isn't broken because of bad bacteria.
The bacteria are bad because your gut cells stopped burning fuel.

The Host Capacity Model reframes SIBO, MCAS, long COVID, and chronic dysbiosis as downstream consequences of a single candidate upstream mechanism — colonocyte bioenergetic failure. This is the framework, the research, and the consulting practice built around it.

Mohammed Attallah, developer of the Host Capacity Model and founder of BiomeLogic
Mohammed Attallah · Founder
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01Is this for you?

You've probably been here
a while.

Most people who reach BiomeLogic have already worked with multiple practitioners — conventional, functional, integrative — and have run protocols that helped briefly or not at all. If the patterns below feel familiar, you may be looking at a case the standard models can't resolve because they're aimed at the wrong layer.

  • 01SIBO that keeps returning after antimicrobial or prokinetic protocols
  • 02MCAS that doesn't respond fully to standard mast cell stabilizers
  • 03Post-viral or long COVID symptoms that no specialist can map
  • 04Food reactions that change day to day
  • 05Mitochondrial-style symptoms with normal labs
  • 06Histamine, oxalate, salicylate, and FODMAP intolerance overlap
  • 07Multiple specialists, no unified explanation
02The framework

The Host Capacity Model,
briefly.

The conventional model says chronic gut illness begins with the wrong bacteria. Focus on microbes first, then assume the host will recover. In complex cases, this stalls.

The Host Capacity Model inverts the order. It argues that dysbiosis, SIBO, MCAS, and post-viral symptoms are downstream of a candidate host-capacity mechanism: colonocyte bioenergetic failure — iron-sulfur cluster insufficiency, CD38–NAD⁺–SIRT3 cascade collapse, and loss of mitochondrial throughput at the epithelium.

When the host can't burn fuel, the habitat shifts. The microbiome reorganizes around the new chemistry. Endotoxin and abnormal metabolites cross a porous barrier. Mast cells and the immune system respond. The systemic syndrome follows.

Approaches focused only on bacteria may miss the host-capacity layer. BiomeLogic evaluates host capacity as one possible system-level framework for clinician discussion.

Host Capacity Model — causal cascadeLinear cascade from colonocyte bioenergetic failure through oxygen-gradient instability, microbial habitat shift, endotoxin and metabolite stress, gut barrier strain, immune and mast-cell activation, ending in systemic symptoms. Curved dashed feedback arcs show inflammation increasing energy demand, dysbiosis increasing metabolite stress, mast-cell activation worsening motility, and mitochondrial stress lowering host capacity.ColonocytebioenergeticsO₂gradientHabitatshiftEndotoxin /metabolitesGutbarrierImmune /mast cellsSystemicsymptoms
Linear cascade. The advanced version with feedback loops is on the canonical framework page.
04How working with me works

The consultation.

  1. Step 01
    Intake review (Gate 1)

    A short triage form to determine fit before full case submission.

  2. Step 02
    Live consultation session

    60–90 minutes after full case review and lab integration.

  3. Step 03
    Written mechanistic analysis

    A defensible model of the case, the candidate upstream mechanism, and the leverage points.

  4. Step 04
    A model for your care team

    Delivered in a form your existing clinicians can review and discuss.

Educational systems-biology consulting. Not diagnosis or treatment. Designed to work alongside your licensed medical team.

Based in Maryland and serving complex cases across the DMV. Maryland & DMV consulting →

Built with boundaries.

BiomeLogic is educational systems-biology consulting. It does not diagnose, treat, prescribe, triage, or replace licensed medical care. Major framework claims are evidence-tiered, reviewed, and connected to the Claim Ledger where appropriate.

  • Educational systems-biology consulting · Not diagnosis
  • Not diagnosis or treatment
  • Works alongside your licensed care team
  • Written mechanistic summary
  • Fictional sample report available
  • No files required for Gate 1

For full provenance, see the Framework Audit, Counterargument Library, and Claim Ledger.