Immune & Environmental Systems

Medication- and treatment-associated dysregulation patterns

For cases with a clear turning point after an antibiotic, a procedure, or a medication change, where the chronology has never been formally reconstructed.

This page is for people who can name the moment their health changed and it involved a medical intervention: a fluoroquinolone, repeated antimicrobials, metronidazole, long-term acid suppression, a psychiatric medication start or taper, or a surgery. Temporal association is not proof of causation, and this analysis will not pretend otherwise. What it does is build the timeline properly, identify which mechanisms are biologically plausible, and mark clearly where plausibility ends.

Patterns commonly seen

What records in this area tend to contain

These are descriptions of records, not diagnostic criteria. Recognising several of them does not mean you have a condition, and none of them is being asserted about you.

  • A datable turning point coinciding with a drug course, taper, or procedure
  • Repeated antimicrobial exposure across years, with cumulative rather than single-event change
  • Long-term PPI or H2 blocker use preceding digestive or nutrient findings
  • Post-surgical onset, including after abdominal or gynaecological procedures
  • Symptoms spanning tendon, nerve, autonomic, GI and cognitive domains after a single exposure
  • Clinicians divided on whether the intervention is relevant at all
What would be reconstructed

The analytical work on a case like this

  • A precise exposure-and-symptom timeline built from records rather than recollection alone
  • Known and hypothesised mechanisms for the specific agents involved, graded by evidence strength
  • Microbiome, mitochondrial, connective tissue and barrier considerations where the agent supports them
  • What was already changing before the exposure, which is the most commonly missed detail
  • Nutrient and absorption consequences of long-term acid suppression, where relevant
  • Whether subsequent course fits an injury model, a persistence model, or neither
Questions the analysis may help clarify

What the work is trying to answer

These are the questions the reconstruction is built around. They are questions, not promises — some records answer them clearly and some do not, and the written synthesis says which.

  • How strong is the temporal case once the record is reconstructed rather than remembered?
  • Which proposed mechanisms are established, which are plausible, and which are speculation?
  • Is there a pre-exposure trajectory that the intervention narrative has obscured?
  • What follow-up question would most usefully separate injury from coincidence?
Competing explanations

What would argue against the leading reading

Every synthesis states the alternatives it could not exclude. For this area, the most important ones are:

  • An underlying condition that prompted the treatment and continued independently of it
  • An infection or illness treated by the agent, with the illness rather than the drug driving the course
  • Recall and attribution effects, which are strong for datable events
  • A second, unrelated process beginning in the same period
  • Withdrawal or discontinuation physiology rather than persistent injury
Scope of this work

This analysis does not establish that any medication or procedure caused harm, does not constitute a medico-legal opinion, and does not advise starting, stopping, tapering, or changing any medication. Medication decisions belong exclusively to you and your prescriber.

Mohammed Attallah is the founder of BiomeLogic and developed the Host Capacity Model independently; it is a working framework, not medical consensus or a clinically validated instrument. He is not a licensed clinician. Every output is educational analysis prepared for review, modification, or rejection by your own medical team. Full scope statement →

Which service fits

The service is chosen by scope, not by condition

There is no separate price for any pattern on this page. Gate 1 is free, takes a few minutes, needs no files, and ends with a written reply about whether the analysis suits your case and which engagement would fit.

  • Comprehensive Systems-Biology Case Analysis

    $995

    The whole case: full-record reconstruction, a live working session, and a written synthesis with an intervention discussion framework.

    Read the full scope →
  • Complex Case Deep Dive

    $1,500

    Unusually extensive or internally contradictory records needing expanded chronology and cross-test reconciliation. Scope, not a better method.

    Read the full scope →
Go deeper on the mechanisms

Related reading on this site