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GLA v2.6 — A Patient/Clinicain Guide to ME/CFS and PEM
GLA v2.6 — Patient/Clinicain Guide

GLA v2.6 — A Patient/Clinicain Guide to ME/CFS and Post-Exertional Malaise (PEM)

Why ME/CFS is a failure to exit recovery — not a lack of energy

Author: Michael Daniels · Framework version: GLA v2.6 · Date: January 25th 2026

Front Matter

This document presents a systems-level explanatory framework for understanding myalgic encephalomyelitis / chronic fatigue syndrome (ME/CFS), with a focus on post-exertional malaise (PEM).

It is written for patients, caregivers, and clinicians who want a clear biological explanation of why symptoms are delayed, systemic, and reproducible — even when standard tests appear normal.

Important
This is not medical advice and does not provide diagnosis, treatment recommendations, or individualized care plans.

Instead, it offers an interpretive model that integrates existing research across muscle physiology, vascular and autonomic regulation, immune signaling, membrane biology, and recovery dynamics.

The goal of this guide is to:

All mechanisms described here are presented as state-dependent and potentially reversible, not as evidence of permanent damage or progressive organ failure.

1. What Is ME/CFS?

Myalgic encephalomyelitis / chronic fatigue syndrome (ME/CFS) is a serious, multi-system illness that affects how the body responds to physical, cognitive, and orthostatic stress.

It is not defined by feeling tired.

It is defined by loss of tolerance to exertion and by a characteristic worsening of symptoms after activity.

People with ME/CFS can often perform an activity — sometimes even appearing functional — but the cost of that activity is delayed, disproportionate, and prolonged.

ME/CFS is not fatigue or burnout

Fatigue is a common symptom in many conditions, including stress, depression, overwork, and sleep deprivation. In those states:

ME/CFS is different.

In ME/CFS:

This difference is not subtle — it is defining.

Post-Exertional Malaise (PEM) is the core feature

The hallmark of ME/CFS is post-exertional malaise (PEM).

PEM is a delayed worsening of symptoms following physical, cognitive, emotional, or orthostatic stress. It can include:

PEM is not normal post-exercise soreness or tiredness.

It reflects a breakdown in how the body handles stress and recovery.

ME/CFS is biologically real and consistent

Although routine medical tests are often normal, ME/CFS shows high internal consistency:

These patterns point to a biological control problem, not to motivation, effort, or mindset.

ME/CFS is increasingly recognized as a disorder of how the body responds to and recovers from stress, rather than a disorder of strength, fitness, or willpower.

Why understanding ME/CFS requires a different frame

Traditional medical thinking often asks:

“What system is broken?”

ME/CFS requires a different question:

“Why does the body fail to return to baseline after stress?”

The sections that follow introduce a framework designed to answer that question — starting not with damage or deficiency, but with recovery failure.

2. What Is Post-Exertional Malaise (PEM)?

Post-exertional malaise (PEM) is the defining feature of ME/CFS.

It is the worsening of symptoms after exertion, rather than during it.

Exertion does not need to be intense. For many people with ME/CFS, PEM can be triggered by:

What makes PEM distinct is not the activity itself, but the body’s delayed and amplified response to it.

What PEM feels like

PEM can vary between individuals, but commonly includes:

These symptoms often feel systemic, as though the entire body has been affected — not just the muscles that were used.

PEM is delayed, disproportionate, and prolonged

Three features distinguish PEM from normal tiredness:

  1. Delayed onset
    Symptoms often begin hours to days after the activity, not immediately.
  2. Disproportionate severity
    The intensity of PEM is often far greater than would be expected from the activity performed. Tasks that appear minor — a short walk, a conversation, a shower — can produce a major crash.
  3. Prolonged recovery
    Recovery can take days, weeks, or longer. During this time, tolerance to further activity is reduced, and additional exertion can worsen or extend the episode.

This delayed pattern is one of the most confusing aspects of ME/CFS — both for patients and clinicians — but it is also one of the most consistent.

3. The Core Idea of GLA: Failure to Exit Recovery

The central idea of the GLA framework can be summarized simply:

“I can do it… but I can’t recover from it.”

Many people with ME/CFS can begin an activity and sometimes complete it. The problem is not always what happens during exertion — it is what happens after.

This insight changes how the illness is understood.

Exertion is a stress test, not the injury

In ME/CFS, exertion acts like a stress test.

It reveals an underlying vulnerability in how the body handles stress and recovery, but it does not automatically cause damage at the moment of activity. This is why:

Exertion exposes the problem — it does not define it.

Recovery-phase failure vs exertion-phase failure

Most illnesses and injuries behave like this:

ME/CFS behaves differently.

In ME/CFS:

This is called a recovery-phase failure.

The distinction matters:

Neither pattern fits ME/CFS.

What it means to “exit recovery”

In a healthy system, recovery involves three coordinated processes:

  1. Termination
    Stress signals that were useful during activity are actively turned off.
  2. Timing
    Signals rise and fall in the correct order, without lingering or overlapping.
  3. Recovery bandwidth
    The system has enough capacity to complete repair, reset, and stabilization.

In ME/CFS, these processes do not complete reliably.

The body enters recovery — but does not fully exit it.

Why failure to exit recovery causes PEM

When recovery does not terminate cleanly:

The result is:

This is the biological basis of post-exertional malaise.

Why this framing matters

Understanding ME/CFS as a failure to exit recovery explains why:

It reframes ME/CFS from a problem of capacity to a problem of control.

The sections that follow describe how this failure to exit recovery unfolds across different systems — starting with how stress is translated into injury, and how recovery signals persist instead of shutting down.

Figure 1 — ME/CFS as a Failure to Exit Recovery

fig-thesis
Recovery phase (where the failure occurs) Exertion (stress test) Termination Timing Recovery bandwidth Clean exit baseline returns Failed exit signals linger PEM Key message: Exertion is a stress test; the pathology is failed recovery termination (delayed PEM).

Exertion can be tolerated in the moment, but if recovery signals don’t terminate cleanly, symptoms emerge later as PEM.

4. What GLA Means

GLA is a way of describing how different systems coordinate stress and recovery in the body.

Rather than focusing on a single organ or molecule, GLA looks at how signals move, how they are timed, and how they are shut down after stress.

The letters stand for:

G — Gut & immune inputs

The “G” in GLA represents inputs into the system.

This includes:

These inputs are not assumed to be abnormal on their own.

What matters is how long they stay active and whether they are properly resolved after stress.

In ME/CFS, these inputs tend to linger or overlap instead of switching off cleanly during recovery.

L — Liver / spleen clearance & buffering

The “L” represents the body’s cleanup and buffering systems.

The liver and spleen play a central role in:

When clearance works well, recovery completes quietly.

In ME/CFS, clearance often becomes slow, uneven, or poorly timed — not because these organs are damaged, but because the signals reaching them are disorganized and persistent.

A — Autonomic + vascular timing

The “A” represents timing and coordination.

This includes:

These systems act as a gearbox, adjusting circulation and physiological responses moment by moment.

In ME/CFS, timing becomes unreliable:

Why GLA focuses on coordination, not broken parts

GLA does not assume that organs are damaged or failing outright.

Instead, it asks:

ME/CFS emerges when coordination fails, not when one part is irreversibly broken.

This focus on timing and recovery explains:

The next section walks through how this coordination failure unfolds step by step in post-exertional malaise.

5. A High-Level Walkthrough of PEM in GLA

Before diving into specific systems, it helps to see the overall shape of post-exertional malaise (PEM) in the GLA framework.

This section is not about why each step happens — only what happens, and in what order.

Step 1: Exertion exposes instability

Exertion places normal demands on the body:

In ME/CFS, these demands act as a stress test.

They expose underlying instability in coordination and timing — even when the activity itself seems modest.

At this stage:

The problem is not yet visible.

Step 2: Recovery does not terminate

After exertion ends, a healthy system:

In ME/CFS, this process fails to complete.

Instead:

This is the key turning point.

Step 3: Signals persist and amplify

Because recovery does not terminate cleanly:

What should have been a contained response becomes system-wide.

Importantly:

Step 4: Symptoms emerge hours to days later

As persistent signals interfere with normal coordination:

This delayed phase is when PEM becomes obvious.

The timing explains why:

Why this sequence matters

This four-step arc explains why PEM:

It also explains why focusing only on exertion misses the core problem.

The sections that follow examine how and why each step occurs, by looking at the systems that fail to coordinate during recovery.

Figure 2 — The Four-Step Arc of Post-Exertional Malaise (PEM)

fig-arc
Recovery phase (delay and amplification occur here) 1. Exertion exposes instability 2. Failed termination recovery doesn’t shut down 3. Persistence signals linger & amplify 4. Delayed PEM symptoms hours–days later PEM is delayed because failure occurs during recovery — not during exertion.

The four-step arc explains why PEM is delayed, systemic, and reproducible: exertion reveals instability, recovery fails to terminate, signals persist, and symptoms emerge later.

MODULE SECTION — HOW PEM IS GENERATED AND MAINTAINED
Sections 6–17 describe how PEM is generated and prolonged across different systems.

6. Skeletal Muscle: Where PEM Is Generated

Skeletal muscle is where post-exertional malaise (PEM) is generated in the GLA framework.

This does not mean muscles are weak, damaged, or diseased.

It means muscle is the place where normal stress demands collide most strongly with impaired recovery control.

Why skeletal muscle is uniquely vulnerable

Skeletal muscle is different from most tissues in the body. It:

Because of this, muscle acts like a stress-test tissue.

If circulation, signaling, or recovery timing is even slightly unstable, muscle is the first place where that instability becomes biologically meaningful.

What happens during activity (and why it’s misleading)

During exertion in ME/CFS:

This is why:

But this is not the full story.

Oxygen delivery vs oxygen extraction

In the GLA framework, the key issue is oxygen extraction, not delivery.

During exertion:

As a result:

This mismatch does not immediately force failure — it encodes stress into recovery.

Why damage is delayed, not immediate

Once activity stops, healthy muscle should:

In ME/CFS, this recovery sequence does not complete reliably.

Instead:

Over hours to days:

This delayed breakdown is why PEM forms after exertion, not during it.

How this feels to patients

Patients often describe:

In the GLA framework, these sensations reflect:

The problem is recovery failure, not effort failure.

Why pacing matters biologically

Because muscle injury in ME/CFS is recovery-dependent, not effort-dependent:

Pacing works because it:

This is not avoidance — it is injury prevention.

What skeletal muscle is not in ME/CFS

In the GLA framework, skeletal muscle is not:

Muscle is where the system breaks, not where it starts.

Key takeaway

In the GLA framework:

Skeletal muscle is where PEM is generated because it is the tissue most sensitive to recovery-phase failure.

Exertion exposes the problem.

Recovery is where the damage happens.

This is why PEM is delayed, reproducible, cumulative — and why protecting recovery is essential.

Figure 3 — Why Muscle Generates PEM (Execution Surface)

fig-muscle
Recovery phase (where delayed breakdown forms) During exertion Oxygen delivery is often adequate (blood reaches muscle; resting tests can look normal) But distribution is uneven at the micro-level some fibers get too much flow; others too little Oxygen delivery ≠ oxygen extraction blood arrives, but is not used evenly microvascular mismatch cellular strain accumulates quietly stress is encoded into recovery Delayed breakdown occurs during recovery (hours–days) Key message: Muscle is not weak — it is where timing errors are punished and delayed PEM is generated.

In ME/CFS, exertion can look “tolerable” because overall oxygen delivery may be adequate, but uneven microvascular distribution limits oxygen extraction. This mismatch quietly encodes stress into recovery, where delayed breakdown accumulates hours to days later as PEM.

7. Calcium: Why Recovery Signals Don’t Shut Off

Calcium is one of the body’s most important on–off control signals.

It helps cells:

In healthy recovery, calcium signals rise during activity and fall cleanly afterward.

In ME/CFS, that shut-off is delayed.

Calcium is a control signal, not a toxin

It’s important to be clear:

Calcium is simply a signal — one that must be tightly regulated.

Problems arise only when calcium signaling lasts too long or resets too slowly.

What should happen after exertion

After activity, muscle cells normally:

This process allows the body to exit recovery.

What happens in ME/CFS

In ME/CFS:

This does not cause immediate collapse — it creates persistent recovery signaling.

Why calcium keeps the system “on”

Cells don’t ask:

“Did exertion end?”

They ask:

“Is this stress signal still present?”

When calcium doesn’t reset:

This is the biological reason recovery fails to terminate.

How calcium links muscle stress to immune monitoring

Innate immune systems are designed to detect ongoing cellular stress, not just infection.

Persistent calcium imbalance tells the immune system:

This keeps immune signaling quietly on standby — even when there is no infection or injury.

Why this explains immune symptoms without blaming immunity

Because calcium-driven signaling reflects unfinished recovery:

Immune symptoms are downstream, not the root problem.

Why this matters for PEM timing

Calcium reset failure explains why:

It bridges the gap between muscle stress and system-wide persistence.

Key takeaway

In the GLA framework:

Calcium is the signal that tells the body whether recovery is finished. When that signal doesn’t shut off, the system can’t exit recovery — and PEM follows.

Figure 4 — Delayed Calcium Reset Keeps Recovery “On”

fig-calcium
Recovery phase (reset determines whether recovery ends) Muscle stress during exertion Calcium is an ON/OFF recovery signal cells ask: “has the signal shut off yet?” resets cleanly resets slowly Recovery ends stress programs shut down Recovery stays “on” persistent recovery signaling immune standby / monitoring Key message: the system can’t “exit recovery” if the reset signal doesn’t shut off.

Calcium is a control signal that tells the body whether recovery is finished. When it resets slowly after exertion, recovery remains partially active, keeping stress signaling and monitoring “on” during the recovery window.

8. Immune Symptoms: Surveillance, Not Attack

Many of the most distressing symptoms of ME/CFS feel immune-related:

In the GLA framework, these symptoms do not reflect the immune system attacking the body. They reflect ongoing immune surveillance in response to unresolved tissue stress.

What immune systems are designed to do

The immune system has two broad jobs:

  1. Defend against infection
  2. Monitor tissues for ongoing stress or injury

The second role — surveillance — is especially important during recovery.

Immune cells are constantly asking:

“Has this tissue finished healing yet?”

When the answer is yes, immune activity quiets down.

Why immune symptoms follow PEM

As described in earlier sections:

From the immune system’s perspective, this looks like:

The immune system responds appropriately — by remaining on watch.

Surveillance is not attack

This distinction is crucial.

In the GLA framework:

They are responding to signals that say:

“This area hasn’t fully recovered yet.”

This produces symptoms that feel inflammatory — without requiring high inflammation.

Why labs can look normal

Standard blood tests often look for:

But surveillance-mode immune activity is:

So:

This does not mean the symptoms are imagined.

Why immune symptoms are delayed

Immune activation in ME/CFS:

This timing explains:

Why infections and stress worsen PEM

Anything that:

makes it harder for the system to exit recovery.

This includes:

These factors don’t cause ME/CFS — they lower the threshold for PEM.

What this does not mean

In the GLA framework:

It is persistent monitoring, not immune attack.

A simple analogy

Think of immune surveillance like a repair inspector.

If the job is finished:

If repairs are incomplete:

The inspector isn’t the problem — the job just isn’t done yet.

Key takeaway

In the GLA framework:

Immune symptoms reflect persistent surveillance of tissue that hasn’t fully recovered. They follow PEM. They do not cause it.

Figure 5 — Immune Surveillance vs Attack

fig-immune
Surveillance (GLA framing) Attack (not required) “Repair incomplete” signals linger Surveillance stays “on” low-grade • persistent • localized No tissue destruction required Immune system targets tissue Tissue injury accumulates destructive • escalating • often obvious on tests Not required for GLA Key message: immune symptoms can reflect persistent surveillance of unfinished recovery — not autoimmunity or tissue attack.

In the GLA framework, immune symptoms can arise because the body receives ongoing “repair incomplete” signals during recovery. This keeps surveillance active longer than it should, without requiring immune attack or tissue destruction.

9. SMPDL3B and Signal Termination

To understand why recovery signals stay active in ME/CFS, it helps to understand how cells normally shut signals off.

A key part of that shutdown process involves a membrane protein called SMPDL3B.

You don’t need to remember the name — what matters is what it does.

What SMPDL3B does

SMPDL3B sits on the surface of many cells, especially:

Its role is to act as a brake and stabilizer.

It helps cells:

You can think of SMPDL3B as part of the system that says:

“Okay — that’s enough. We can stand down now.”

Why signal termination matters

Turning signals on is only half the job.

Healthy recovery depends just as much on:

If signals cannot terminate properly:

This is exactly the pattern seen in ME/CFS.

What goes wrong in ME/CFS

In the GLA framework, ME/CFS is not caused by signals being too strong at the start. It is caused by signals that don’t shut off cleanly.

When SMPDL3B function is reduced or disrupted:

The result is persistent activation without escalation.

This explains why:

Why this is not immune attack or inflammation

It’s important to be clear about what this does not mean.

In the GLA framework:

Instead, the problem is loss of braking and damping.

The system is trying to respond appropriately — it just can’t disengage.

How SMPDL3B fits into the recovery story so far

Up to this point, we’ve seen that:

SMPDL3B explains why those signals keep going.

Without reliable termination:

This makes SMPDL3B a control-surface regulator, not a trigger.

A simple analogy

Imagine a car with a perfectly working engine — but worn brakes.

Nothing is “broken” in the dramatic sense.

Control is simply reduced.

That is how SMPDL3B functions in ME/CFS.

Key takeaway

In the GLA framework: SMPDL3B helps cells know when to stop responding. When its function is reduced, signals linger — and recovery cannot fully finish.

The next section explains two different ways this loss of termination can happen, and why patients can experience very different patterns of illness.

Figure 6 — SMPDL3B as the Termination Brake

fig-smpdl3b
Normal termination (brake intact) ME/CFS state (brake reduced) Stress response turns on (appropriate) SMPDL3B brake engages → shutdown Recovery completes → baseline returns brake Stress response turns on (appropriate) Brake reduced → termination is unreliable Signals linger → recovery stalls worn Key message: ME/CFS is driven by signals that don’t shut off cleanly — persistence without escalation.

SMPDL3B functions like a termination brake: it helps cells dampen responses and stand down once stress has passed. When braking is reduced, signals linger longer than they should, and recovery cannot fully finish.

10. Two Patterns of Failure: Shedding vs Deficient

Not everyone with ME/CFS experiences the illness in the same way.

In the GLA framework, differences in symptoms and progression are explained by two main patterns of failure in how recovery signals are terminated.

These patterns involve the same core systems — but they fail in different ways.

Neither pattern is better or worse. They are simply different modes of instability.

Why patterns matter

Both patterns involve difficulty shutting down stress responses after exertion.

The difference lies in how control is lost:

Understanding the difference helps explain:

Pattern 1: Shedding

The core idea

In the shedding pattern, the body responds to stress too aggressively, and in doing so temporarily removes important control mechanisms.

This pattern is driven by defensive over-activation.

What happens biologically

This creates oscillations — periods of relative stability followed by sudden crashes.

How this feels clinically

People in a shedding pattern often experience:

Recovery may occur — but it’s unstable.

Key characteristics of shedding

Pattern 2: Deficient

The core idea

In the deficient pattern, the body does not overreact — instead, it cannot rebuild control fast enough after stress.

This pattern is driven by recovery capacity limits, not defensive excess.

What happens biologically

Signals don’t spike dramatically — they just never fully quiet down.

How this feels clinically

People in a deficient pattern often describe:

The illness progresses through attrition, not explosions.

Key characteristics of deficiency

How the two patterns compare

Important clarifications

Why this distinction matters

Feature Shedding Deficient
Dominant issue Over-reactive defense Poor rebuilding capacity
Course Flare-driven, oscillating Gradual erosion
Symptoms Sudden crashes Persistent limitation
Recovery Possible but unstable Incomplete and slow
Main risk Overshoot Baseline loss

Understanding your dominant pattern helps explain:

The next sections explore what amplifies these patterns during recovery, starting with how red blood cells and circulating signals can prolong PEM once recovery has already failed.

Key takeaway

In the GLA framework: ME/CFS is one illness with two main failure patterns — not two different diseases. Both arise from difficulty exiting recovery. They simply fail in different ways.

Figure 7 — Two Ways Recovery Control Fails (Shedding vs Deficient)

fig-patterns
Shedding pattern Deficient pattern oscillatory • flare-driven • overshoot gradual erosion • low rebuild capacity • attrition repeated overshoot → crashes → partial recovery → repeat small losses accumulate → lower baseline tolerance What it tends to feel like: • Sudden flares and sharp crashes • High trigger sensitivity • Some recovery between episodes (but unstable) What it tends to feel like: • Fewer dramatic flares • A steady narrowing of tolerance • Feeling “stuck” rather than reactive Key message: same illness, different failure modes — overshoot (shedding) vs baseline erosion (deficient).

The shedding pattern tends to look like oscillation — defensive overshoot with flare-driven crashes and partial recovery. The deficient pattern tends to look like gradual baseline erosion — limited rebuild capacity and steady narrowing of tolerance. These are modes of failure, not separate diseases, and they can coexist or shift over time.

11. Red Blood Cells and EV Persistence

Red blood cells (RBCs) play an important role in how long PEM lasts, even though they do not cause ME/CFS.

In the GLA framework, RBCs act as recovery-phase amplifiers: they reflect how stressful recovery conditions are — and when stressed, they can prolong symptoms.

What red blood cells normally do

Healthy RBCs:

They do not think, signal intentionally, or “malfunction.”

They simply respond to the physical environment they’re in.

What happens to RBCs during PEM

During PEM:

Under these conditions, RBCs:

This is a normal stress response, not cell death.

Why EV persistence matters more than EV quantity

Releasing EVs is not the problem.

The problem is how long they stay in circulation.

When recovery is unstable:

This keeps the body in a half-recovered state, extending PEM.

What RBCs are not doing

It’s important to be clear:

RBCs are responding to stress, not creating it.

🔹 Why avoiding PEM matters (RBC recovery)

This point is worth stating briefly and carefully.

Red blood cells do not repair themselves. Once stressed, they remain in circulation until they are naturally replaced.

What this means:

  • Each episode of PEM places stress on the current population of RBCs
  • Stressed RBCs are less flexible and less efficient
  • These cells must be gradually replaced through normal turnover

Avoiding repeated PEM gives the body time to cycle in healthier RBCs under better recovery conditions.

This does not mean:

  • You are permanently damaging your blood
  • RBCs are being destroyed
  • PEM causes irreversible injury

It means:

  • Repeated PEM stacks stress faster than the system can recover
  • Allowing recovery time reduces cumulative stress on circulation

Why this supports pacing biologically

Pacing helps not just because it “conserves energy,” but because it:

This is one reason why:

A simple analogy

Think of red blood cells like delivery trucks with flexible suspension.

Avoiding PEM smooths the road.

Key takeaway

In the GLA framework:

Red blood cells don’t cause PEM — but repeated PEM keeps RBCs in a stressed state longer than they should be.

Avoiding PEM:

This is about protecting recovery, not avoiding life.

Figure 8 — RBC–EV Persistence Loop (and Why Clearance Is Selective)

fig-rbc-ev
Recovery phase (persistence determines how long PEM lasts) RBC stress shear + unstable recovery conditions EV release normal stress output (not cell death) Delayed clearance liver / spleen timing becomes inefficient Timing noise blood-vessel signaling becomes noisier PEM lasts longer Inset — Clearance is selective (why some signals linger longer) “Clear now” cues recognized quickly → removed efficiently “Wait” cues less urgent identity → lingers longer Key message: persistence reflects timing/recognition — not “overload,” “toxins,” or organ failure.

During PEM, unstable recovery conditions increase RBC stress and EV release. EVs are not harmful by default — the problem is persistence: delayed first-pass clearance allows a small set of lingering signals to remain in circulation, increasing timing noise and prolonging PEM. The inset shows why this can happen without overload: clearance is selective and depends on recognition timing cues.

12. Why Some Signals Linger Longer (EV Identity & Clearance)

By this point, it’s clear that PEM is prolonged not because too much is happening — but because recovery signals don’t clear on time.

A natural question follows:

“Why do some signals linger longer than others?”

The answer lies in how the body recognizes what needs to be cleared first.

Clearance is selective, not automatic

When cells release tiny particles during recovery (such as extracellular vesicles, or EVs), those particles are not all identical.

Each one carries subtle surface identity cues — like labels — that help the body decide:

Under healthy conditions:

Recovery finishes quietly.

What changes in ME/CFS

In ME/CFS, recovery stress can alter these surface identity cues.

This does not make the particles dangerous.

It does not overwhelm the system.

Instead:

The system waits — instead of finishing cleanup.

Why this matters for PEM

Because clearance is selective, not random:

This also explains why:

The issue is recognition timing, not quantity.

What this does not mean

It’s important to be clear:

The clearance system is working — it is just being given confusing timing information.

How this fits into the bigger GLA picture

So far, we’ve seen that:

This section explains why those signals don’t resolve cleanly.

Lingering signals:

This is how persistence happens without escalation.

A simple analogy

Imagine a cleanup crew working after a storm.

Most debris has bright tags saying “remove immediately.”

Some items are missing those tags — not dangerous, just unclear.

The crew hesitates.

Cleanup slows.

The job doesn’t finish.

That’s what’s happening here.

Key takeaway

In the GLA framework: recovery signals linger not because they are harmful, but because their “clear me” timing cues are off. This delays cleanup — and turns a temporary stress into prolonged PEM.

13. Endothelial Timing and Blood-Flow Coordination

The endothelium is the thin layer of cells lining every blood vessel.

In the GLA framework, endothelial cells are not damaged or destroyed — they are struggling to coordinate timing during recovery.

Think of the endothelium as the body’s real-time traffic control system for blood flow.

What endothelial cells normally do

Endothelial cells are active regulators. They:

When this timing works, you never notice it.

What changes in ME/CFS

In ME/CFS, endothelial signaling becomes imprecise during recovery.

That means:

Importantly, this does not mean there is less blood overall. It means blood arrives at the wrong place, at the wrong time.

Timing matters more than strength

A key idea in GLA is this:

This is not primarily a problem of weak blood vessels or low blood flow. It is a problem of timing errors:

This explains why:

Nitric oxide (NO): out of sync, not absent

Nitric oxide helps blood vessels relax.

In ME/CFS:

Even normal NO levels, if delivered:

can worsen flow instability rather than fix it.

This helps explain why some vasodilators help briefly — and then backfire.

Why recovery is where the problem shows up

During exertion:

After exertion:

This is when symptoms emerge — hours to days later — matching lived experience.

How endothelial timing affects symptoms

Because endothelial timing affects distribution, it influences many systems:

What endothelial dysfunction is not

In the GLA framework, this is not:

This is functional instability, not structural collapse.

Why this explains PEM so well

PEM emerges when:

That’s why:

A simple analogy

Think of endothelial cells as stage managers at a concert.

In ME/CFS:

The show ends — but the system never fully resets.

Key takeaway

In the GLA framework: endothelial cells are trying to protect you — but they can’t finish the job. Recovery timing is impaired, not effort capacity or motivation.

This is why pacing, rest positioning, compression, and recovery protection matter — they reduce timing stress, not “laziness.”

Figure 10 — Endothelium → Brainstem → Autonomics → Clearance Coupling

fig-endo-auto
Recovery phase (timing noise can become system-wide persistence) Endothelium timing becomes imprecise (distribution errors) Brainstem autonomic control centers receive “bad timing” inputs Autonomic output becomes inconsistent (harder to stabilize flow) Clearance becomes fragmented (first-pass less efficient) Persistence increases → recovery takes longer → PEM lasts longer (not organ failure — timing and coordination) Key message: vascular timing noise can drive autonomic dyscoordination, which fragments clearance and prolongs recovery.

Endothelial timing errors during recovery can propagate into brainstem autonomic control, producing inconsistent circulation and fragmented first-pass clearance. This slows cleanup, increases persistence pressure, and prolongs PEM — without requiring organ failure or high inflammation.

14. Autonomic Control and Clearance Coupling

The autonomic nervous system plays a central role in how well recovery finishes.

In the GLA framework, autonomic symptoms are not a separate problem layered on top of ME/CFS.

They are part of the same recovery-control loop that determines whether stress resolves — or persists.

What the autonomic system normally does

The autonomic nervous system:

Most of this happens automatically, through brainstem control centers that respond to signals coming from blood vessels and tissues.

When this timing is accurate, recovery completes quietly.

How endothelial timing feeds into the brainstem

Blood vessels are not passive pipes.

Endothelial cells constantly send timing signals about flow, pressure, and shear.

In ME/CFS:

The brainstem responds appropriately — but to bad timing information.

This results in:

Why autonomic instability affects clearance

Clearing recovery signals depends on steady, well-coordinated blood flow through organs like the liver and spleen.

When autonomic control is unstable:

This does not create new stress or new injury.

It delays cleanup.

Delayed clearance allows:

Why posture makes such a difference

Posture increases the demands on autonomic coordination.

When upright:

This helps explain why:

These effects reflect clearance efficiency, not disease severity.

Why this is not “just POTS”

It’s important to be clear:

The core issue is timing and coordination, not a single measurable parameter.

Some people will meet criteria for POTS or orthostatic intolerance. Others will not — yet still have the same recovery-phase instability.

How this fits into the recovery loop

So far, the pattern is consistent:

Autonomic instability is how that noise becomes system-wide persistence, especially through impaired clearance.

What autonomic dysfunction is not

In the GLA framework, this is not:

It is a control-layer problem driven by mistimed biological signals during recovery.

A simple analogy

Think of the autonomic system as a logistics dispatcher.

In ME/CFS:

The system is working — just not finishing the job.

Key takeaway

In the GLA framework: autonomic instability doesn’t cause PEM — it determines how long PEM lasts. By fragmenting clearance and recovery timing, autonomic control failures allow stress signals to persist well beyond exertion.

This is why:

15. Kidney, Volume, and Recovery Bandwidth

Recovery doesn’t just depend on rest.

It depends on having enough stable circulation while the body resets.

In the GLA framework, the kidney and blood-volume system help determine recovery bandwidth — how much room the body has to complete cleanup, repair, and signal shutdown after stress.

What the kidney–volume system normally does

Under healthy conditions, the kidney:

This process is tightly coordinated with autonomic and vascular timing.

When it works well, you never notice it.

What changes in ME/CFS

In ME/CFS, volume regulation can lag behind stress, especially during recovery.

That means:

This does not cause PEM — but it narrows the window in which recovery can successfully finish.

Why PEM can worsen overnight or the next day

Fluid and volume regulation often shifts:

If recovery bandwidth is already limited:

This explains why PEM often:

Why hydration, salt, or compression can help (but not cure)

Some people notice temporary relief from:

In the GLA framework, these supports can:

They help create space for recovery — but they do not fix the underlying recovery-control problem.

That’s why benefits are often:

What this is not

It’s important to be clear:

Routine kidney tests are often normal because the issue is functional timing, not structural failure.

How this fits the GLA picture

So far, we’ve seen that:

The kidney–volume axis determines how much stress the system can absorb during recovery.

When recovery bandwidth is narrow:

A simple analogy

Think of recovery like cleaning a flooded basement.

If pressure drops:

Nothing is broken — there’s just not enough margin.

Key takeaway

In the GLA framework: kidney and volume regulation don’t cause PEM — they set the limits on how well recovery can finish.

Supporting volume can help recovery proceed, but avoiding repeated PEM is what truly widens recovery bandwidth over time.

Appendix Figure A — Kidney & Volume as Recovery Bandwidth

fig-kidney-volume
Volume sets recovery bandwidth (margin) — it does not cause PEM Narrow recovery bandwidth (effective circulating volume lags during recovery) Clearance pumps still work but “pressure” is lower → cleanup is slower Clearance slows PEM lasts longer Wider recovery bandwidth (more stable circulation during recovery) Clearance conditions stabilize better margin → recovery can finish sooner Clearance steadier PEM resolves sooner Key message: kidney/volume effects are functional and reversible — a margin factor that shapes how easily recovery can finish.

In the GLA framework, the kidney–volume axis does not cause PEM — it helps determine recovery bandwidth. When effective circulating volume is unstable during recovery, clearance and repair have less margin, and PEM can last longer. When circulation is steadier, recovery can complete sooner.

16. SMPDL3B Patterns and Kidney Workload (Brief clarification)

Different SMPDL3B patterns place different workloads on recovery systems, including the kidney — without causing kidney disease.

This section is a clarification, not a new mechanism.

How SMPDL3B patterns change workload (not injury)

Both patterns reflect system state, not organ damage.

What this means — and what it does not mean

It means:

It does not mean:

Routine kidney tests are often normal because this is a functional, reversible workload issue, not structural damage.

Why this matters for recovery

When clearance workload is high or recovery capacity is low:

This reinforces the central message of the framework:

Protecting recovery matters more than forcing throughput.

One-line takeaway (optional)

SMPDL3B patterns change clearance workload — not kidney health.

17. Brain Symptoms: Why Brain Fog Follows PEM

Brain symptoms are some of the most distressing parts of ME/CFS — and also some of the most misunderstood.

In the GLA framework, brain fog does not require primary brain disease.
It arises because the brain is especially sensitive to timing errors during recovery.

Why the brain is vulnerable to recovery failure

The brain depends on:

Even small disruptions in timing can have large cognitive effects.

When recovery signals linger elsewhere in the body — especially after muscle stress — the brain is often the first place where that instability is felt.

How brain fog follows muscle PEM

As described in earlier sections:

When these signals linger:

This produces symptoms such as:

These symptoms typically worsen during the recovery phase, not during exertion itself.

Why brain symptoms are delayed

Brain fog often appears:

This timing reflects the same recovery failure seen elsewhere:

The brain is reacting to ongoing recovery stress, not new injury.

Why this does not show up on scans or tests

Standard neurological tests usually look for:

In ME/CFS:

That’s why tests can look normal even when symptoms are severe.

How this connects to sensory overload

When timing is unstable:

This is not anxiety or hypersensitivity —
it is a reduced tolerance for timing noise during recovery.

What brain fog is not

In the GLA framework, brain fog is not:

It is a downstream effect of recovery-phase instability.

A simple analogy

Think of the brain like a high-speed processor.

In ME/CFS:

The slowdown is protective — not broken.

Key takeaway

In the GLA framework:

Brain fog follows PEM because the brain is highly sensitive to lingering recovery signals and timing instability.
Protecting recovery reduces brain symptoms —
not because the brain is damaged, but because timing stabilizes.

Appendix Figure B — Brain Fog as Downstream Timing Failure

fig-brain-fog
Recovery phase (brain is highly sensitive to timing noise here) Lingering signals recovery hasn’t shut down (persistence, not new injury) Cerebral timing instability blood-flow coordination is noisy (timing-sensitive tissue) Brain fog & overload processing slows to avoid errors brain fog sensory sensitivity Functional timing problem (not structural brain damage) tests can look normal because structure can be preserved while timing is unstable Key message: brain fog follows PEM because the brain is highly sensitive to lingering recovery signals and timing noise.

In the GLA framework, brain fog does not require primary brain disease. When recovery signals linger after exertion, cerebral blood-flow timing becomes unstable, sensory filtering is impaired, and processing slows. This is a functional timing problem — which can feel severe even when scans and routine tests look normal.

18. Putting It All Together: One Recovery Story

ME/CFS is not best understood as a problem with one organ, one chemical, or one system.

In the GLA framework, it is a failure of recovery coordination.

Across the sections of this guide, a single story repeats:

This is why post-exertional malaise (PEM) is delayed, systemic, and reproducible.

In simple terms:

The body enters recovery — but cannot fully exit it.

The one-lane causal chain

Without technical detail, the process looks like this:

  1. Skeletal muscle is stressed during activity
  2. Recovery signals (including calcium) fail to reset
  3. Immune surveillance stays on
  4. Signal termination is impaired
  5. Circulating stress signals persist
  6. Blood-flow timing becomes unstable
  7. Clearance and recovery slow further
  8. PEM symptoms emerge and last

Each step follows logically from the one before it.
Nothing requires extreme inflammation, permanent damage, or psychological explanations.

Why this framework matters

Understanding ME/CFS through recovery failure explains:

It reframes ME/CFS as a control problem, not a character flaw or fitness issue.

Figure — One-Lane Master Chain (Putting It All Together)

fig-master
Recovery phase (where the failure persists and spreads) One-lane chain: exertion → failed recovery exit → persistence → delayed PEM Exertion (stress test) Muscle stress execution surface Calcium reset does not shut off cleanly Surveillance stays on (monitoring, not attack) Termination brake reduced Failure patterns shedding (oscillation) / deficient (erosion) RBC stress → EVs persistence amplifier Clearance gate delayed first-pass cleanup Timing coupling endothelium → brainstem → clearance Delayed, systemic PEM (hours–days) and prolonged recovery timing + termination + recovery bandwidth (not laziness, not immediate damage) Key message: ME/CFS is a failure to terminate and clear recovery signals — exertion reveals it; recovery-phase persistence sustains it.

This master chain summarizes the guide end-to-end: exertion exposes instability at the muscle execution surface, recovery signals (including calcium) fail to reset, immune surveillance stays on, termination braking is reduced, and persistence is amplified by delayed clearance and timing coupling across endothelium and autonomics — producing delayed, systemic PEM.

19. What This Does Not Mean

To prevent misinterpretation, it is important to be explicit.

This framework does not mean:

GLA describes a state-dependent, reversible failure of coordination, not irreversible injury.

20. Key Takeaways for Patients

Final thought

ME/CFS is not a failure of strength, motivation, or resilience.

In the GLA framework, it is a failure of timing, termination, and recovery coordination —
and those are problems biology can adapt to when given the right conditions.

Understanding the system is the first step toward protecting it.

Clinician Summary — GLA v2.6 (ME/CFS & PEM)

Core claim:
ME/CFS is best understood as a recovery-phase control failure, not an exertion-phase energy deficit. Post-exertional malaise (PEM) arises because physiological stress responses are not terminated or cleared on time, leading to delayed, systemic symptom amplification.

Key points at a glance

Clinical implications (non-prescriptive)

One-sentence takeaway
ME/CFS is a systems-level failure to terminate and clear recovery signals after stress, producing delayed, reproducible PEM through timing and control instability rather than energy deficiency or primary inflammation.

References

References are listed in author–year format and correspond exactly to the sources cited in Positioning the Cell Danger Response within the GLA v2.6 Framework.

Wirth, K. J., & Scheibenbogen, C. (2020). A unifying hypothesis of the pathophysiology of myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS): Recognitions from the finding of autoantibodies against β2-adrenergic receptors. Autoimmunity Reviews, 19, 102527. https://doi.org/10.1016/j.autrev.2020.102527

Joseph, P., Singh, I., Oliveira, R. K. F., Capone, C. A., Mullen, M. P., Cook, D. B., Stovall, M. C., Squires, J., Madsen, K., Waxman, A. B., & Systrom, D. M. (2023). Exercise pathophysiology in myalgic encephalomyelitis/chronic fatigue syndrome and post-acute sequelae of SARS-CoV-2: More in common than not? Chest, 164(3), 717–726. https://doi.org/10.1016/j.chest.2023.03.049

Appelman, B., Charlton, B. T., Goulding, R. P., Kerkhof, T. J., Breedveld, E. A., Noort, W., Offringa, C., Bloemers, F. W., van Weeghel, M., Schomakers, B. V., Coelho, P., Posthuma, J. J., Aronica, E., Wiersinga, W. J., van Vugt, M., & Wüst, R. C. I. (2024). Muscle abnormalities worsen after post-exertional malaise in long COVID. Nature Communications, 15, 17. https://doi.org/10.1038/s41467-023-44432-3

Colosio, M., Brocca, L., Gatti, M. F., Neri, M., Crea, E., Cadile, F., Canepari, M., Pellegrino, M. A., Polla, B., Porcelli, S., & Bottinelli, R. (2023). Structural and functional impairments of skeletal muscle in patients with postacute sequelae of SARS-CoV-2 infection. Journal of Applied Physiology, 135(4), 902–917. https://doi.org/10.1152/japplphysiol.00158.2023

Abdolmaleki, F., Farahani, N., Gheibi Hayat, S. M., Pirro, M., Bianconi, V., Barreto, G. E., & Sahebkar, A. (2018). The role of efferocytosis in autoimmune diseases. Frontiers in Immunology, 9, 1645. https://doi.org/10.3389/fimmu.2018.01645

Rostami-Afshari, B., Elremaly, W., Franco, A., Elbakry, M., Akoume, M. Y., Boufaied, I., Moezzi, A., Leveau, C., Rompré, P., Godbout, C., Mella, O., Fluge, Ø., & Moreau, A. (2025). SMPDL3B: a novel biomarker and therapeutic target in myalgic encephalomyelitis. Journal of Translational Medicine, 23(1), 748. Erratum: Journal of Translational Medicine, 23(1), 911. https://doi.org/10.1186/s12967-025-06829-0

Rostami-Afshari, B., Elremaly, W., McGregor, N. R., Huang, K. J. K., Armstrong, C. W., Franco, A., Godbout, C., Elbakry, M., Abdelli, R., & Moreau, A. (2025). Circulating levels of SMPDL3B define metabolic endophenotypes and subclinical kidney alterations in myalgic encephalomyelitis. International Journal of Molecular Sciences, 26(18), 8882. https://doi.org/10.3390/ijms26188882

Xiong, R., Aiken, E., Caldwell, R., et al. (2025). AI-driven multi-omics modeling of myalgic encephalomyelitis/chronic fatigue syndrome. Nature Medicine, 31, 2991–3001. https://doi.org/10.1038/s41591-025-03788-3

Framework documents

Core architecture and definitions that anchor the GLA model.

Papers

Longer, paper-format documents (reader narrative + figures).

Modules (v2.1 → v2.6)

Modular “building blocks” used across the site. Organized by version and topic.

SMPDL3B phenotype frameworks

Phenotype-specific models (shedding vs deficient) and the mechanistic chain framework.

System modulators & control-state modifiers

Documents that shape interpretation of the core framework and control-state behavior.