Quantitative EEG Pipeline

The Quantitative EEG Engine Behind SynDx Neurology

Transforming raw EEG into transparent, physician-verifiable neurophysiology measurements through fully deterministic signal processing — every metric is a traceable, reproducible computation.

No black boxReproduciblePhysician-verified

How SynDx Converts EEG Into Quantitative Insight

Raw EEG flows through a seven-stage, fully deterministic neurophysiology pipeline — eleven transparent signal-processing modules, each a fixed formula with a clinical threshold. No machine learning, no probability guesses.

1
EDF Acquisition
2
Preprocessing & Artifact Rejection
3
Spectral Decomposition (qEEG)
4
Biomarker & Event Computation
5
Source Localization & Symmetry
6
Deterministic Grading Engine
7
Clinical Decision-Support Report

Clinical Workflow

From raw recording to a physician-signed report — six clear steps, every output verified.

1

Acquire EDF

A resting or clinical EEG is uploaded as a standard .edf file in the international 10-20 montage.

2

Preprocess

Bandpass filtering, ICA artifact removal, and adaptive epoching clean the signal automatically.

3

Quantify

Eleven deterministic qEEG modules compute every spectral metric, event, and quality measure.

4

Localize & Grade

Phase-reversal source localization, hemispheric symmetry, and transparent composite grading.

5

Generate Report

A structured six-section clinical decision-support report is assembled with full traceability.

6

Physician Review

A licensed neurologist verifies every flagged finding and exports the signed PDF.

Signal Processing Architecture

A fixed chain of transparent operations turns raw voltage into clean, analysis-ready signal — each step is a reproducible, inspectable computation.

Montage Standardization

Channel names mapped to the international 10-20 system — legacy labels (T3→T7, A1→M1) normalized automatically.

Bandpass · Notch · Avg Reference

FIR bandpass 0.5–70 Hz, 50 Hz notch, and average referencing condition every channel before analysis.

ICA Artifact Rejection

FastICA detects ocular and muscle components via kurtosis and variance heuristics, capped to avoid over-cleaning.

Adaptive Epoch Rejection

10 s epochs at 50% overlap; segments above an adaptive RMS threshold (5× median) are dropped from analysis.

Welch PSD Decomposition

Power spectral density partitioned into delta, theta, alpha, beta, and gamma bands per channel.

Double-Banana Bipolar Montage

Parasagittal and temporal bipolar chains enable polarity-reversal localization of epileptiform activity.

Core EEG Metrics

Every headline metric is a transparent measurement with an explicit clinical reference. Values shown are illustrative. Each is flagged against its threshold — not predicted by a model.

DAR

Within reference

Delta-Alpha Ratio

Slow-wave burden relative to alpha activity.

1.8
Flag > 2.52.5

DTABR

Within reference

(Delta+Theta) / (Alpha+Beta)

Global slowing index across the spectrum.

2.9
Flag > 4.04.0

iPAF

Normal range

Individual Alpha Peak Frequency

Dominant background rhythm / organization.

9.4 Hz
Normal 8–13 Hz8 Hz

BSI

Mild

Brain Symmetry Index

Interhemispheric spectral asymmetry.

0.07
Normal < 0.05 · Severe ≥ 0.200.05

SEF95

Light sedation

Spectral Edge Frequency (95%)

Depth of sedation / consciousness.

22 Hz
> 25 awake · ≤ 8 coma25 Hz

SE

Normalized 0–1

Spectral Entropy

Signal complexity (Shannon, normalized).

0.82
Normalized 0–1

SR

Light

Suppression Ratio

Share of suppressed epochs (RMS < 3 µV).

6%
< 20% light · ≥ 80% near-isoelectric20%

Grade

Mild

Encephalopathy Grade

Composite background-dysfunction score.

Mild · 0.28
Normal → Critical0.15

Spikes

NV-adjusted

Sharp-Transient Count

Epileptiform burden after normal-variant reduction.

12 adj.
Raw 18 → adjusted 12raw 18

Spectral Band Distribution

Relative band power · illustrative
38%
Delta0.5–4 Hz
20%
Theta4–8 Hz
24%
Alpha8–13 Hz
13%
Beta13–30 Hz
5%
Gamma30–70 Hz
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T7Left mid-temporal lobe

Estimated phase-reversal focus — flagged for physician review

Spatial Analysis & Source Localization

SynDx maps where activity sits on the scalp — topographic power per band, an estimated epileptiform focus, and left-versus-right symmetry. These are measured distributions, not a modelled connectivity network.

Topographic Power Maps

Per-band relative power rendered across the 10-20 montage — delta, theta, alpha, and beta distributions at a glance.

Phase-Reversal Focus Localization

Polarity reversals across double-banana bipolar chains score each electrode to estimate an epileptiform focus.

Brain Symmetry Index

Interhemispheric spectral asymmetry over homologous electrode pairs, with left/right lateralization.

Decision-Support Layer

Deterministic Grading — No Black Box

Grades come from fixed formulas with published weights and thresholds. You can trace any result back to the exact factors that produced it.

Encephalopathy Composite Score

score = 0.35·DAR + 0.25·(no PDR) + 0.25·SR + 0.15·(1−iPAF)

0.35 · DAR+0.12

Delta-Alpha Ratio (normalized)

0.25 · (no PDR)+0.04

Posterior dominant rhythm absent

0.25 · SR+0.05

Suppression ratio (normalized)

0.15 · (1 − iPAF)+0.07

Background slowing factor

0.28Mild
NormalMildModerateSevereCritical

Each factor's contribution is emitted alongside the grade, so a clinician can see exactly why a study scored where it did.

Transparent Composite Scoring

Every grade decomposes into its exact weighted factors. No hidden weights, no opaque inference — the math is on the page.

Normal-Variant Reduction

Wicket spikes, mu rhythm, BETS, and lambda waves are reclassified out of the count, cutting false positives.

18 raw12 adjusted−33%

Worklist Review-Priority Triage

A triage label that orders the reading worklist by urgency. It is a workflow signal — never a diagnosis.

ROUTINEELEVATED_FINDINGSFLAGGED_FOR_REVIEW
Clinical Delivery

A Structured, Verifiable Report

Every run produces the same six-section deliverable — measurements, evidence images, and a worklist priority, all ready for physician sign-off.

Neuro qEEG Report
ROUTINE
  • 1Recording Summary & Key MetricsGrade · Mild
  • 2Detailed Quantitative Analysis7 panels
  • 3Per-Channel Spectral Data19 ch
  • 4Transient Events Log12 events
  • 5aEEG Epoch-by-Epoch TrendCNV
  • 6Electrode Positions10-20
aEEG trend (µV)upper / lower margin

Interactive Brain Map

Per-electrode spectral data rendered on a 10-20 map, focal channels highlighted in red.

Paginated Transient-Events Log

A filterable table of every detected spike and sharp wave with a normal-variant tag.

aEEG Trend & Topomap Evidence

Amplitude-integrated EEG trend plus delta/theta/alpha/beta topographic power maps.

Downloadable Signed PDF

The full six-section report exported for the chart after physician verification.

Where the Pipeline Is Used

One deterministic engine, adjunctive across the neurophysiology workflow.

Neurology & Clinical EEG

Automated quantitative EEG (qEEG) reporting for routine and clinical studies.

ICU & Critical Care

Encephalopathy grading, burst-suppression and suppression-ratio monitoring, aEEG continuity trends.

Epilepsy Screening

Interictal sharp-transient detection, phase-reversal localization, and photic/HV activation response.

SynDx Neurology

Bring Quantitative EEG to Your Clinic

Join our clinical network for early access to SynDx deterministic qEEG reporting.

SynDx Neurology is an adjunctive Clinical Decision Support tool. It does not diagnose, and all highlighted events and quantitative metrics must be independently verified by a licensed physician.