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EWCL

EWCL

Entropy-Weighted Collapse Likelihood

Interpretable residue-level prediction of protein disorder and collapse propensity.

Analyze how sequence physics, structural confidence, and local geometry shape protein disorder and conformational behavior.

Explore example analyses

EWCL score0.00-0.30 collapse-prone0.30-0.50 flexible / borderline0.50-0.70 transitional0.70-1.00 disorder-prone

Why disorder matters

Proteins do not always function through one stable structure.

Intrinsically disordered proteins and regions remain dynamic, sampling many conformations rather than settling into a single fold. This flexibility supports signaling, molecular recognition, binding-induced folding, regulation, and biomolecular condensates.

Folded / compact regionlow EWCL
  • stable structural core
  • persistent contacts
  • defined interaction surfaces
  • structure often explains function
Disordered / dynamic regionhigh EWCL
  • conformational ensemble
  • transient and context-dependent contacts
  • changing interaction surfaces
  • sequence grammar and ensemble behavior matter

What EWCL measures

Sequence physics becomes residue-level evidence.

EWCL converts explicit sequence-derived physicochemical properties into a continuous residue-level disorder profile. Each prediction can be examined through the physical feature families that support it and, when structural data are available, compared directly with AlphaFold confidence and local geometry.

Protein sequenceLocal physicochemical descriptorsEWCL-Sequence or EWCL-StructureResidue-level scoreFeature interpretation and conflict analysis

In EWCL, entropy and collapse refer to sequence-derived descriptors associated with compositional diversity, local conformational freedom, interaction balance, and compaction propensity. The final score is a supervised disorder likelihood.

Feature space projected into an interpretable residue profile.

Sequence-derived features

Amino-acid composition, charge patterning, hydropathy, local complexity, flexibility, entropy-related descriptors, interaction balance, and collapse propensity.

Residue-level prediction

A continuous score estimates whether the local sequence environment is more consistent with structural compaction or conformational heterogeneity.

Feature-family interpretation

Predictions can be traced to contributing physical feature families instead of being presented only as a final probability.

Structure-aware comparison

AlphaFold pLDDT and local geometric descriptors are used to examine agreement, uncertainty, and Confidence-Disorder Conflict regions.

EWCL-SequenceSequence-only disorder prediction
EWCL-StructureSequence features plus AlphaFold confidence and geometry
EWCL-RawRaw physicochemical interpretability layer
CDCRegions where sequence-derived disorder propensity and structural confidence disagree

Analysis preview

One score, multiple levels of interpretation.

The analysis view keeps the continuous profile visible while linking local regions to evidence overlays, AlphaFold comparison, Confidence-Disorder Conflicts, and feature-family explanations.

residue trackCDC regionsfeature heatmapevidence overlays

Example output

P04637 | p53 residue analysis

EWCL-Structure
residue positiondisorder likelihood0.50
EWCL scorethresholdhigh-disorder interval
EWCL score class
AlphaFold pLDDT
Curated disorder evidence
Observed structural evidence
CDC regions

Feature-family heatmap

blue order-supporting | red disorder-supporting
composition
charge patterning
hydropathy
local complexity
flexibility
entropy-related
collapse propensity

Residues 64-92 show elevated sequence-derived disorder propensity together with low structural confidence, supporting a conventional disordered-region interpretation.

Residues 173-188 show elevated EWCL disorder propensity despite high pLDDT and are marked as a Confidence-Disorder Conflict region for further inspection.