DPCstruct Metaclusters

⬡ Domain Classification in Structural Space
Properties CATH SCOP

The DPCstruct pipeline applied the Density Peak Clustering (DPC) algorithm to roughly 15 million representative AlphaFold2- predicted structures from the Foldseek Cluster database (a representative set of the AlphaFold Database, AlphaFoldDB v4.0), producing 28,246 structural metaclusters without any manual annotation. Because protein structure is more conserved than sequence over evolutionary time, DPCstruct recovers remote homologs, including proteins sharing a common fold at less than 30% sequence identity, that purely sequence-based methods typically miss.

Use the toggle buttons to switch between the Properties view (intrinsic structural metrics and Pfam annotations), the CATH fold annotations, or the SCOP fold annotations. Click any MCID to open its detail page, where you can explore the sequences and launch the integrated PDBe-Mol* 3D viewer.

MCID Size Avg. Len. Len. Std Len. Ratio pLDDT Disorder TM-Score lDDT pIdent Pfam Score Pfam Labels
MC2712 500 101.44 15.87 0.16 78.02 0.26 0.67 0.75 35.78 98.9 PF03381-PF02161-PF02159-PF00104-CL0167
MC2713 90 189.49 29.7 0.16 85.03 0.22 0.6 0.68 33.28 100.0 CL0003
MC2714 13 94.92 6.79 0.07 85.34 0.27 0.85 0.79 28.1 0.0 UNKNOWN
MC2716 6 96.0 12.01 0.13 75.27 0.21 0.75 0.81 37.14 0.0 UNKNOWN
MC2717 11 123.46 11.7 0.09 78.29 0.22 0.65 0.69 25.85 0.0 UNKNOWN
MC2718 16 130.12 14.34 0.11 76.41 0.4 0.65 0.78 32.85 0.0 UNKNOWN
MC2719 5 163.4 16.61 0.1 73.73 0.29 0.65 0.65 35.9 0.0 UNKNOWN
MC2720 24 111.88 11.32 0.1 76.81 0.36 0.79 0.82 35.23 100.0 CL0041
MC2722 23 243.09 26.29 0.11 66.05 0.35 0.38 0.67 23.66 80.21 CL0220-CL0184
MC2723 6 84.17 10.3 0.12 90.44 0.32 0.82 0.81 40.76 100.0 CL0037
Legend
  • A. Metacluster Structural Properties :
  • MCID: Unique identifier per metacluster.
  • Size: Number of structural domain members.
  • Avg. Len.: Mean domain length of all members (amino acids).
  • Len. Std: Standard deviation of domain lengths.
  • Len. Ratio: Ratio of standard deviation to average domain length.
  • pLDDT: Mean AlphaFold2 confidence score (predicted Local Distance Difference Test) across all members.
  • Disorder: Mean fraction of residues predicted as intrinsically disordered.
  • TM-Score: Mean intra-cluster pairwise alignment Template Modeling score, averaged over all pairs, using the maximum between TM-score normalized by query or target to account for size differences.
  • lDDT: Mean intra-cluster local Distance Difference Test score (local structural similarity).
  • pIdent: Mean intra-cluster sequence similarity (%).
  • B. Pfam Annotations:
  • Pfam Score: Global Pfam Score quantifying the agreement between the metacluster and Pfam domains.
  • Pfam Labels: Assigned Pfam labels (clans or families). Displayed as UNKNOWN (representing 'dark matter') if no Pfam domains are assigned to the metacluster.