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New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2019-02-06

56
structures analysed (19 full · 33.9%)
00.0%
confidently wrong
35.4%
novel sequences
00.0%
novel & wrong
0.982
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

How to read this

Every point is one experimental protein structure. The horizontal axis is AlphaFold's own confidence in its prediction (mean pLDDT, 0–100). The vertical axis is how well that blind prediction actually matches the experiment (TM-score, 0–1; above 0.5 means the same fold, above 0.9 near-identical). Marker size grows with the FRAUD score (confidence-weighted error).

Cutoff: the shaded red box is the "confidently wrong" zone — AlphaFold was confident (mean pLDDT above 70) yet the fold is wrong (TM-score below 0.5). A predictor that had truly solved folding would leave that box empty.

Take-home: 0 of 56 structures (0.0%) are confidently wrong; median TM-score is 0.982.

Read moreShow less — how each metric is calculated

TM-score: how similar the two 3D shapes are overall, 0–1 (a random pair scores ~0.17, an identical fold ~1). Length-normalised so large and small proteins compare fairly. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) — dᵢ is the gap between the i-th aligned Cα atoms after best-fit superposition, and d₀ = 1.24(L−15)^⅓ − 1.8 sets the distance scale for length L. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264; computed with TM-align, doi:10.1093/nar/gki524.

pLDDT: AlphaFold's own confidence in each residue, 0–100 (higher = surer). It is the model predicting its own accuracy before ever seeing the experiment. We plot the per-structure mean. pLDDT = (1/N) Σᵢ pLDDTᵢ, where pLDDTᵢ is the network's confidence output for residue i.

FRAUD score: the headline number — how wrong the prediction was, weighted by how confident AlphaFold was, so a big error it was sure about counts most. FRAUD = (1/N) Σᵢ (pLDDTᵢ/100) · min(Δᵢ,15)/15, where Δᵢ is residue i's Cα distance from the experiment (Å) after superposition, capped at 15 Å. Runs 0 (perfect) to 1.

Novelty: how little AlphaFold had to go on — 100 minus the highest sequence identity between this protein and any structure released before the 2018-04-30 training cutoff. High = genuinely unseen (100% = nothing similar was ever in the training set). novelty = 100 − maxₚ identity(s, p) over pre-cutoff PDB chains p, with identity = 100 × (matching aligned residues)/(alignment length), from an MMseqs2 search.

Homology: the point colour. High novelty (above 70%) flags the sequence as novel (amber) — AlphaFold had no close template; otherwise a pre-cutoff homolog existed (blue) it could have learned the fold from. novel ⇔ novelty > 70%.

What the metrics mean

TM-score (0–1): overall fold match — above 0.5 is the same fold, above 0.9 near-identical. Cα-RMSD (Å): average backbone distance after best-fit superposition — lower is better (under 2 Å is excellent). lDDT (0–1): local accuracy measured without superposition — above 0.8 is good. Each bar counts how many structures fall in that range.

Take-home: median TM-score 0.982 — most predictions match the experimental fold well, with a long tail that do not.

Read moreShow less — how each metric is calculated

TM-score: overall shape match, 0–1 (above 0.5 = same fold, above 0.9 near-identical), length-normalised. TM = (1/L) Σᵢ 1/(1 + (dᵢ/d₀)²) with dᵢ the aligned-Cα gap after superposition and d₀ = 1.24(L−15)^⅓ − 1.8. Ref: Zhang & Skolnick, Proteins 2004 doi:10.1002/prot.20264.

Cα-RMSD: the average straight-line distance between matching backbone Cα atoms once the two structures are best-fit superposed (Å; lower is better, under ~2 Å excellent). RMSD = √( (1/N) Σᵢ |Pᵢ − (R·Qᵢ + t)|² ), with Pᵢ/Qᵢ the experimental/model Cα coordinates and R,t the rotation and translation from Kabsch superposition.

lDDT: local accuracy with no superposition — the fraction of short-range inter-residue distances the model reproduces, so it is not fooled by a single wrongly-placed domain. lDDT = (1/N) Σᵢ ¼ Σ_t 1[ |d_exp − d_model| < t ] over thresholds t ∈ {0.5, 1, 2, 4} Å and all residue pairs within 15 Å.

Trend over time

The blue line is the mean TM-score of the structures by their deposit month; the red bars count how many were confidently wrong. Binning by deposit date (rather than by when we processed them) gives an even timeline, tracking whether AlphaFold's accuracy on newly-deposited structures is holding steady, improving, or slipping as the PDB keeps growing. Months with fewer than 5 structures are omitted so each point is a meaningful average. A dashed trend line is drawn only if the change over time is statistically significant.

Read moreShow less — how each metric is calculated

Mean TM-score: the month's average shape-match score. TM̄ = (1/M) Σ TM over the M structures deposited that month.

Trend line: a monotonic-trend test over the monthly means — Mann-Kendall (Kendall's τ) for significance, with a robust Theil-Sen slope for the line. Rank-based, so it tolerates the skewed TM distribution and noisy low-count months. Shown only when p < 0.05; otherwise a note reports that no significant trend was found.

Confidently wrong: the count that were both confident and wrong. count( mean pLDDT > 70 AND TM < 0.5 ).

Matched structures

PDBUniProtProteinMethodÅDeposited Novelty %pLDDTTMlDDTGDT_TSRMSDFRAUDFlag
6DRF_A Q7Z3Z2 Protein RD3 NMR 2018-06-11 100.00 novel 89.60 0.61 0.69 10.14 14.21 0.62 ok
6QEB_A P00918 Carbonic anhydrase 2 NMR 2019-01-07 0.00 97.37 0.71 0.66 29.13 10.99 0.39 ok
8ZZO_B Q9UBU3 Ghrelin Integrative 2018-08-30 100.00 novel 50.06 0.29 0.49 30.88 5.60 0.18 ok
8ZZO_A Q92847 GHSR Integrative 2018-08-30 81.62 0.86 0.12 ok
6QB5_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.02 2018-12-20 10.50 95.41 0.95 0.95 78.55 4.17 0.11 ok
6NCT_B P27986 Phosphatidylinositol 3-kinase regulatory s X-ray 3.35 2018-12-12 0.00 90.98 0.92 0.85 75.00 1.98 0.10 ok
6ADM_R Q9H6X2 Anthrax toxin receptor 1 EM 2.84 2018-08-01 72.44 0.90 0.07 ok
6ADR_R Q9H6X2 Anthrax toxin receptor 1 EM 3.38 2018-08-02 72.44 0.91 0.07 ok
6AKO_C Q99958 Forkhead box protein C2 X-ray 2.40 2018-09-03 55.16 0.89 0.06 ok
6NCT_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 3.35 2018-12-12 0.00 93.70 0.97 0.91 90.06 1.98 0.06 ok
6ISU_C P0CG47 Ubiquitin X-ray 1.87 2018-11-19 0.00 94.12 0.96 0.97 92.76 1.99 0.06 ok
6AKP_C Q99958 Forkhead box protein C2 X-ray 2.32 2018-09-03 55.16 0.91 0.05 ok
6J7W_C Q02223 Tumor necrosis factor receptor superfamily X-ray 2.60 2019-01-18 0.00 86.40 0.80 0.87 88.46 1.12 0.05 ok
6N9P_A Q06187 Tyrosine-protein kinase BTK X-ray 2.23 2018-12-03 0.00 90.77 0.98 0.95 94.46 1.90 0.05 ok
6ISU_B P0CG47 Ubiquitin X-ray 1.87 2018-11-19 0.00 94.12 0.97 0.97 96.71 1.53 0.04 ok
6GQX_A P01116 GTPase KRas X-ray 2.20 2018-06-08 91.50 0.96 0.04 ok
6GQY_A P01116 GTPase KRas X-ray 2.75 2018-06-08 91.50 0.96 0.04 ok
6IM5_A P28347 Transcriptional enhancer factor TEF-1 X-ray 1.70 2018-10-22 76.50 0.95 0.04 ok
6GQT_A P01116 GTPase KRas X-ray 1.69 2018-06-08 91.50 0.96 0.04 ok
6GOM_A P01116 GTPase KRas X-ray 1.63 2018-06-01 91.50 0.96 0.04 ok
6GOG_A P01116 GTPase KRas X-ray 2.05 2018-06-01 91.50 0.96 0.04 ok
6QB7_A Q68DU8 BTB/POZ domain-containing protein KCTD16 X-ray 2.23 2018-12-20 100.00 novel 91.21 0.96 0.98 96.27 0.83 0.04 ok
6GQW_A P01116 GTPase KRas X-ray 2.80 2018-06-08 91.50 0.96 0.03 ok
6DEW_A O75208 Ubiquinone biosynthesis protein COQ9, mito X-ray 2.00 2018-05-13 77.62 0.96 0.03 ok
6IWQ_A Q86SF2 N-acetylgalactosaminyltransferase 7 X-ray 2.95 2018-12-06 58.40 96.08 0.99 0.97 97.07 0.89 0.03 ok
6IWR_A Q86SF2 N-acetylgalactosaminyltransferase 7 X-ray 2.60 2018-12-06 58.40 96.08 0.99 0.97 97.07 0.93 0.03 ok
6GQX_B P01116 GTPase KRas X-ray 2.20 2018-06-08 91.50 0.97 0.03 ok
6ISU_A P15374 Ubiquitin carboxyl-terminal hydrolase isoz X-ray 1.87 2018-11-19 0.00 95.25 0.99 0.97 99.12 0.52 0.03 ok
6MS1_A Q14160 Protein scribble homolog X-ray 1.35 2018-10-16 62.53 0.95 0.03 ok
6GQW_E P01116 GTPase KRas X-ray 2.80 2018-06-08 91.50 0.97 0.03 ok
6QH9_A Q92876 Kallikrein-6 X-ray 2.27 2019-01-16 0.00 96.71 0.99 0.98 98.76 0.53 0.02 ok
6QBS_A P43235 Cathepsin K X-ray 1.70 2018-12-21 0.00 97.73 1.00 0.99 100.00 0.34 0.02 ok
6QHA_A Q92876 Kallikrein-6 X-ray 1.82 2019-01-16 0.00 96.71 0.99 0.98 98.87 0.49 0.02 ok
6QHB_A Q92876 Kallikrein-6 X-ray 1.84 2019-01-16 0.00 96.60 0.99 0.98 98.65 0.50 0.02 ok
6GOD_A P01116 GTPase KRas X-ray 1.71 2018-06-01 91.50 0.98 0.02 ok
5QJ2_A P05164 Myeloperoxidase X-ray 2.82 2018-09-26 89.00 0.98 0.02 ok
6GOF_A P01116 GTPase KRas X-ray 1.98 2018-06-01 91.50 0.98 0.02 ok
5QJ3_A P05164 Myeloperoxidase X-ray 2.76 2018-09-26 89.00 0.98 0.02 ok
5QJ2_B P05164 Myeloperoxidase X-ray 2.82 2018-09-26 89.00 0.98 0.01 ok
6GOE_A P01116 GTPase KRas X-ray 1.60 2018-06-01 91.50 0.98 0.01 ok
5QJ3_B P05164 Myeloperoxidase X-ray 2.76 2018-09-26 89.00 0.98 0.01 ok
6QHC_A Q92876 Kallikrein-6 X-ray 1.87 2019-01-16 0.00 96.71 1.00 0.99 99.66 0.31 0.01 ok
6HLE_A P09958 Furin X-ray 1.99 2018-09-11 84.75 0.98 0.01 ok
6ID4_B P61769 Beta-2-microglobulin X-ray 2.40 2018-09-08 94.06 0.99 0.01 ok
6HZD_A P09958 Furin X-ray 1.90 2018-10-23 84.75 0.99 0.01 ok
6HZC_A P09958 Furin X-ray 1.90 2018-10-23 84.75 0.99 0.01 ok
6HZB_A P09958 Furin X-ray 1.90 2018-10-23 84.75 0.99 0.01 ok
6HZA_A P09958 Furin X-ray 1.90 2018-10-23 84.75 0.99 0.01 ok
6HLD_A P09958 Furin X-ray 2.10 2018-09-11 84.75 0.99 0.01 ok
6HOM_A Q92600 CCR4-NOT transcription complex subunit 9 X-ray 2.10 2018-09-17 92.44 0.99 0.01 ok
6HON_A Q92600 CCR4-NOT transcription complex subunit 9 X-ray 2.20 2018-09-17 92.44 0.99 0.01 ok
6MFQ_A P54278 Mismatch repair endonuclease PMS2 X-ray 2.60 2018-09-11 71.00 0.99 0.01 ok
6ID4_A P04439 MHC class I antigen X-ray 2.40 2018-09-08 87.12 0.99 0.01 ok
6HAR_A Q8N2U3 PRSS3 protein X-ray 1.50 2018-08-08 90.06 0.99 0.01 ok
6HLB_A P09958 Furin X-ray 2.00 2018-09-11 84.75 1.00 0.00 ok
6IAM_A P61964 WD repeat-containing protein 5 X-ray 1.51 2018-11-27 93.31 1.00 0.00 ok

Click a column header to sort. FRAUD = confidence-weighted error; a structure is flagged confidently wrong when mean pLDDT > 70 yet TM-score < 0.5.