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

Release week 2018-08-15

27
structures analysed (1 full · 3.7%)
13.7%
confidently wrong
13.7%
novel sequences
13.7%
novel & wrong
0.968
median TM-score

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

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

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: 1 of 27 structures (3.7%) are confidently wrong; median TM-score is 0.968.

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 0.968 — 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
6H25_J Q9Y2L1 Exosome complex exonuclease RRP44 EM 3.80 2018-07-13 85.94 0.72 0.24 ok
6H25_K Q99547 M-phase phosphoprotein 6 EM 3.80 2018-07-13 100.00 novel 78.40 0.48 0.65 48.65 3.80 0.17 wrong
6E8G_AA Q7LBR1 Charged multivesicular body protein 1b EM 2.90 2018-07-29 80.81 0.86 0.11 ok
6H25_I Q9Y3B2 Exosome complex component CSL4 EM 3.80 2018-07-13 78.44 0.89 0.08 ok
6H25_H Q13868 Exosome complex component RRP4 EM 3.80 2018-07-13 81.25 0.91 0.07 ok
6H25_F Q5RKV6 Exosome complex component MTR3 EM 3.80 2018-07-13 80.44 0.92 0.07 ok
6DJB_A Q8IWT6 Volume-regulated anion channel subunit LRR EM 4.40 2018-05-24 85.00 0.92 0.07 ok
6A70_A Q13563 Polycystin-2 EM 3.60 2018-06-29 70.12 0.93 0.05 ok
6GQZ_A P80188 Neutrophil gelatinase-associated lipocalin X-ray 1.40 2018-06-08 91.25 0.96 0.04 ok
6H25_E Q15024 Exosome complex component RRP42 EM 3.80 2018-07-13 84.25 0.96 0.04 ok
6GR0_A P80188 Neutrophil gelatinase-associated lipocalin X-ray 2.50 2018-06-08 91.25 0.96 0.03 ok
6AAM_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 1.98 2018-07-18 81.75 0.96 0.03 ok
6H25_B Q9NPD3 Exosome complex component RRP41 EM 3.80 2018-07-13 90.19 0.97 0.03 ok
6GL3_A Q9UBF8 Phosphatidylinositol 4-kinase beta,Phospha X-ray 2.77 2018-05-22 71.94 0.96 0.03 ok
6H25_C Q96B26 Exosome complex component RRP43 EM 3.80 2018-07-13 85.88 0.97 0.03 ok
6H25_A Q06265 Exosome complex component RRP45 EM 3.80 2018-07-13 77.00 0.97 0.02 ok
6DF3_H Q6UXL0 Interleukin-20 receptor subunit beta X-ray 2.15 2018-05-14 83.69 0.97 0.02 ok
6H25_G Q9NQT5 Exosome complex component RRP40 EM 3.80 2018-07-13 79.31 0.97 0.02 ok
6AAK_A P52333 Tyrosine-protein kinase JAK3 X-ray 2.67 2018-07-18 85.69 0.97 0.02 ok
6H25_D Q9NQT4 Exosome complex component RRP46 EM 3.80 2018-07-13 84.44 0.98 0.02 ok
6AAH_A P23458 Tyrosine-protein kinase JAK1 X-ray 1.83 2018-07-18 85.56 0.98 0.02 ok
6DF3_L Q8N6P7 Interleukin-22 receptor subunit alpha-1 X-ray 2.15 2018-05-14 61.72 0.98 0.01 ok
6AAJ_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.37 2018-07-18 86.88 0.99 0.01 ok
6H2Q_A P12955 Xaa-Pro dipeptidase X-ray 1.78 2018-07-14 97.44 0.99 0.01 ok
6E8G_A P53990 IST1 homolog EM 2.90 2018-07-29 72.25 0.98 0.01 ok
6DF3_C Q13007 Interleukin-24 X-ray 2.15 2018-05-14 83.38 0.99 0.01 ok
6H8P_A O75164 Lysine-specific demethylase 4A X-ray 1.98 2018-08-03 71.81 0.99 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.