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

Release week 2019-03-06

27
structures analysed (14 full · 51.9%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.964
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 27 structures (0.0%) are confidently wrong; median TM-score is 0.964.

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 0.964 — 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
6I58_A P03951 Coagulation factor XI X-ray 2.60 2018-11-13 0.00 89.07 0.68 0.89 17.35 16.14 0.53 ok
6NJG_C J3QS39 Polyubiquitin-B X-ray 2.35 2019-01-03 19.80 95.33 0.81 0.87 38.49 10.07 0.30 ok
6GMA_A Q8TDY2 RB1-inducible coiled-coil protein 1 X-ray 3.20 2018-05-24 72.50 0.77 0.16 ok
6IVX_B Q9Y618 Nuclear receptor corepressor 2 X-ray 2.35 2018-12-04 0.00 54.76 0.65 0.79 39.29 4.21 0.13 ok
6NQD_C S6B2A6 8ANC195 G52K5 heavy chain, IG gamma-1 chai EM 3.90 2019-01-21 0.00 90.42 0.83 0.74 75.41 3.23 0.12 ok
6IVX_A P51449 Nuclear receptor ROR-gamma X-ray 2.35 2018-12-04 0.00 95.37 0.93 0.89 72.36 2.37 0.12 ok
6O1G_A P03952 Plasma kallikrein X-ray 2.20 2019-02-19 41.10 91.08 0.96 0.95 77.76 1.80 0.09 ok
6IUI_C P49023 Paxillin X-ray 2.60 2018-11-28 0.00 65.68 0.71 0.82 66.25 2.36 0.08 ok
6AA5_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.90 2018-07-17 97.19 0.93 0.07 ok
6AA4_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.90 2018-07-17 97.19 0.93 0.07 ok
6NT9_A Q9UHD2 Serine/threonine-protein kinase TBK1 EM 3.30 2019-01-28 0.00 94.61 0.98 0.93 86.74 1.45 0.07 ok
6AA3_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.00 2018-07-17 97.19 0.93 0.07 ok
6NT5_A Q86WV6 Stimulator of interferon protein EM 4.10 2019-01-28 0.00 90.08 0.97 0.90 89.64 1.69 0.06 ok
6NQD_D P0DOX7 8ANC195 G52K5 light chain EM 3.90 2019-01-21 0.00 96.57 0.93 0.86 92.99 1.02 0.05 ok
6MBD_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.95 2018-08-29 63.62 0.94 0.04 ok
6Q3Y_A O60885 Bromodomain-containing protein 4 X-ray 1.20 2018-12-04 0.00 94.61 0.97 0.96 97.18 0.73 0.04 ok
6O1S_E P03952 Plasma kallikrein X-ray 1.70 2019-02-21 0.00 88.30 0.98 0.94 95.08 1.53 0.03 ok
6Q3Z_A O60885 Bromodomain-containing protein 4 X-ray 2.00 2018-12-04 0.00 94.37 0.98 0.96 96.98 0.68 0.03 ok
6NMB_A P00749 Urokinase-type plasminogen activator X-ray 2.30 2019-01-10 1.20 87.69 0.98 0.95 96.31 1.30 0.03 ok
6MBB_A Q16548 Bcl-2-related protein A1 X-ray 1.59 2018-08-29 87.31 0.97 0.03 ok
6MBE_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.25 2018-08-29 63.62 0.96 0.03 ok
6MBC_A Q16548 Bcl-2-related protein A1 X-ray 1.75 2018-08-29 87.31 0.98 0.02 ok
6DCE_A Q8TDY2 RB1-inducible coiled-coil protein 1 X-ray 1.56 2018-05-05 72.50 0.98 0.02 ok
6DUN_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.59 2018-06-21 91.62 0.98 0.02 ok
6A1C_A P68400 Casein kinase II subunit alpha X-ray 1.68 2018-06-07 88.94 0.99 0.01 ok
6I9C_A Q96BN8 Ubiquitin thioesterase otulin X-ray 1.77 2018-11-22 83.81 0.99 0.01 ok
6I44_A P03952 Plasma kallikrein X-ray 1.36 2018-11-09 87.88 0.99 0.01 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.