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

Release week 2019-06-26

56
structures analysed (47 full · 83.9%)
35.4%
confidently wrong
814.3%
novel sequences
00.0%
novel & wrong
0.965
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: 3 of 56 structures (5.4%) are confidently wrong; median TM-score is 0.965.

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 0.965 — 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
6RTB_A P37840 Alpha-synuclein EM 3.46 2019-05-22 0.00 87.16 0.17 0.23 0.00 38.53 0.86 wrong
6RT0_A P37840 Alpha-synuclein EM 3.10 2019-05-22 0.00 85.63 0.17 0.26 0.68 35.00 0.83 wrong
6DV5_A P04792 Heat shock protein beta-1 X-ray 3.58 2018-06-22 0.00 70.07 0.39 0.41 0.41 26.91 0.65 wrong
6AGW_A Q14790 Caspase-8 pro-domain X-ray 2.09 2018-08-15 0.00 87.63 0.69 0.91 11.03 16.02 0.58 ok
6N3B_A Q13148 TAR DNA-binding protein 43 EM 3.80 2018-11-14 0.00 46.88 0.26 0.47 2.08 20.86 0.41 ok
6N3A_A Q13148 TAR DNA-binding protein 43 EM 3.30 2018-11-14 0.00 45.37 0.28 0.43 5.00 21.07 0.37 ok
6N37_A Q13148 TAR DNA-binding protein 43 EM 3.80 2018-11-14 0.00 46.89 0.28 0.52 3.47 18.41 0.37 ok
6N3C_A Q13148 TAR DNA-binding protein 43 EM 3.30 2018-11-14 4.00 41.43 0.33 0.55 12.50 10.17 0.25 ok
6NUI_A Q16774 Guanylate kinase NMR 2019-02-01 11.80 93.96 0.73 0.83 47.46 5.05 0.25 ok
6N48_A P07550 Endolysin,Beta-2 adrenergic receptor,Beta- X-ray 3.20 2018-11-17 0.00 90.89 0.61 0.82 54.55 7.92 0.17 ok
6H3A_A Q13263 Transcription intermediary factor 1-beta X-ray 5.50 2018-07-17 65.06 0.74 0.17 ok
6H3A_B Q9H4L7 SWI/SNF-related matrix-associated actin-de X-ray 5.50 2018-07-17 67.06 0.79 0.14 ok
6O2Z_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.50 2019-02-25 0.00 96.04 0.92 0.92 71.16 2.29 0.12 ok
6K3A_B P26358 Peptide from DNA (cytosine-5)-methyltransf X-ray 2.30 2019-05-17 100.00 novel 33.00 0.32 0.50 26.92 5.07 0.11 ok
6NCQ_A P23246 Splicing factor, proline- and glutamine-ri X-ray 1.90 2018-12-12 0.00 93.14 0.91 0.94 72.57 2.10 0.11 ok
6O2Y_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.80 2019-02-25 0.30 96.02 0.93 0.91 75.06 2.10 0.11 ok
6GJU_A P13569 Cystic fibrosis transmembrane conductance X-ray 2.60 2018-05-17 75.62 0.88 0.09 ok
6RRK_A Q8WVM7 Cohesin subunit SA-1 X-ray 3.17 2019-05-20 26.60 93.30 0.95 0.93 79.36 1.99 0.09 ok
6O1V_A P13569 Cystic fibrosis transmembrane conductance EM 3.20 2019-02-21 0.10 85.54 0.98 0.91 76.40 1.79 0.09 ok
6O60_D P63208 S-phase kinase-associated protein 1 X-ray 2.50 2019-03-04 0.00 92.22 0.91 0.90 79.90 2.13 0.09 ok
6O2P_A P13569 Cystic fibrosis transmembrane conductance EM 3.30 2019-02-24 0.10 85.54 0.98 0.91 76.65 1.77 0.09 ok
6O60_C Q9UKC9 F-box/LRR-repeat protein 2 X-ray 2.50 2019-03-04 68.80 95.49 0.96 0.95 86.31 2.16 0.08 ok
6OCF_A Q7L8A9 Tubulinyl-Tyr carboxypeptidase 1 X-ray 2.10 2019-03-23 100.00 novel 95.71 0.96 0.93 88.61 2.17 0.07 ok
6N3A_K Q13148 segA long small EM 3.30 2018-11-14 41.62 0.35 0.92 57.50 2.79 0.07 ok
6OCH_B Q8N300 Small vasohibin-binding protein X-ray 2.00 2019-03-23 100.00 novel 97.96 0.71 0.96 89.29 1.34 0.06 ok
6QA1_A P28482 Mitogen-activated protein kinase 1 X-ray 1.58 2018-12-18 0.00 92.12 0.97 0.92 91.89 1.75 0.05 ok
6QA4_A P28482 Mitogen-activated protein kinase 1 X-ray 1.60 2018-12-18 0.00 92.34 0.97 0.92 92.28 1.76 0.05 ok
6OAC_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 3.15 2019-03-15 0.00 95.34 0.99 0.96 93.86 0.95 0.05 ok
6QAH_A P28482 Mitogen-activated protein kinase 1 X-ray 1.58 2018-12-19 0.00 92.22 0.97 0.92 91.91 1.67 0.05 ok
6GJS_A P13569 Cystic fibrosis transmembrane conductance X-ray 1.95 2018-05-16 75.62 0.94 0.05 ok
6P9E_A Q9NZH8 Interleukin-36 gamma X-ray 2.00 2019-06-10 0.00 95.99 0.96 0.93 94.26 1.09 0.05 ok
6OCG_B Q8N300 Small vasohibin-binding protein X-ray 1.83 2019-03-23 100.00 novel 98.08 0.73 1.00 98.08 0.75 0.05 ok
6Q7S_A P28482 Mitogen-activated protein kinase 1 X-ray 1.73 2018-12-13 0.00 92.10 0.97 0.93 92.32 1.69 0.04 ok
6O60_B P53611 Geranylgeranyl transferase type-2 subunit X-ray 2.50 2019-03-04 4.30 97.38 0.98 0.97 95.94 1.64 0.04 ok
6QA3_A P28482 Mitogen-activated protein kinase 1 X-ray 1.57 2018-12-18 0.00 91.91 0.97 0.93 93.06 1.67 0.04 ok
6Q7T_A P28482 Mitogen-activated protein kinase 1 X-ray 1.60 2018-12-13 0.00 92.17 0.97 0.93 93.53 1.66 0.04 ok
6OCF_B Q8N300 Small vasohibin-binding protein X-ray 2.10 2019-03-23 100.00 novel 93.80 0.92 0.97 95.92 0.93 0.04 ok
6S1I_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.38 2019-06-18 0.00 96.25 0.98 0.97 96.61 1.07 0.04 ok
6O60_A Q7Z6K3 Protein prenyltransferase alpha subunit re X-ray 2.50 2019-03-04 73.20 novel 95.42 0.99 0.95 97.50 1.05 0.04 ok
6S17_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.10 2019-06-18 0.00 96.63 0.99 0.98 97.67 0.91 0.04 ok
6ILZ_A P41743 Protein kinase C iota type X-ray 3.26 2018-10-21 80.31 0.95 0.04 ok
6S1B_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.30 2019-06-18 0.00 96.83 0.99 0.98 98.08 0.74 0.04 ok
6K3A_A P12004 Proliferating cell nuclear antigen X-ray 2.30 2019-05-17 0.40 95.78 0.99 0.96 96.99 0.69 0.03 ok
6S1J_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.41 2019-06-18 0.00 96.89 0.99 0.99 98.46 0.61 0.03 ok
6S14_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.05 2019-06-18 0.00 96.83 0.99 0.99 98.68 0.64 0.03 ok
6RRK_C O60216 Double-strand-break repair protein rad21 h X-ray 3.17 2019-05-20 0.00 93.47 0.81 0.94 99.07 0.60 0.03 ok
6S11_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.44 2019-06-18 0.00 96.60 0.99 0.96 97.53 0.84 0.03 ok
6S1H_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.05 2019-06-18 0.00 96.97 0.99 0.99 99.18 0.51 0.03 ok
6PBG_A P53621 Coatomer subunit alpha X-ray 1.72 2019-06-13 0.40 92.47 0.98 0.96 97.52 0.87 0.03 ok
6OCG_A Q7L8A9 Tubulinyl-Tyr carboxypeptidase 1 X-ray 1.83 2019-03-23 100.00 novel 95.84 0.99 0.99 98.89 0.50 0.03 ok
6OCH_A Q7L8A9 Tubulinyl-Tyr carboxypeptidase 1 X-ray 2.00 2019-03-23 100.00 novel 96.33 0.99 0.99 99.07 0.47 0.02 ok
6P7I_A Q96LA8 Protein arginine N-methyltransferase 6 X-ray 2.00 2019-06-05 0.00 97.61 0.99 0.99 98.66 0.99 0.02 ok
6DUV_A O60885 Bromodomain-containing protein 4 X-ray 1.80 2018-06-22 55.31 0.98 0.01 ok
6GS6_A P62937 Peptidyl-prolyl cis-trans isomerase A X-ray 1.16 2018-06-13 98.06 0.99 0.01 ok
6DUJ_A P99999 Cytochrome c X-ray 1.82 2018-06-20 97.94 0.99 0.01 ok
6HGY_A P43235 Cathepsin K X-ray 2.20 2018-08-23 94.88 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.