Live Stats, next update: Wed 09 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2021-10-20

129
structures analysed (5 full · 3.9%)
00.0%
confidently wrong
10.8%
novel sequences
00.0%
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.

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 129 structures (0.0%) 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
7SA5_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i NMR 2021-09-22 0.00 91.61 0.61 0.68 5.83 15.13 0.73 ok
7PEQ_AH Q9BW27 Nuclear pore complex protein Nup85 EM 35.00 2021-08-11 0.00 85.67 0.66 0.53 18.43 8.81 0.43 ok
7ALV_A Q96P20 NACHT, LRR and PYD domains-containing prot X-ray 2.83 2020-10-07 81.06 0.69 0.25 ok
7PER_E O75694 Nuclear pore complex protein Nup155 EM 35.00 2021-08-11 83.12 0.70 0.25 ok
7PER_D Q92621 Nuclear pore complex protein Nup205 EM 35.00 2021-08-11 78.19 0.71 0.23 ok
7PER_F Q7Z3B4 Nucleoporin p54 EM 35.00 2021-08-11 76.44 0.72 0.21 ok
7PEQ_AJ Q12769 Nuclear pore complex protein Nup160 EM 35.00 2021-08-11 80.38 0.77 0.18 ok
7EVR_B Q9BYW2 SHI domain from Histone-lysine N-methyltra X-ray 1.80 2021-05-22 100.00 novel 33.08 0.23 0.40 24.04 8.48 0.17 ok
7PER_C Q8N1F7 Nuclear pore complex protein Nup93 EM 35.00 2021-08-11 79.88 0.80 0.16 ok
7PN1_A P46059 Solute carrier family 15 member 1 EM 3.90 2021-09-04 87.00 0.82 0.16 ok
7PER_G Q9BVL2 Nucleoporin p58/p45 EM 35.00 2021-08-11 55.69 0.75 0.14 ok
7PEQ_AK Q8NFH4 Nucleoporin Nup37 EM 35.00 2021-08-11 92.50 0.85 0.14 ok
7FFL_D Q86YD5 Low-density lipoprotein receptor class A d EM 3.10 2021-07-23 61.44 0.78 0.13 ok
7FFF_D Q86YD5 Low-density lipoprotein receptor class A d EM 3.00 2021-07-23 61.44 0.78 0.13 ok
7FFN_M Q86YD5 Low-density lipoprotein receptor class A d EM 3.00 2021-07-23 61.44 0.78 0.13 ok
7PEQ_AE P52948 Nuclear pore complex protein Nup96 EM 35.00 2021-08-11 55.72 0.76 0.13 ok
7V9M_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.29 2021-08-26 91.31 0.86 0.13 ok
7PER_H P37198 Nuclear pore glycoprotein p62 EM 35.00 2021-08-11 57.91 0.80 0.12 ok
7PMX_A P46059 Solute carrier family 15 member 1 EM 3.50 2021-09-03 87.00 0.87 0.12 ok
7OWC_B Q9NQC7 Deubiquitinating enzyme CYLD X-ray 1.85 2021-06-17 74.44 0.85 0.11 ok
7DCE_B P35613 Isoform 2 of Basigin EM 3.80 2020-10-26 86.12 0.88 0.11 ok
7PEQ_AG Q96EE3 Nucleoporin SEH1 EM 35.00 2021-08-11 86.94 0.89 0.10 ok
7PMW_A P46059 Solute carrier family 15 member 1 EM 4.10 2021-09-03 87.00 0.89 0.09 ok
7PEQ_AD P57740 Nuclear pore complex protein Nup107 EM 35.00 2021-08-11 79.25 0.89 0.09 ok
7OWD_B Q9NQC7 Ubiquitin carboxyl-terminal hydrolase CYLD X-ray 1.71 2021-06-17 74.44 0.90 0.08 ok
7PEQ_AC Q8WUM0 Nuclear pore complex protein Nup133 EM 35.00 2021-08-11 78.62 0.91 0.07 ok
7OXB_A P00533 Epidermal growth factor receptor X-ray 2.56 2021-06-22 75.94 0.91 0.07 ok
7V9M_R Q9HB45 human growth hormone releasing hormone rec EM 3.29 2021-08-26 71.25 0.90 0.07 ok
7KG4_A P02749 Beta-2-glycoprotein 1 X-ray 3.30 2020-10-15 93.12 0.93 0.06 ok
7ANQ_A Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.20 2020-10-12 85.19 0.93 0.06 ok
7PMY_A Q16348 Solute carrier family 15 member 2 EM 3.80 2021-09-04 84.12 0.93 0.06 ok
7RRM_A Q13445 Transmembrane emp24 domain-containing prot X-ray 1.72 2021-08-10 83.06 0.93 0.06 ok
7EVS_C Q9BYW2 SHI domain from Histone-lysine N-methyltra X-ray 1.60 2021-05-22 35.33 0.34 0.78 58.33 2.55 0.05 ok
7PG9_D O14818 Proteasome subunit alpha type-7 EM 3.70 2021-08-13 94.38 0.95 0.05 ok
7DCE_X Q9H6D3 XK-related protein 8 EM 3.80 2020-10-26 82.12 0.94 0.05 ok
7OWD_A P0CG48 Ubiquitin X-ray 1.71 2021-06-17 88.62 0.95 0.04 ok
7O2V_A O14965 Aurora kinase A X-ray 3.10 2021-03-31 75.06 0.95 0.04 ok
7OEF_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.03 2021-05-03 79.25 0.95 0.04 ok
7PG9_B P25787 Proteasome subunit alpha type-2 EM 3.70 2021-08-13 94.75 0.96 0.04 ok
7OEK_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 1.90 2021-05-03 79.25 0.95 0.04 ok
7NI8_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.20 2021-02-11 79.25 0.96 0.03 ok
7OEL_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 1.86 2021-05-03 79.25 0.96 0.03 ok
7NI7_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.50 2021-02-11 79.25 0.96 0.03 ok
7NI9_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.20 2021-02-11 79.25 0.96 0.03 ok
7NHV_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 1.91 2021-02-11 79.25 0.96 0.03 ok
7OEG_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.79 2021-05-03 79.25 0.96 0.03 ok
7OEJ_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.30 2021-05-03 79.25 0.96 0.03 ok
7PEQ_AF P55735 Protein SEC13 homolog EM 35.00 2021-08-11 89.81 0.96 0.03 ok
7OQL_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.50 2021-06-03 79.25 0.96 0.03 ok
7B7I_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.15 2020-12-10 55.03 0.94 0.03 ok
7OEE_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.70 2021-05-03 79.25 0.96 0.03 ok
7B7B_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.40 2020-12-10 55.03 0.94 0.03 ok
7NIA_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.30 2021-02-11 79.25 0.96 0.03 ok
7B7G_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.43 2020-12-10 55.03 0.94 0.03 ok
7NHJ_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.16 2021-02-10 79.25 0.96 0.03 ok
7B82_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.25 2020-12-12 55.03 0.95 0.03 ok
7OEI_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.48 2021-05-03 79.25 0.96 0.03 ok
7PG9_E P28066 Proteasome subunit alpha type-5 EM 3.70 2021-08-13 94.12 0.97 0.03 ok
7OQP_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.00 2021-06-03 79.25 0.96 0.03 ok
7OEH_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.01 2021-05-03 79.25 0.96 0.03 ok
7PG9_C P25789 Proteasome subunit alpha type-4 EM 3.70 2021-08-13 93.50 0.97 0.03 ok
7OEM_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.20 2021-05-03 79.25 0.96 0.03 ok
7OED_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.00 2021-05-03 79.25 0.96 0.03 ok
7EVS_A Q8WVV9 Heterogeneous nuclear ribonucleoprotein L- X-ray 1.60 2021-05-22 75.69 0.96 0.03 ok
7NHG_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.50 2021-02-10 79.25 0.97 0.03 ok
7OWC_A P62987 Ubiquitin-60S ribosomal protein L40 X-ray 1.85 2021-06-17 93.50 0.97 0.02 ok
7NID_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.30 2021-02-11 79.25 0.97 0.02 ok
7DAA_A P35613 Isoform 2 of Basigin X-ray 2.51 2020-10-16 86.12 0.98 0.02 ok
7DBJ_A P07195 L-lactate dehydrogenase B chain X-ray 1.55 2020-10-20 96.12 0.98 0.02 ok
7DBK_A P07195 L-lactate dehydrogenase B chain X-ray 1.80 2020-10-20 96.12 0.98 0.02 ok
7PEQ_AI Q8NFH3 Nucleoporin Nup43 EM 35.00 2021-08-11 85.62 0.98 0.02 ok
7OQO_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 3.35 2021-06-03 79.25 0.98 0.02 ok
7V9M_P P01286 Somatoliberin EM 3.29 2021-08-26 21.50 83.04 0.68 0.99 100.00 0.41 0.02 ok
7NHH_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.10 2021-02-10 79.25 0.98 0.02 ok
7ALQ_A P30793 GTP cyclohydrolase 1 X-ray 2.21 2020-10-07 86.50 0.98 0.02 ok
7NI7_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.50 2021-02-11 75.38 0.98 0.02 ok
7PG9_A P60900 Proteasome subunit alpha type-6 EM 3.70 2021-08-13 96.06 0.98 0.02 ok
7OEK_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 1.90 2021-05-03 75.38 0.98 0.02 ok
7P8A_A Q96MU7 YTH domain-containing protein 1 X-ray 1.70 2021-07-21 60.34 0.97 0.02 ok
7EVR_A P14866 Heterogeneous nuclear ribonucleoprotein L X-ray 1.80 2021-05-22 73.38 0.98 0.01 ok
7P8F_A Q96MU7 YTH domain-containing protein 1 X-ray 1.50 2021-07-21 60.34 0.98 0.01 ok
7KO0_A O60885 Bromodomain-containing protein 4 X-ray 1.90 2020-11-06 55.31 0.98 0.01 ok
7P88_A Q96MU7 YTH domain-containing protein 1 X-ray 1.50 2021-07-21 60.34 0.98 0.01 ok
7NHV_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 1.91 2021-02-11 75.38 0.98 0.01 ok
7P8B_A Q96MU7 YTH domain-containing protein 1 X-ray 1.20 2021-07-21 60.34 0.98 0.01 ok
7PJ7_A Q96MU7 YTH domain-containing protein 1 X-ray 1.41 2021-08-23 60.34 0.98 0.01 ok
7PJP_A Q96MU7 YTH domain-containing protein 1 X-ray 1.61 2021-08-24 60.34 0.98 0.01 ok
7NID_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.30 2021-02-11 75.38 0.98 0.01 ok
7OQP_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.00 2021-06-03 75.38 0.98 0.01 ok
7PG9_I Q99436 Proteasome subunit beta type-7 EM 3.70 2021-08-13 90.38 0.99 0.01 ok
7NI8_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.20 2021-02-11 75.38 0.98 0.01 ok
7PJ9_A Q96MU7 YTH domain-containing protein 1 X-ray 1.72 2021-08-23 60.34 0.98 0.01 ok
7PG9_G P25788 Proteasome subunit alpha type-3 EM 3.70 2021-08-13 94.50 0.99 0.01 ok
7PJA_A Q96MU7 YTH domain-containing protein 1 X-ray 1.85 2021-08-23 60.34 0.98 0.01 ok
7PWD_A P25098 Beta-adrenergic receptor kinase 1 X-ray 2.60 2021-10-06 89.88 0.99 0.01 ok
7BC2_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 2.00 2020-12-18 55.03 0.98 0.01 ok
7PG9_N P28070 Proteasome subunit beta type-4 EM 3.70 2021-08-13 87.44 0.99 0.01 ok
7OEM_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.20 2021-05-03 75.38 0.99 0.01 ok
7PG9_L P28074 Proteasome subunit beta type-5 EM 3.70 2021-08-13 82.38 0.99 0.01 ok
7OED_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.00 2021-05-03 75.38 0.99 0.01 ok
7NHJ_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.16 2021-02-10 75.38 0.99 0.01 ok
7PG9_J P49720 Proteasome subunit beta type-3 EM 3.70 2021-08-13 97.31 0.99 0.01 ok
7OQO_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 3.35 2021-06-03 75.38 0.99 0.01 ok
7PJB_A Q96MU7 YTH domain-containing protein 1 X-ray 1.90 2021-08-23 60.34 0.98 0.01 ok
7OEL_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 1.86 2021-05-03 75.38 0.99 0.01 ok
7PJQ_A Q96MU7 YTH domain-containing protein 1 X-ray 1.20 2021-08-24 60.34 0.98 0.01 ok
7NI9_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.20 2021-02-11 75.38 0.99 0.01 ok
7OEJ_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.30 2021-05-03 75.38 0.99 0.01 ok
7NIA_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.30 2021-02-11 75.38 0.99 0.01 ok
7NHH_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.10 2021-02-10 75.38 0.99 0.01 ok
7NHG_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.50 2021-02-10 75.38 0.99 0.01 ok
7OQL_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.50 2021-06-03 75.38 0.99 0.01 ok
7OEF_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.03 2021-05-03 75.38 0.99 0.01 ok
7PG9_H P28072 Proteasome subunit beta type-6 EM 3.70 2021-08-13 88.69 0.99 0.01 ok
7OEE_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.70 2021-05-03 75.38 0.99 0.01 ok
7PG9_F P25786 Proteasome subunit alpha type-1 EM 3.70 2021-08-13 91.88 0.99 0.01 ok
7OEI_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.48 2021-05-03 75.38 0.99 0.01 ok
7PJ8_A Q96MU7 YTH domain-containing protein 1 X-ray 1.40 2021-08-23 60.34 0.99 0.01 ok
7OEH_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.01 2021-05-03 75.38 0.99 0.01 ok
7OEG_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.79 2021-05-03 75.38 0.99 0.01 ok
7ALQ_a P30047 GTP cyclohydrolase 1 feedback regulatory p X-ray 2.21 2020-10-07 97.94 0.99 0.01 ok
7PG9_K P49721 Proteasome subunit beta type-2 EM 3.70 2021-08-13 96.69 0.99 0.01 ok
7MSB_A O75530 Polycomb protein EED X-ray 1.90 2021-05-11 86.50 0.99 0.01 ok
7MSD_A O75530 Polycomb protein EED X-ray 2.20 2021-05-11 86.50 0.99 0.01 ok
7P87_A Q96MU7 YTH domain-containing protein 1 X-ray 1.30 2021-07-21 60.34 0.99 0.01 ok
7F2M_A Q08499 Isoform 3 of cAMP-specific 3',5'-cyclic ph X-ray 2.20 2021-06-11 67.44 0.99 0.01 ok
7PG9_M P20618 Proteasome subunit beta type-1 EM 3.70 2021-08-13 91.38 0.99 0.01 ok
7F2L_A Q08499 Isoform 3 of cAMP-specific 3',5'-cyclic ph X-ray 2.10 2021-06-11 67.44 0.99 0.00 ok
7F2K_A Q08499 Isoform 3 of cAMP-specific 3',5'-cyclic ph X-ray 2.10 2021-06-11 67.44 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.