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

Release week 2021-07-21

92
structures analysed (12 full · 13.0%)
11.1%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.974
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 92 structures (1.1%) are confidently wrong; median TM-score is 0.974.

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 0.974 — 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
7EB9_A P0CG48 tetra ubiquitin X-ray 3.20 2021-03-09 0.00 90.10 0.45 0.91 0.92 24.32 0.84 wrong
7JHG_A Q13131 5'-AMP-activated protein kinase catalytic EM 3.47 2020-07-20 2.10 91.58 0.64 0.81 2.76 22.60 0.80 ok
7JHH_A Q13131 5'-AMP-activated protein kinase catalytic EM 3.92 2020-07-20 2.10 91.72 0.65 0.81 3.50 21.93 0.80 ok
7OCL_A P14210 Hepatocyte growth factor alpha chain,Hepat X-ray 1.80 2021-04-27 26.70 92.02 0.56 0.90 4.04 13.75 0.71 ok
7BF2_AAA P0DP23 Calmodulin-1 X-ray 1.43 2020-12-31 0.00 86.59 0.60 0.95 26.40 6.61 0.35 ok
7BF1_AAA P0DP23 Calmodulin-1 X-ray 1.24 2020-12-31 0.00 86.03 0.61 0.94 31.51 5.88 0.31 ok
7BF1_CCC P12277 Creatine kinase B-type X-ray 1.24 2020-12-31 96.15 0.56 0.69 36.11 4.81 0.29 ok
7BF2_CCC P06732 Creatine kinase M-type X-ray 1.43 2020-12-31 96.19 0.59 0.73 46.67 4.00 0.24 ok
7NMZ_C Q96PU5 E3 ubiquitin-protein ligase NEDD4-like X-ray 2.30 2021-02-23 0.00 27.22 0.21 0.87 10.00 12.63 0.20 ok
7JHH_B O43741 5'-AMP-activated protein kinase subunit be EM 3.92 2020-07-20 77.75 0.78 0.17 ok
7JHG_B O43741 5'-AMP-activated protein kinase subunit be EM 3.47 2020-07-20 77.75 0.79 0.16 ok
7EAO_A P0CG48 Polyubiquitin-C X-ray 2.90 2021-03-07 88.62 0.83 0.15 ok
7F09_A P19532 Transcription factor E3 X-ray 2.60 2021-06-03 58.66 0.77 0.13 ok
7N27_A Q9Y232 Isoform 2 of Chromodomain Y-like protein X-ray 1.85 2021-05-28 67.88 0.84 0.11 ok
6ZX9_A Q16531 DNA damage-binding protein 1 X-ray 2.52 2020-07-29 92.00 0.89 0.10 ok
7DW9_R P30518 Vasopressin V2 receptor EM 2.60 2021-01-15 76.00 0.89 0.08 ok
6XSD_A P02749 Beta-2-glycoprotein 1 X-ray 2.54 2020-07-15 93.12 0.91 0.08 ok
7EAL_A P0CG48 ubiquitin X-ray 2.50 2021-03-07 88.62 0.91 0.08 ok
6TUY_B Q9UKL0 REST corepressor 1 X-ray 2.60 2020-01-08 0.00 96.21 0.92 0.98 80.41 1.28 0.08 ok
7CLI_A Q00653 Nuclear factor NF-kappa-B p52 subunit X-ray 3.00 2020-07-21 74.88 0.90 0.08 ok
7OJH_A Q9UNQ0 Broad substrate specificity ATP-binding ca EM 3.10 2021-05-15 85.25 0.92 0.07 ok
7DTA_A Q9NR83 SLC2A4 regulator NMR 2021-01-04 100.00 novel 80.84 0.66 0.78 81.82 1.88 0.07 ok
7RAY_A Q9UBB5 Methyl-CpG-binding domain protein 2 X-ray 1.78 2021-07-05 67.00 0.90 0.07 ok
7JFY_A O95619 YEATS domain-containing protein 4 X-ray 2.10 2020-07-17 91.56 0.93 0.07 ok
7EAO_B Q15025 TNFAIP3-interacting protein 1 X-ray 2.90 2021-03-07 70.94 0.91 0.06 ok
7EB9_B Q15025 TNFAIP3-interacting protein 1 X-ray 3.20 2021-03-09 70.94 0.92 0.05 ok
6XST_A P02749 Beta-2-glycoprotein 1 X-ray 2.92 2020-07-16 93.12 0.95 0.05 ok
7ORF_A P53779 Mitogen-activated protein kinase 10 X-ray 1.70 2021-06-05 79.31 0.94 0.05 ok
7LGI_A P01116 GTPase KRas NMR 2021-01-20 91.50 0.95 0.05 ok
7OJ8_A Q9UNQ0 Broad substrate specificity ATP-binding ca EM 3.40 2021-05-14 85.25 0.95 0.04 ok
7MWL_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.84 2021-05-17 55.03 0.92 0.04 ok
7EAL_B Q15025 TNFAIP3-interacting protein 1 X-ray 2.50 2021-03-07 70.94 0.94 0.04 ok
7OJI_A Q9UNQ0 Broad substrate specificity ATP-binding ca EM 3.40 2021-05-16 85.25 0.95 0.04 ok
7ORE_A P53779 Mitogen-activated protein kinase 10 X-ray 2.18 2021-06-05 79.31 0.95 0.04 ok
6TUY_A O60341 Lysine-specific histone demethylase 1A X-ray 2.60 2020-01-08 0.00 97.17 1.00 0.99 98.43 0.58 0.03 ok
7NQ0_AAA P25440 Bromodomain-containing protein 2 X-ray 1.30 2021-02-28 64.06 0.95 0.03 ok
7KMA_A Q14232 Translation initiation factor eIF-2B subun X-ray 2.70 2020-11-02 91.81 0.97 0.03 ok
7NQ3_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-02-28 64.06 0.96 0.03 ok
7NQ1_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-02-28 64.06 0.96 0.03 ok
7MIC_B P0CG48 Ubiquitin X-ray 2.09 2021-04-16 88.62 0.97 0.03 ok
7OEP_AAA P25440 Bromodomain-containing protein 2 X-ray 1.80 2021-05-03 64.06 0.96 0.03 ok
7LT1_A Q8IYB1 Protein MB21D2 X-ray 2.40 2021-02-18 83.56 0.97 0.03 ok
7NMZ_AA Q04917 14-3-3 protein eta X-ray 2.30 2021-02-23 95.25 0.97 0.02 ok
7JHH_G P54619 5'-AMP-activated protein kinase subunit ga EM 3.92 2020-07-20 86.56 0.97 0.02 ok
6XS9_B Q9UBQ0 Vacuolar protein sorting-associated protei X-ray 2.69 2020-07-15 96.62 0.98 0.02 ok
7REC_A Q9UQM7 Calcium/calmodulin-dependent protein kinas X-ray 2.20 2021-07-12 85.81 0.97 0.02 ok
7JHG_G P54619 5'-AMP-activated protein kinase subunit ga EM 3.47 2020-07-20 86.56 0.97 0.02 ok
7OES_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-05-03 64.06 0.97 0.02 ok
6XS9_A Q9UBQ0 Vacuolar protein sorting-associated protei X-ray 2.69 2020-07-15 96.62 0.98 0.02 ok
6ZX9_B Q9Y4B6 DDB1- and CUL4-associated factor 1 X-ray 2.52 2020-07-29 74.94 0.97 0.02 ok
6XSW_C Q9UM47 Neurogenic locus notch homolog protein 3 X-ray 2.98 2020-07-16 61.44 0.97 0.02 ok
7REM_A O60885 Bromodomain-containing protein 4 X-ray 1.80 2021-07-13 55.31 0.97 0.02 ok
7REL_A O60885 Bromodomain-containing protein 4 X-ray 1.55 2021-07-13 55.31 0.97 0.02 ok
7OPG_A P49759 Dual specificity protein kinase CLK1 X-ray 1.93 2021-05-31 79.06 0.98 0.01 ok
7OEO_AAA O60885 Bromodomain-containing protein 4 X-ray 1.51 2021-05-03 55.31 0.98 0.01 ok
7E0U_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.28 2021-01-28 93.06 0.99 0.01 ok
7B7W_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.60 2020-12-11 83.94 0.99 0.01 ok
7NQ2_AAA P25440 Bromodomain-containing protein 2 X-ray 1.74 2021-02-28 64.06 0.98 0.01 ok
7E0O_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 3.34 2021-01-28 93.06 0.99 0.01 ok
7REK_A O60885 Bromodomain-containing protein 4 X-ray 1.20 2021-07-13 55.31 0.98 0.01 ok
7NPY_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-02-28 64.06 0.98 0.01 ok
7E0S_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.71 2021-01-28 93.06 0.99 0.01 ok
7B7X_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 2.41 2020-12-11 83.94 0.99 0.01 ok
7NPZ_AAA P25440 Bromodomain-containing protein 2 X-ray 1.28 2021-02-28 64.06 0.98 0.01 ok
7E0P_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.63 2021-01-28 93.06 0.99 0.01 ok
7E0Q_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.46 2021-01-28 93.06 0.99 0.01 ok
7OL3_A Q8WXF7 Atlastin-1 X-ray 1.90 2021-05-19 86.56 0.99 0.01 ok
6ZC9_A P61981 14-3-3 protein gamma X-ray 1.90 2020-06-10 94.19 0.99 0.01 ok
7E0T_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.14 2021-01-28 93.06 0.99 0.01 ok
6ZBT_A P61981 14-3-3 protein gamma X-ray 1.80 2020-06-09 94.19 0.99 0.01 ok
6ZR6_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 1.50 2020-07-11 96.56 0.99 0.01 ok
7OER_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-05-03 64.06 0.99 0.01 ok
7B7Y_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.48 2020-12-11 83.94 0.99 0.01 ok
7CKK_A Q9C0B1 Alpha-ketoglutarate-dependent dioxygenase X-ray 2.35 2020-07-17 91.00 0.99 0.01 ok
7JOE_E Q9Y5K2 Kallikrein 4 (Prostase, enamel matrix, pro X-ray 2.60 2020-08-06 90.12 0.99 0.01 ok
6ZR0_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 1.94 2020-07-10 80.06 0.99 0.01 ok
6ZRA_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 1.73 2020-07-12 96.56 1.00 0.00 ok
7JOW_E Q9Y5K2 Kallikrein 4 (Prostase, enamel matrix, pro X-ray 1.91 2020-08-07 90.12 1.00 0.00 ok
7JOS_A Q9Y5K2 Kallikrein 4 (Prostase, enamel matrix, pro X-ray 2.10 2020-08-07 90.12 1.00 0.00 ok
7JOD_E Q9Y5K2 Kallikrein 4 (Prostase, enamel matrix, pro X-ray 1.33 2020-08-06 90.12 1.00 0.00 ok
7JQN_E Q9Y5K2 Kallikrein-4 X-ray 1.50 2020-08-11 90.12 1.00 0.00 ok
7JQV_E Q9Y5K2 Kallikrein 4 (Prostase, enamel matrix, pro X-ray 2.10 2020-08-11 90.12 1.00 0.00 ok
7JQK_E Q9Y5K2 Kallikrein-4 X-ray 1.33 2020-08-11 90.12 1.00 0.00 ok
7JQO_E Q9Y5K2 Kallikrein-4 X-ray 1.60 2020-08-11 90.12 1.00 0.00 ok
7OPS_A Q8TF76 Serine/threonine-protein kinase haspin X-ray 2.38 2021-06-01 62.88 1.00 0.00 ok
7MYI_A P56817 Beta-secretase 1 X-ray 1.25 2021-05-21 87.50 1.00 0.00 ok
7MYU_A P56817 Beta-secretase 1 X-ray 1.94 2021-05-21 87.50 1.00 0.00 ok
6ZQR_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 1.93 2020-07-10 80.06 1.00 0.00 ok
6ZR3_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 1.97 2020-07-10 80.06 1.00 0.00 ok
6ZR4_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 2.00 2020-07-10 80.06 1.00 0.00 ok
6ZQX_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 1.84 2020-07-10 80.06 1.00 0.00 ok
6ZQY_A Q8N539 Fibrinogen C domain-containing protein 1 X-ray 1.85 2020-07-10 80.06 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.