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

Release week 2023-08-02

118
structures analysed (25 full · 21.2%)
1613.6%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.967
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: 16 of 118 structures (13.6%) are confidently wrong; median TM-score is 0.967.

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 0.967 — 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
7YNN_A P37840 Alpha-synuclein EM 2.90 2022-07-31 0.00 84.74 0.30 0.31 0.82 22.09 0.80 wrong
7YNM_A P37840 Alpha-synuclein EM 2.90 2022-07-31 0.00 84.74 0.30 0.31 0.82 22.09 0.80 wrong
7YNR_A P37840 Alpha-synuclein EM 2.90 2022-07-31 0.00 84.74 0.30 0.30 0.82 22.05 0.80 wrong
7YNP_A P37840 Alpha-synuclein EM 2.80 2022-07-31 0.00 84.74 0.31 0.30 0.82 22.07 0.80 wrong
7YNS_A P37840 Alpha-synuclein EM 3.00 2022-07-31 0.00 84.74 0.31 0.31 0.82 21.91 0.80 wrong
7YNQ_A P37840 Alpha-synuclein EM 2.80 2022-07-31 0.00 84.74 0.31 0.31 0.82 21.91 0.80 wrong
7YNO_A P37840 Alpha-synuclein EM 2.80 2022-07-31 0.00 84.74 0.31 0.31 0.82 21.91 0.80 wrong
7YNG_A P37840 Alpha-synuclein EM 3.10 2022-07-30 0.00 83.53 0.29 0.33 0.79 21.70 0.79 wrong
7YNL_A P37840 Alpha-synuclein EM 2.60 2022-07-31 0.00 84.26 0.26 0.29 0.86 21.04 0.79 wrong
7YNT_A P37840 Alpha-synuclein EM 3.10 2022-07-31 0.00 84.26 0.26 0.30 0.86 20.61 0.79 wrong
7Y71_A P0DTC2 Spike glycoprotein EM 3.12 2022-06-21 24.30 71.26 0.35 0.68 1.89 28.93 0.65 wrong
8CG3_A Q13148 TAR DNA-binding protein 43 EM 2.39 2023-02-03 0.00 43.49 0.22 0.37 0.00 31.30 0.43 ok
8SSQ_A P49711 Transcriptional repressor CTCF X-ray 3.12 2023-05-08 0.00 83.72 0.58 0.94 18.46 8.22 0.42 ok
8SSR_A P49711 Transcriptional repressor CTCF X-ray 3.14 2023-05-08 0.00 83.72 0.58 0.93 19.04 8.25 0.42 ok
7TMX_A Q96FI4 Nuclear Localization Signal from Endonucle X-ray 2.30 2022-01-20 80.50 0.49 0.41 wrong
8CGG_A Q13148 TAR DNA-binding protein 43 EM 2.50 2023-02-04 0.00 43.71 0.30 0.35 0.94 31.64 0.40 ok
8CGH_A Q13148 TAR DNA-binding protein 43 EM 2.68 2023-02-04 0.00 43.71 0.29 0.37 0.94 31.32 0.40 ok
8HUJ_A P60842 Eukaryotic initiation factor 4A-I EM 3.76 2022-12-24 0.00 89.82 0.64 0.84 23.63 7.00 0.38 ok
7ZJ2_A P09651 Isoform A1-A of Heterogeneous nuclear ribo EM 3.32 2022-04-08 0.00 39.94 0.32 0.44 1.11 18.73 0.37 ok
8DUW_A P22626 Heterogeneous nuclear ribonucleoproteins A EM 3.20 2022-07-27 29.80 38.34 0.26 0.41 3.24 28.68 0.36 ok
8DU2_A P22626 Heterogeneous nuclear ribonucleoproteins A EM 3.30 2022-07-26 29.80 38.34 0.32 0.41 2.78 28.68 0.36 ok
8F2B_P P10997 pramlintide analogue San45 EM 2.00 2022-11-07 10.90 76.41 0.34 0.71 24.32 7.04 0.33 wrong
8F2A_P P10997 Pramlintide analogue San385 EM 2.20 2022-11-07 10.90 76.41 0.32 0.72 23.65 6.82 0.32 wrong
8F0K_P P10997 San385 EM 1.90 2022-11-03 10.90 76.41 0.36 0.73 26.35 6.69 0.31 wrong
8F0J_P P10997 pramlintide analogue San45 EM 2.00 2022-11-03 10.90 76.41 0.38 0.68 28.38 6.28 0.28 wrong
8F0K_E O60896 Receptor activity-modifying protein 3 EM 1.90 2022-11-03 87.56 0.75 0.22 ok
8SSS_A P49711 Transcriptional repressor CTCF X-ray 2.30 2023-05-08 58.81 0.70 0.18 ok
8SST_A P49711 Transcriptional repressor CTCF X-ray 2.19 2023-05-08 58.81 0.70 0.18 ok
7TRL_B Q6NXT2 Histone H3 X-ray 1.74 2022-01-29 85.69 0.82 0.16 ok
8F2B_E O60896 Receptor activity-modifying protein 3 EM 2.00 2022-11-07 87.56 0.85 0.13 ok
8F2A_E O60896 Receptor activity-modifying protein 3 EM 2.20 2022-11-07 87.56 0.86 0.13 ok
8F2B_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.00 2022-11-07 91.31 0.87 0.12 ok
8F0K_A P63092 Guanine nucleotide-binding protein G(s) su EM 1.90 2022-11-03 91.31 0.87 0.12 ok
8PPO_A P10636 Microtubule-associated protein tau EM 2.00 2023-07-07 0.00 65.60 0.29 0.88 55.00 3.53 0.12 ok
8F2A_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.20 2022-11-07 91.31 0.87 0.12 ok
8F0J_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.00 2022-11-03 91.31 0.87 0.12 ok
8F2B_R P30988 Calcitonin receptor EM 2.00 2022-11-07 78.69 0.85 0.11 ok
8F2A_R P30988 Calcitonin receptor EM 2.20 2022-11-07 78.69 0.86 0.11 ok
7Y72_A P0DTC2 Spike glycoprotein EM 4.03 2022-06-21 67.14 0.85 0.10 ok
8J7R_B Q04637 Eukaryotic translation initiation factor 4 EM 3.70 2023-04-28 54.97 0.82 0.10 ok
8HUJ_B Q04637 Eukaryotic translation initiation factor 4 EM 3.76 2022-12-24 54.97 0.82 0.10 ok
8F0K_R P30988 Calcitonin receptor EM 1.90 2022-11-03 78.69 0.89 0.08 ok
8F0J_R P30988 Calcitonin receptor EM 2.00 2022-11-03 78.69 0.90 0.08 ok
8ETP_A Q16281 Cyclic nucleotide-gated cation channel alp EM 3.52 2022-10-17 74.44 0.91 0.06 ok
8ETP_D Q9NQW8 Cyclic nucleotide-gated cation channel bet EM 3.52 2022-10-17 68.12 0.91 0.06 ok
7YKA_A Q9Y3D6 Mitochondrial fission 1 protein X-ray 2.30 2022-07-22 77.94 0.92 0.06 ok
7XUH_A P40879 Chloride anion exchanger EM 2.76 2022-05-18 85.06 0.93 0.06 ok
8JR9_R Q03431 Parathyroid hormone/parathyroid hormone-re EM 2.57 2023-06-16 70.94 0.92 0.06 ok
8F0K_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 1.90 2022-11-03 89.56 0.94 0.06 ok
8SZP_A Q08211 ATP-dependent RNA helicase A X-ray 2.62 2023-05-30 80.88 0.93 0.05 ok
8F0J_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.00 2022-11-03 89.56 0.94 0.05 ok
7YKA_B Q9Y3D6 Fis1 X-ray 2.30 2022-07-22 77.94 0.93 0.05 ok
8F2A_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.20 2022-11-07 89.56 0.95 0.05 ok
8EU3_A Q16281 Cyclic nucleotide-gated cation channel alp EM 3.62 2022-10-18 74.44 0.94 0.05 ok
8JR9_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.57 2023-06-16 89.56 0.95 0.05 ok
8EU3_D Q9NQW8 Cyclic nucleotide-gated cation channel bet EM 3.62 2022-10-18 68.12 0.93 0.05 ok
8F2B_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.00 2022-11-07 89.56 0.96 0.04 ok
7XKJ_A A0A7J7Z4L6 KRAS proto-oncogene, GTPase EM 3.00 2022-04-19 88.69 0.96 0.03 ok
8C04_A P31947 14-3-3 protein sigma X-ray 1.10 2022-12-15 92.88 0.97 0.03 ok
8BZB_A P31947 14-3-3 protein sigma X-ray 1.70 2022-12-14 92.88 0.97 0.03 ok
8BX3_A P31947 14-3-3 protein sigma X-ray 1.20 2022-12-07 92.88 0.97 0.03 ok
8BZW_A P31947 14-3-3 protein sigma X-ray 1.10 2022-12-15 92.88 0.97 0.03 ok
8BYF_A P31947 14-3-3 protein sigma X-ray 1.65 2022-12-12 92.88 0.97 0.03 ok
8BYE_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-12 92.88 0.97 0.03 ok
8BYO_A P31947 14-3-3 protein sigma X-ray 1.20 2023-01-18 92.88 0.97 0.03 ok
8BYD_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-12 92.88 0.97 0.03 ok
8BXS_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-09 92.88 0.97 0.03 ok
8BZA_A P31947 14-3-3 protein sigma X-ray 1.25 2022-12-14 92.88 0.97 0.03 ok
8BYC_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-12 92.88 0.97 0.03 ok
8BXI_A P31947 14-3-3 protein sigma X-ray 1.20 2022-12-08 92.88 0.97 0.03 ok
8BX4_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-07 92.88 0.97 0.03 ok
7YH4_A Q8IYS1 Xaa-Arg dipeptidase X-ray 2.03 2022-07-12 93.12 0.97 0.03 ok
8BZ0_A P31947 14-3-3 protein sigma X-ray 1.20 2022-12-14 92.88 0.97 0.03 ok
8BWZ_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-07 92.88 0.97 0.03 ok
8BWJ_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-06 92.88 0.97 0.03 ok
8C4F_A P31947 14-3-3 protein sigma X-ray 1.40 2023-01-03 92.88 0.97 0.03 ok
8C4G_A P31947 14-3-3 protein sigma X-ray 1.46 2023-01-03 92.88 0.97 0.03 ok
8C0K_A P31947 14-3-3 protein sigma X-ray 1.40 2022-12-17 92.88 0.97 0.03 ok
8BYZ_A P31947 14-3-3 protein sigma X-ray 1.40 2022-12-14 92.88 0.97 0.03 ok
8BYY_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-14 92.88 0.97 0.03 ok
8BXM_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-09 92.88 0.97 0.03 ok
8BYB_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-12 92.88 0.97 0.03 ok
8BWX_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-07 92.88 0.97 0.03 ok
8BXQ_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-09 92.88 0.97 0.03 ok
8BX0_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-07 92.88 0.97 0.03 ok
8BY9_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-12 92.88 0.97 0.03 ok
8BXO_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-09 92.88 0.97 0.03 ok
8BXN_A P31947 14-3-3 protein sigma X-ray 1.60 2022-12-09 92.88 0.97 0.03 ok
8SO2_A P08684 Cytochrome P450 3A4 X-ray 2.15 2023-04-28 92.38 0.97 0.03 ok
8BZP_A P53779 Mitogen-activated protein kinase 10 X-ray 1.86 2022-12-15 79.31 0.97 0.03 ok
8SO1_A P08684 Cytochrome P450 3A4 X-ray 2.05 2023-04-28 92.38 0.97 0.03 ok
7TRL_A Q13490 Baculoviral IAP repeat-containing protein X-ray 1.74 2022-01-29 76.62 0.97 0.02 ok
8OR1_A Q9NZQ7 Programmed cell death 1 ligand 1 X-ray 3.50 2023-04-12 88.25 0.97 0.02 ok
8SWJ_A Q12888 TP53-binding protein 1 X-ray 1.60 2023-05-18 43.94 0.95 0.02 ok
8EOH_A Q9UNU6 7-alpha-hydroxycholest-4-en-3-one 12-alpha X-ray 2.65 2022-10-03 91.31 0.98 0.02 ok
8E2Z_B P61769 Beta-2-microglobulin X-ray 1.13 2022-08-16 94.06 0.98 0.02 ok
8AHV_A P07711 Cathepsin L X-ray 1.70 2022-07-22 93.50 0.98 0.02 ok
8CN1_A Q12959 Disks large homolog 1 X-ray 2.09 2023-02-21 73.06 0.98 0.02 ok
8JR9_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.57 2023-06-16 97.06 0.99 0.01 ok
8E2Z_A Q5SS57 MHC class I protein (Fragment) X-ray 1.13 2022-08-16 86.31 0.99 0.01 ok
8CN3_A Q12959 Disks large homolog 1 X-ray 2.71 2023-02-21 73.06 0.98 0.01 ok
7TRM_A Q13490 Baculoviral IAP repeat-containing protein X-ray 2.40 2022-01-29 76.62 0.99 0.01 ok
8AON_B00A A8K4C2 Oxidoreductase fragment of human QSOX1 X-ray 2.10 2022-08-08 84.06 0.99 0.01 ok
7YK1_A P11908 Ribose-phosphate pyrophosphokinase 2 EM 3.08 2022-07-21 95.31 0.99 0.01 ok
8CKF_A O60885 Bromodomain-containing protein 4 X-ray 1.88 2023-02-15 55.31 0.98 0.01 ok
8CN3_B Q12959 Disks large homolog 1 X-ray 2.71 2023-02-21 73.06 0.99 0.01 ok
8DSM_A P43490 Nicotinamide phosphoribosyltransferase X-ray 2.75 2022-07-22 94.25 0.99 0.01 ok
8T5X_A P02766 Transthyretin X-ray 1.63 2023-06-14 88.00 0.99 0.01 ok
8SPH_A Q9BYF1 Angiotensin-converting enzyme 2 X-ray 2.71 2023-05-03 90.69 0.99 0.01 ok
8SPI_A Q9BYF1 Angiotensin-converting enzyme 2 X-ray 3.06 2023-05-03 90.69 0.99 0.01 ok
8PFE_A O14786 Neuropilin-1 X-ray 1.35 2023-06-15 79.12 0.99 0.01 ok
8F2A_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.20 2022-11-07 97.06 1.00 0.00 ok
8F0K_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 1.90 2022-11-03 97.06 1.00 0.00 ok
8F2B_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.00 2022-11-07 97.06 1.00 0.00 ok
8F0J_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.00 2022-11-03 97.06 1.00 0.00 ok
8EVF_A Q9Y253 DNA polymerase eta X-ray 2.87 2022-10-20 76.88 1.00 0.00 ok
8EVE_A Q9Y253 DNA polymerase eta X-ray 2.35 2022-10-20 76.88 1.00 0.00 ok
8SKL_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 1.55 2023-04-20 81.25 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.