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

Release week 2020-02-26

76
structures analysed (57 full · 75.0%)
33.9%
confidently wrong
11.3%
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.

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 76 structures (3.9%) 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
6TGK_C Q05086 Ubiquitin-protein ligase E3A X-ray 1.30 2019-11-16 0.00 92.16 0.75 0.95 9.52 15.68 0.66 ok
6VVO_A P35251 Replication factor C subunit 1 EM 3.40 2020-02-18 60.10 85.78 0.57 0.89 6.75 11.81 0.61 ok
6TVG_A P21589 5'-nucleotidase, ecto (CD73), isoform CRA_ X-ray 1.48 2020-01-09 0.00 96.25 0.69 0.93 25.29 11.50 0.48 ok
6UMX_H Q5EFE5 GL29H4-16 Fab Heavy Chain,GL29H4-16 Fab He X-ray 2.79 2019-10-10 7.00 85.55 0.58 0.88 26.11 6.55 0.34 ok
6UCK_A P10997 Islet amyloid polypeptide NMR 2019-09-16 0.00 76.63 0.43 0.83 39.55 5.38 0.23 wrong
6J9J_B P84243 H3.3S31phK36M(29-42) X-ray 1.78 2019-01-23 75.15 0.28 0.73 35.71 4.74 0.22 wrong
6UMX_A O14793 Growth/differentiation factor 8 X-ray 2.79 2019-10-10 78.75 0.72 0.22 ok
6OMM_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.17 2019-04-19 0.60 93.15 0.81 0.75 55.18 3.61 0.18 ok
6O17_B P01308 Insulin chain B X-ray 1.58 2019-02-18 0.00 48.56 0.40 0.45 33.62 6.29 0.17 ok
6LI3_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.32 2019-12-10 0.90 93.03 0.84 0.75 59.38 3.34 0.16 ok
6O17_A P01308 Insulin chain A X-ray 1.58 2019-02-18 0.00 51.25 0.31 0.49 42.86 4.80 0.14 ok
6OMM_R P25090 N-formyl peptide receptor 2 EM 3.17 2019-04-19 65.50 91.64 0.92 0.82 75.93 2.81 0.10 ok
6LI3_R Q9Y2T5 G-protein coupled receptor 52 EM 3.32 2019-12-10 72.60 novel 90.00 0.92 0.80 75.97 2.23 0.10 ok
6UP7_B P49407 Beta-arrestin-1 EM 4.20 2019-10-16 82.19 0.88 0.10 ok
6UCJ_A P10997 Islet amyloid polypeptide NMR 2019-09-16 0.00 76.63 0.79 0.85 76.12 2.19 0.08 ok
6LI3_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.32 2019-12-10 0.00 95.66 0.83 0.91 85.96 1.20 0.07 ok
6U1N_H V9HW68 Fab30 heavy chain EM 4.00 2019-08-16 0.00 88.51 0.91 0.81 83.40 1.66 0.07 ok
6PMC_A P04629 High affinity nerve growth factor receptor X-ray 2.19 2019-07-01 0.00 87.26 0.96 0.90 87.28 2.02 0.06 ok
6KSQ_A P07900 Heat shock protein HSP 90-alpha X-ray 2.20 2019-08-25 0.00 93.34 0.95 0.88 89.72 1.80 0.06 ok
6LAE_A P23025 DNA repair protein complementing XP-A cell X-ray 2.81 2019-11-12 0.00 95.76 0.93 0.97 89.44 1.25 0.06 ok
6QML_B P0CG47 Polyubiquitin-B X-ray 2.10 2019-02-07 0.00 94.12 0.96 0.97 92.43 2.11 0.06 ok
6VVO_D P35249 Replication factor C subunit 4 EM 3.40 2020-02-18 82.06 0.93 0.06 ok
6VJD_A P03372 Estrogen receptor X-ray 1.80 2020-01-15 66.44 0.91 0.06 ok
6PMB_A P04629 High affinity nerve growth factor receptor X-ray 2.81 2019-07-01 0.00 87.51 0.96 0.91 90.54 1.95 0.06 ok
6PMA_A P04629 High affinity nerve growth factor receptor X-ray 2.53 2019-07-01 0.00 87.33 0.96 0.91 89.74 1.96 0.06 ok
6S35_B Q9UKL0 REST corepressor 1 X-ray 3.10 2019-06-24 0.00 96.01 0.95 0.97 91.23 0.96 0.06 ok
6O36_A P01116 GTPase KRas X-ray 2.00 2019-02-26 0.60 95.13 0.96 0.94 93.30 1.66 0.05 ok
6UM2_B P01344 Insulin-like growth factor II EM 4.32 2019-10-08 0.00 60.15 0.76 0.78 79.69 1.78 0.05 ok
6VJA_C P11836 B-lymphocyte antigen CD20 EM 3.30 2020-01-15 70.50 0.93 0.05 ok
6JGM_A P24941 Cyclin-dependent kinase 2 X-ray 2.30 2019-02-14 0.00 90.75 0.97 0.93 91.22 1.13 0.05 ok
6OMM_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.17 2019-04-19 3.00 96.11 0.90 0.93 94.91 0.84 0.05 ok
6VVO_C P40937 Replication factor C subunit 5 EM 3.40 2020-02-18 90.44 0.95 0.05 ok
6U1N_L Q7Z3Y4 Fab30 light chain EM 4.00 2019-08-16 0.00 96.99 0.96 0.91 96.06 0.89 0.04 ok
6LI3_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.32 2019-12-10 0.00 97.16 0.99 0.93 96.38 0.74 0.04 ok
6T5B_A P01116 GTPase KRas X-ray 1.37 2019-10-15 0.60 95.11 0.96 0.92 93.93 1.18 0.04 ok
6O31_A O43707 Alpha-actinin-4 X-ray 1.51 2019-02-25 0.50 90.12 0.98 0.97 96.21 0.86 0.04 ok
6R2L_A P04439 HLA class I histocompatibility antigen, A- X-ray 2.30 2019-03-18 0.00 96.71 0.99 0.97 97.37 0.69 0.04 ok
6QML_C P0CG48 Polyubiquitin-C X-ray 2.10 2019-02-07 0.00 89.83 0.98 0.97 96.71 1.46 0.04 ok
6JJ6_A O60885 Bromodomain-containing protein 4 X-ray 1.40 2019-02-25 0.00 94.57 0.97 0.95 95.20 0.87 0.04 ok
6JJ5_A O60885 Bromodomain-containing protein 4 X-ray 1.20 2019-02-25 0.00 94.57 0.97 0.95 95.20 0.87 0.04 ok
6VVO_B P35250 Replication factor C subunit 2 EM 3.40 2020-02-18 86.69 0.96 0.04 ok
6JI3_A O60885 Bromodomain-containing protein 4 X-ray 2.20 2019-02-20 0.00 94.61 0.97 0.95 96.37 0.78 0.04 ok
6PME_A P04629 High affinity nerve growth factor receptor X-ray 3.00 2019-07-01 0.00 88.64 0.98 0.93 95.06 1.08 0.03 ok
6UP7_R P30989 Neurotensin receptor type 1 EM 4.20 2019-10-16 79.62 0.96 0.03 ok
6L24_A P68400 Casein kinase II subunit alpha X-ray 2.40 2019-10-02 0.60 97.00 0.99 0.96 96.71 0.89 0.03 ok
6O33_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.74 2019-02-25 1.30 95.80 0.98 0.97 96.83 0.86 0.03 ok
6JI4_A O60885 Bromodomain-containing protein 4 X-ray 1.60 2019-02-20 0.00 94.76 0.98 0.96 96.54 0.73 0.03 ok
6O34_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.57 2019-02-25 1.90 95.80 0.98 0.97 96.83 0.88 0.03 ok
6S35_A O60341 Lysine-specific histone demethylase 1A X-ray 3.10 2019-06-24 0.00 97.26 1.00 0.99 98.26 0.59 0.03 ok
6OMM_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.17 2019-04-19 1.20 97.16 0.99 0.96 98.81 0.58 0.03 ok
6L22_A P68400 Casein kinase II subunit alpha X-ray 2.12 2019-10-02 0.30 97.00 0.99 0.98 96.48 0.78 0.03 ok
6JI5_A O60885 Bromodomain-containing protein 4 X-ray 2.00 2019-02-20 0.00 94.80 0.98 0.96 98.16 0.62 0.03 ok
6QN0_A O43570 Carbonic anhydrase 12 X-ray 1.89 2019-02-08 0.00 97.93 0.99 0.98 98.27 0.59 0.03 ok
6QML_A P15374 Ubiquitin carboxyl-terminal hydrolase isoz X-ray 2.10 2019-02-07 0.00 95.25 0.99 0.97 99.45 0.52 0.03 ok
6L21_A P68400 Casein kinase II subunit alpha X-ray 2.05 2019-10-02 0.30 97.14 0.99 0.99 97.66 0.58 0.03 ok
6QNS_S P21579 Synaptotagmin-1 X-ray 2.40 2019-02-12 0.00 69.77 0.64 0.94 95.31 0.90 0.03 ok
6L20_A P19784 Casein kinase II subunit alpha' X-ray 3.09 2019-10-02 0.00 97.61 0.99 0.97 99.20 0.49 0.03 ok
6R2L_B P61769 Beta-2-microglobulin X-ray 2.30 2019-03-18 0.00 96.78 0.98 0.98 98.75 0.54 0.03 ok
6L1Z_A P68400 Casein Kinase 2 subunit alpha X-ray 1.91 2019-10-02 0.00 97.18 0.99 0.98 98.10 0.68 0.03 ok
6VHG_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 2.30 2020-01-09 78.81 0.97 0.03 ok
6T9C_A P37231 Peroxisome proliferator-activated receptor X-ray 1.95 2019-10-27 0.00 94.78 0.99 0.96 97.71 0.69 0.03 ok
6VUJ_A O60885 Bromodomain-containing protein 4 X-ray 1.48 2020-02-15 55.31 0.95 0.03 ok
6VLE_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 2.28 2020-01-23 92.00 0.97 0.02 ok
6UMX_L P0DOY2 GL29H4-16 Fab Light Chain,GL29H4-16 Fab Li X-ray 2.79 2019-10-10 6.00 96.53 0.49 0.97 98.57 0.54 0.02 wrong
6QN5_A Q16790 Carbonic anhydrase 9 X-ray 1.96 2019-02-09 0.00 97.74 0.99 0.99 99.00 0.43 0.02 ok
6QN2_A Q16790 Carbonic anhydrase 9 X-ray 1.95 2019-02-08 0.00 97.74 0.99 0.99 98.90 0.43 0.02 ok
6J9J_A Q9BYW2 Histone-lysine N-methyltransferase SETD2 X-ray 1.78 2019-01-23 0.40 92.04 1.00 0.99 99.39 0.39 0.02 ok
6VVO_F P12004 Proliferating cell nuclear antigen EM 3.40 2020-02-18 94.31 0.98 0.02 ok
6QN6_A Q16790 Carbonic anhydrase 9 X-ray 2.25 2019-02-09 0.00 97.74 1.00 0.99 99.40 0.36 0.02 ok
6VVO_E P40938 Replication factor C subunit 3 EM 3.40 2020-02-18 87.50 0.98 0.02 ok
6VUF_A O60885 Bromodomain-containing protein 4 X-ray 1.59 2020-02-15 55.31 0.97 0.02 ok
6VUB_A O60885 Bromodomain-containing protein 4 X-ray 1.50 2020-02-14 55.31 0.97 0.01 ok
6VUC_A O60885 Bromodomain-containing protein 4 X-ray 1.55 2020-02-14 55.31 0.97 0.01 ok
6XY7_AAA Q92835 Phosphatidylinositol 3,4,5-trisphosphate 5 X-ray 1.09 2020-01-29 71.25 0.99 0.01 ok
6Y3C_A P23219 Prostaglandin G/H synthase 1 X-ray 3.36 2020-02-18 93.94 1.00 0.00 ok
6VLD_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 2.28 2020-01-23 92.00 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.