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

Release week 2019-07-03

99
structures analysed (80 full · 80.8%)
11.0%
confidently wrong
99.1%
novel sequences
00.0%
novel & wrong
0.964
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 99 structures (1.0%) are confidently wrong; median TM-score is 0.964.

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 0.964 — 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
6RO1_A P42285 Exosome RNA helicase MTR4 X-ray 3.07 2019-05-10 44.50 90.44 0.77 0.93 10.28 15.47 0.63 ok
6N8W_A P08238 Heat shock protein HSP 90-beta X-ray 3.09 2018-11-30 0.90 87.47 0.78 0.77 11.75 14.63 0.52 ok
6QB8_A P17987 T-complex protein 1 subunit alpha EM 3.97 2018-12-20 2.60 91.04 0.73 0.77 32.95 6.12 0.32 ok
6RO4_D Q13888 General transcription factor IIH subunit 2 EM 3.50 2019-05-10 0.00 91.28 0.80 0.87 38.04 6.75 0.29 ok
6OLX_A P07900 Heat shock protein HSP 90-alpha X-ray 1.44 2019-04-17 0.40 90.80 0.82 0.78 39.11 8.91 0.28 ok
6N8X_A P07900 Heat shock protein HSP 90-alpha X-ray 1.49 2018-11-30 0.00 90.76 0.81 0.77 39.52 8.91 0.28 ok
6RO4_C Q92759 General transcription factor IIH subunit 4 EM 3.50 2019-05-10 0.00 89.06 0.75 0.83 37.56 5.33 0.27 ok
6N8Y_A P08238 Heat shock protein HSP 90-beta X-ray 1.55 2018-11-30 9.80 88.99 0.81 0.77 39.76 8.74 0.27 ok
6NUC_C P19634 Sodium/hydrogen exchanger 1 X-ray 1.90 2019-01-31 100.00 novel 39.22 0.20 0.81 13.16 11.68 0.27 ok
6NUF_C P19634 Sodium/hydrogen exchanger 1 X-ray 1.90 2019-01-31 100.00 novel 39.22 0.20 0.80 13.16 11.64 0.27 ok
6NUU_C P19634 Sodium/hydrogen exchanger 1 X-ray 2.30 2019-02-02 100.00 novel 37.97 0.20 0.81 13.89 11.38 0.25 ok
6QB8_H Q99832 T-complex protein 1 subunit eta EM 3.97 2018-12-20 1.90 91.25 0.83 0.77 46.14 4.24 0.22 ok
6QB8_D P50991 T-complex protein 1 subunit delta EM 3.97 2018-12-20 3.20 93.09 0.85 0.80 50.36 3.79 0.20 ok
6GWJ_D Q9BXV9 EKC/KEOPS complex subunit GON7 X-ray 1.95 2018-06-25 76.06 0.75 0.19 ok
6QB8_Q P50990 T-complex protein 1 subunit theta EM 3.97 2018-12-20 2.40 90.21 0.89 0.82 54.76 3.74 0.18 ok
6S34_B P01308 Insulin B chain X-ray 1.35 2019-06-24 0.00 48.25 0.39 0.45 30.00 6.55 0.18 ok
6GV0_B P01308 Insulin X-ray 1.26 2018-06-20 3.40 48.56 0.40 0.48 30.17 6.37 0.18 ok
6QB8_G P49368 T-complex protein 1 subunit gamma EM 3.97 2018-12-20 1.50 91.55 0.88 0.77 54.43 3.40 0.18 ok
6QB8_B P78371 T-complex protein 1 subunit beta EM 3.97 2018-12-20 1.90 91.57 0.89 0.74 55.23 3.45 0.18 ok
6QB8_Z P40227 T-complex protein 1 subunit zeta EM 3.97 2018-12-20 2.90 90.71 0.88 0.84 55.84 3.43 0.17 ok
6I9J_A P61812 Transforming growth factor beta-2 proprote X-ray 2.00 2018-11-23 80.12 0.78 0.17 ok
6RO4_A P19447 General transcription and DNA repair facto EM 3.50 2019-05-10 0.00 86.14 0.91 0.84 55.70 3.65 0.16 ok
6Q2X_L P46937 Transcriptional coactivator YAP1 X-ray 2.10 2018-12-03 0.00 72.88 0.43 0.79 49.38 4.14 0.16 wrong
6RO4_G P23025 DNA repair protein complementing XP-A cell EM 3.50 2019-05-10 0.00 94.63 0.83 0.89 62.13 2.95 0.15 ok
6S34_A P01308 Insulin A chain X-ray 1.35 2019-06-24 0.00 51.25 0.31 0.47 42.86 4.86 0.14 ok
6GV0_G P01308 Insulin X-ray 1.26 2018-06-20 0.00 51.25 0.26 0.50 41.67 4.75 0.14 ok
6QB8_E P48643 T-complex protein 1 subunit epsilon EM 3.97 2018-12-20 0.00 90.42 0.92 0.75 67.45 2.81 0.13 ok
6NGG_A O95971 CD160 antigen X-ray 1.95 2018-12-21 100.00 novel 90.41 0.88 0.85 73.06 3.51 0.11 ok
6DWS_A P11021 Endoplasmic reticulum chaperone BiP X-ray 1.90 2018-06-27 90.00 0.88 0.10 ok
6NG9_A O95971 CD160 antigen X-ray 1.95 2018-12-21 100.00 novel 90.28 0.92 0.90 75.64 3.49 0.10 ok
6RO4_F Q6ZYL4 General transcription factor IIH subunit 5 EM 3.50 2019-05-10 0.00 72.30 0.70 0.75 66.13 2.20 0.09 ok
6R7J_C Q15596 SRC2 peptide X-ray 1.84 2019-03-29 65.54 0.67 0.69 68.75 2.67 0.09 ok
6R7K_C Q15596 SRC2 peptide X-ray 1.54 2019-03-29 65.54 0.64 0.69 70.83 2.66 0.09 ok
6R70_C O14818 Proteasome subunit alpha type-7 EM 3.50 2019-03-28 0.00 95.19 0.94 0.85 83.90 2.60 0.09 ok
6OU3_A Q99972 Myocilin X-ray 1.80 2019-05-03 0.40 96.54 0.93 0.88 82.62 2.09 0.09 ok
6OU0_A Q99972 Myocilin X-ray 1.80 2019-05-03 0.80 96.74 0.94 0.89 85.35 1.99 0.08 ok
6RO4_E Q13889 General transcription factor IIH subunit 3 EM 3.50 2019-05-10 0.00 88.82 0.94 0.90 82.07 2.00 0.08 ok
6OU2_A Q99972 Myocilin X-ray 1.96 2019-05-03 0.40 96.54 0.94 0.90 84.94 1.82 0.08 ok
6R70_A P25787 Proteasome subunit alpha type-2 EM 3.50 2019-03-28 0.00 95.34 0.96 0.92 87.28 2.77 0.08 ok
6GWJ_B Q14657 EKC/KEOPS complex subunit LAGE3 X-ray 1.95 2018-06-25 74.12 0.90 0.07 ok
6R70_B P25789 Proteasome subunit alpha type-4 EM 3.50 2019-03-28 0.00 94.12 0.96 0.91 88.00 2.21 0.07 ok
6RO4_B P18074 TFIIH basal transcription factor complex h EM 3.50 2019-05-10 0.00 89.37 0.98 0.92 83.78 1.48 0.07 ok
6RO1_B O15381 Nuclear valosin-containing protein-like X-ray 3.07 2019-05-10 100.00 novel 28.23 0.20 0.70 47.22 3.56 0.06 ok
6N2P_A Q9H257 Caspase recruitment domain-containing prot EM 4.00 2018-11-13 45.30 91.71 0.91 0.79 87.50 1.14 0.06 ok
6NUU_A Q08209 Serine/threonine-protein phosphatase 2B ca X-ray 2.30 2019-02-02 0.60 95.45 0.97 0.99 91.00 1.56 0.06 ok
6NUF_A Q08209 Serine/threonine-protein phosphatase 2B ca X-ray 1.90 2019-01-31 0.00 95.51 0.97 0.99 91.11 1.55 0.06 ok
6NUC_A Q08209 Serine/threonine-protein phosphatase 2B ca X-ray 1.90 2019-01-31 0.00 95.45 0.97 0.99 91.14 1.55 0.06 ok
6R7A_C Q15596 LYS-HIS-LYS-ILE-LEU-HIS-ARG-LEU-LEU-GLN-AS X-ray 2.13 2019-03-28 65.54 0.68 0.86 85.42 1.90 0.06 ok
6RLN_A Q13546 Receptor-interacting serine/threonine-prot X-ray 2.87 2019-05-02 0.00 89.51 0.96 0.90 90.41 1.71 0.06 ok
6R70_D P28066 Proteasome subunit alpha type-5 EM 3.50 2019-03-28 0.00 94.87 0.96 0.91 92.38 1.36 0.05 ok
6OIP_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 1.80 2019-04-09 1.50 94.24 0.97 0.92 92.10 1.20 0.05 ok
6Q36_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 2.01 2018-12-03 0.00 93.02 0.96 0.92 93.49 1.48 0.05 ok
6P3P_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.61 2019-05-24 0.00 90.79 0.95 0.92 92.17 1.22 0.05 ok
6OIO_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 1.70 2019-04-09 1.50 94.20 0.97 0.92 94.14 1.23 0.05 ok
6R70_G P60900 Proteasome subunit alpha type-6 EM 3.50 2019-03-28 0.00 96.32 0.98 0.94 96.47 1.36 0.04 ok
6NUU_B P63098 Calcineurin subunit B type 1 X-ray 2.30 2019-02-02 0.00 94.79 0.97 0.97 95.35 0.80 0.04 ok
6NUC_B P63098 Calcineurin subunit B type 1 X-ray 1.90 2019-01-31 0.00 94.79 0.97 0.97 95.83 0.77 0.04 ok
6OIN_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 1.70 2019-04-09 1.50 94.24 0.98 0.93 93.93 1.09 0.04 ok
6OIQ_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 1.75 2019-04-09 1.50 94.24 0.98 0.93 94.76 1.08 0.04 ok
6PED_B Q9UI30 Multifunctional methyltransferase subunit X-ray 2.30 2019-06-20 67.00 92.79 0.94 0.96 95.90 0.80 0.04 ok
6R70_F P25788 Proteasome subunit alpha type-3 EM 3.50 2019-03-28 0.00 96.38 0.98 0.95 95.50 0.78 0.04 ok
6NUF_B P63098 Calcineurin subunit B type 1 X-ray 1.90 2019-01-31 0.00 94.79 0.98 0.97 96.47 0.75 0.04 ok
6OIR_A Q9H7Z6 Histone acetyltransferase KAT8 X-ray 2.03 2019-04-09 1.50 94.24 0.98 0.93 94.58 1.07 0.04 ok
6R70_K P28074 Proteasome subunit beta type-5 EM 3.50 2019-03-28 0.00 95.55 0.98 0.94 97.01 0.76 0.04 ok
6R7K_A P51449 Nuclear receptor ROR-gamma X-ray 1.54 2019-03-29 0.00 93.93 0.97 0.95 96.59 1.80 0.04 ok
6R7J_A P51449 Nuclear receptor ROR-gamma X-ray 1.84 2019-03-29 0.00 93.93 0.97 0.95 96.29 1.79 0.04 ok
6R70_N P28072 Proteasome subunit beta type-6 EM 3.50 2019-03-28 0.00 95.61 0.98 0.95 96.29 0.75 0.04 ok
6R7A_A P51449 Nuclear receptor ROR-gamma X-ray 2.13 2019-03-28 0.00 94.13 0.97 0.96 97.08 1.73 0.04 ok
6R70_H Q99436 Proteasome subunit beta type-7 EM 3.50 2019-03-28 0.00 96.07 0.99 0.96 98.07 0.67 0.04 ok
6R70_E P25786 Proteasome subunit alpha type-1 EM 3.50 2019-03-28 0.00 96.94 0.99 0.95 96.89 0.67 0.04 ok
6JKJ_A Q99619 SPRY domain-containing SOCS box protein 2 X-ray 1.90 2019-03-01 0.00 94.50 0.98 0.95 97.05 0.96 0.03 ok
6K7O_A Q8NHJ6 Leukocyte immunoglobulin-like receptor sub X-ray 3.00 2019-06-08 0.00 91.14 0.97 0.94 96.81 0.73 0.03 ok
6QWV_A Q6SZW1 Sterile alpha and TIR motif-containing pro X-ray 2.47 2019-03-06 73.00 novel 96.00 0.98 0.98 97.73 1.15 0.03 ok
6R70_I P49720 Proteasome subunit beta type-3 EM 3.50 2019-03-28 0.00 97.44 0.99 0.96 99.88 0.49 0.03 ok
6R70_J P49721 Proteasome subunit beta type-2 EM 3.50 2019-03-28 0.00 97.71 0.99 0.97 99.49 0.50 0.03 ok
6N19_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.50 2018-11-08 0.00 95.42 0.99 0.96 97.43 0.67 0.03 ok
6DU9_A P04156 Major prion protein X-ray 2.33 2018-06-20 64.19 0.96 0.03 ok
6R70_L P20618 Proteasome subunit beta type-1 EM 3.50 2019-03-28 0.00 97.20 0.99 0.98 99.77 0.47 0.03 ok
6N17_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.64 2018-11-08 0.00 95.42 0.99 0.96 97.60 0.64 0.03 ok
6PED_A Q9Y5N5 Methyltransferase N6AMT1 X-ray 2.30 2019-06-20 65.70 95.54 0.99 0.96 98.45 0.59 0.03 ok
6OU1_A Q99972 Myocilin X-ray 1.88 2019-05-03 7.60 96.12 0.99 0.97 98.94 0.55 0.03 ok
6Q2X_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 2.10 2018-12-03 0.00 93.55 0.99 0.97 96.67 0.75 0.03 ok
6GTU_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 2.25 2018-06-19 96.56 0.97 0.03 ok
6OB6_A Q99808 Equilibrative nucleoside transporter 1 X-ray 2.90 2019-03-19 100.00 novel 95.45 1.00 0.98 99.32 0.43 0.02 ok
6R70_M P28070 Proteasome subunit beta type-4 EM 3.50 2019-03-28 0.00 96.17 1.00 0.99 99.65 0.35 0.02 ok
6OB7_A Q99808 Equilibrative nucleoside transporter 1 X-ray 2.30 2019-03-19 100.00 novel 95.02 1.00 0.99 99.28 0.37 0.01 ok
6I65_A P62508 Estrogen-related receptor gamma X-ray 1.50 2018-11-15 76.25 0.99 0.01 ok
6I61_A P62508 Estrogen-related receptor gamma X-ray 1.65 2018-11-15 76.25 0.99 0.01 ok
6A7B_A P42330 Aldo-keto reductase family 1 member C3 X-ray 2.37 2018-07-02 96.56 0.99 0.01 ok
6I67_A P62508 Estrogen-related receptor gamma X-ray 1.75 2018-11-15 76.25 0.99 0.01 ok
6I64_A P62508 Estrogen-related receptor gamma X-ray 1.91 2018-11-15 76.25 0.99 0.01 ok
6I62_A P62508 Estrogen-related receptor gamma X-ray 1.65 2018-11-15 76.25 0.99 0.01 ok
6I66_A P62508 Estrogen-related receptor gamma X-ray 1.60 2018-11-15 76.25 0.99 0.01 ok
6I63_A P62508 Estrogen-related receptor gamma X-ray 2.23 2018-11-15 76.25 0.99 0.01 ok
6GWJ_K Q9NPF4 Probable tRNA N6-adenosine threonylcarbamo X-ray 1.95 2018-06-25 96.56 0.99 0.01 ok
6MJ5_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.85 2018-09-20 80.62 0.99 0.01 ok
6A7A_A Q04828 Aldo-keto reductase family 1 member C1 X-ray 2.37 2018-07-02 97.56 1.00 0.00 ok
6HGX_A P34913 Bifunctional epoxide hydrolase 2 X-ray 2.16 2018-08-23 93.31 1.00 0.00 ok
6HGV_A P34913 Bifunctional epoxide hydrolase 2 X-ray 2.00 2018-08-23 93.31 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.