Live Stats, next update: Wed 02 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 2022-02-09

77
structures analysed (9 full · 11.7%)
11.3%
confidently wrong
22.6%
novel sequences
00.0%
novel & wrong
0.973
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 77 structures (1.3%) are confidently wrong; median TM-score is 0.973.

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 0.973 — 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
7K7U_A P43320 Beta-crystallin B2 X-ray 3.03 2020-09-24 0.00 94.09 0.49 0.92 6.18 17.43 0.76 wrong
7LK4_P Q16611 Bcl-2 homologous antagonist/killer X-ray 3.10 2021-02-01 81.31 0.74 0.21 ok
7QDY_B Q6PGP7 Tetratricopeptide repeat protein 37 EM 3.10 2021-12-01 86.00 0.76 0.21 ok
7JPN_H Q7Z6K5 Arpin EM 3.24 2020-08-09 100.00 novel 45.33 0.35 0.59 26.47 7.87 0.20 ok
7QDZ_B Q6PGP7 Tetratricopeptide repeat protein 37 EM 3.60 2021-12-01 86.00 0.78 0.19 ok
7QDZ_A Q15477 Helicase SKI2W EM 3.60 2021-12-01 80.69 0.84 0.13 ok
7QDY_A Q15477 Helicase SKI2W EM 3.10 2021-12-01 80.69 0.84 0.13 ok
7TDM_A O14493 Claudin-4 EM 6.90 2022-01-01 84.56 0.87 0.11 ok
7P08_A Q15459 Isoform 1 of Splicing factor 3A subunit 1 NMR 2021-06-29 66.94 0.84 0.11 ok
7TDN_A O14493 Claudin-4 EM 5.00 2022-01-01 84.56 0.88 0.10 ok
7QE0_A Q15477 Helicase SKI2W EM 6.50 2021-12-01 80.69 0.88 0.09 ok
7KQL_T Q8TDQ0 Hepatitis A virus cellular receptor 2 X-ray 1.49 2020-11-16 71.75 0.88 0.09 ok
7N40_C Q96GY3 Protein lin-37 homolog X-ray 2.55 2021-06-02 100.00 novel 91.22 0.63 0.89 85.16 1.74 0.08 ok
7N40_B Q5TKA1 Isoform 2 of Protein lin-9 homolog X-ray 2.55 2021-06-02 70.81 0.89 0.08 ok
7QGJ_A Q13490 Baculoviral IAP repeat-containing protein X-ray 1.30 2021-12-08 76.62 0.92 0.06 ok
7TD2_R Q92633 Lysophosphatidic acid receptor 1 EM 3.11 2021-12-30 83.62 0.93 0.06 ok
7TD1_R Q92633 Lysophosphatidic acid receptor 1 EM 3.08 2021-12-30 83.62 0.93 0.06 ok
7TD0_R Q92633 Lysophosphatidic acid receptor 1 EM 2.83 2021-12-30 83.62 0.93 0.06 ok
7TD3_R P21453 Sphingosine 1-phosphate receptor 1 EM 3.00 2021-12-30 81.00 0.93 0.06 ok
7TD4_R P21453 Sphingosine 1-phosphate receptor 1 EM 2.60 2021-12-30 81.00 0.93 0.06 ok
7NZN_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 2.39 2021-03-24 78.81 0.93 0.05 ok
7WF3_B P22001 Potassium voltage-gated channel subfamily EM 3.40 2021-12-25 72.00 0.94 0.05 ok
7WF4_B P22001 Potassium voltage-gated channel subfamily EM 3.40 2021-12-25 72.00 0.94 0.04 ok
7KVZ_A Q86WV6 Stimulator of interferon genes protein X-ray 2.35 2020-11-29 83.75 0.95 0.04 ok
5SDB_A P00374 Dihydrofolate reductase X-ray 1.55 2021-12-20 0.00 96.42 0.98 0.94 96.37 0.92 0.04 ok
7E1A_U O95342 Bile salt export pump EM 3.66 2021-02-01 83.12 0.96 0.04 ok
7WF3_J P22001 Potassium voltage-gated channel subfamily EM 3.40 2021-12-25 72.00 0.95 0.03 ok
5SDA_A P00374 Dihydrofolate reductase X-ray 2.45 2021-12-20 0.00 96.42 0.98 0.96 97.58 0.85 0.03 ok
7WF4_J P22001 Potassium voltage-gated channel subfamily EM 3.40 2021-12-25 72.00 0.95 0.03 ok
5SD7_A P00374 Dihydrofolate reductase X-ray 1.80 2021-12-20 0.00 96.42 0.98 0.95 97.18 0.83 0.03 ok
5SD6_A P00374 Dihydrofolate reductase X-ray 2.15 2021-12-20 0.00 96.13 0.98 0.95 97.19 1.03 0.03 ok
5SD8_A P00374 Dihydrofolate reductase X-ray 2.05 2021-12-20 0.00 96.42 0.98 0.95 96.91 0.83 0.03 ok
5SD9_A P00374 Dihydrofolate reductase X-ray 2.10 2021-12-20 0.00 96.42 0.98 0.96 97.31 0.82 0.03 ok
7N40_A Q09028 Histone-binding protein RBBP4 X-ray 2.55 2021-06-02 91.69 0.97 0.03 ok
7QDZ_C Q9GZS3 WD repeat-containing protein 61 EM 3.60 2021-12-01 96.44 0.97 0.03 ok
7QDY_C Q9GZS3 WD repeat-containing protein 61 EM 3.10 2021-12-01 96.44 0.97 0.03 ok
7KP6_A Q07912 Activated CDC42 kinase 1 X-ray 1.79 2020-11-10 61.28 0.96 0.03 ok
7WF3_C Q13303 Voltage-gated potassium channel subunit be EM 3.40 2021-12-25 91.25 0.97 0.03 ok
7SSM_A Q86WV6 Stimulator of interferon genes protein X-ray 1.96 2021-11-11 83.75 0.97 0.03 ok
7WF4_G Q13303 Voltage-gated potassium channel subunit be EM 3.40 2021-12-25 91.25 0.97 0.03 ok
7SEC_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.90 2021-09-30 76.88 0.97 0.02 ok
7PC0_B P28472 Gamma-aminobutyric acid receptor subunit b EM 3.00 2021-08-03 80.06 0.97 0.02 ok
7SE8_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.75 2021-09-30 76.88 0.97 0.02 ok
7SE9_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.75 2021-09-30 76.88 0.97 0.02 ok
7QF9_AAA O43924 Retinal rod rhodopsin-sensitive cGMP 3',5' X-ray 1.95 2021-12-05 96.25 0.98 0.02 ok
7SE7_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.75 2021-09-30 76.88 0.97 0.02 ok
7SEB_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.81 2021-09-30 76.88 0.97 0.02 ok
7SE6_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.99 2021-09-30 76.88 0.97 0.02 ok
7SEA_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.91 2021-09-30 76.88 0.97 0.02 ok
7LBC_B P19440 Glutathione hydrolase 1 light chain X-ray 2.28 2021-01-07 94.81 0.98 0.02 ok
7SED_A P22087 rRNA 2'-O-methyltransferase fibrillarin X-ray 1.90 2021-09-30 76.88 0.98 0.02 ok
7PBD_D P14867 Gamma-aminobutyric acid receptor subunit a EM 3.04 2021-08-02 81.69 0.98 0.02 ok
7RM4_B P61769 Beta-2-microglobulin X-ray 3.33 2021-07-26 94.06 0.98 0.02 ok
7PBZ_D P14867 Gamma-aminobutyric acid receptor subunit a EM 2.79 2021-08-03 81.69 0.98 0.02 ok
7PBD_A P14867 Gamma-aminobutyric acid receptor subunit a EM 3.04 2021-08-02 81.69 0.98 0.02 ok
7PBZ_A P14867 Gamma-aminobutyric acid receptor subunit a EM 2.79 2021-08-03 81.69 0.98 0.02 ok
7PC0_A P14867 Gamma-aminobutyric acid receptor subunit a EM 3.00 2021-08-03 81.69 0.98 0.02 ok
7NRY_X P49137 MAP kinase-activated protein kinase 2 X-ray 3.80 2021-03-04 82.56 0.98 0.02 ok
7PC0_D P14867 Gamma-aminobutyric acid receptor subunit a EM 3.00 2021-08-03 81.69 0.98 0.02 ok
7PBD_B P28472 Gamma-aminobutyric acid receptor subunit b EM 3.04 2021-08-02 80.06 0.98 0.02 ok
7OGF_A P01112 GTPase HRas X-ray 1.80 2021-05-06 91.94 0.98 0.01 ok
7PBZ_B P28472 Gamma-aminobutyric acid receptor subunit b EM 2.79 2021-08-03 80.06 0.98 0.01 ok
7OG9_A P01112 GTPase HRas X-ray 1.75 2021-05-06 91.94 0.98 0.01 ok
7OGD_A P01112 GTPase HRas X-ray 1.95 2021-05-06 91.94 0.99 0.01 ok
7OGE_A P01112 GTPase HRas X-ray 2.10 2021-05-06 91.94 0.99 0.01 ok
7MU8_A P13688 Carcinoembryonic antigen-related cell adhe X-ray 1.70 2021-05-14 81.56 0.99 0.01 ok
7OGC_A P01112 GTPase HRas X-ray 1.70 2021-05-06 91.94 0.99 0.01 ok
7OGB_A P01112 GTPase HRas X-ray 1.85 2021-05-06 91.94 0.99 0.01 ok
7RM4_A P04439 HLA class I histocompatibility antigen, A X-ray 3.33 2021-07-26 87.12 0.99 0.01 ok
7OGA_A P01112 GTPase HRas X-ray 1.90 2021-05-06 91.94 0.99 0.01 ok
7LBC_A P19440 Glutathione hydrolase 1 heavy chain X-ray 2.28 2021-01-07 94.81 0.99 0.01 ok
7VWH_A Q03181 Peroxisome proliferator-activated receptor X-ray 2.10 2021-11-10 82.88 0.99 0.01 ok
7VWE_A Q03181 Peroxisome proliferator-activated receptor X-ray 3.00 2021-11-10 82.88 0.99 0.01 ok
7VWF_A Q03181 Peroxisome proliferator-activated receptor X-ray 1.90 2021-11-10 82.88 0.99 0.01 ok
7VWG_A Q03181 Peroxisome proliferator-activated receptor X-ray 2.20 2021-11-10 82.88 0.99 0.01 ok
7L1T_A Q9HD40 O-phosphoseryl-tRNA(Sec) selenium transfer X-ray 2.25 2020-12-15 92.81 0.99 0.01 ok
7LCD_A Q9Y253 DNA polymerase eta X-ray 1.98 2021-01-10 76.88 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.