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

Release week 2020-06-10

69
structures analysed (43 full · 62.3%)
22.9%
confidently wrong
34.3%
novel sequences
00.0%
novel & wrong
0.971
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: 2 of 69 structures (2.9%) are confidently wrong; median TM-score is 0.971.

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 0.971 — 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
6W3H_C P02786 Transferrin receptor protein 1,Transferrin X-ray 3.38 2020-03-09 3.70 95.66 0.63 0.54 4.38 18.46 0.79 ok
6LNI_A P04156 Major prion protein EM 2.70 2019-12-30 0.00 85.20 0.29 0.40 7.50 12.84 0.62 wrong
6K3F_U P25106 Peptide from Atypical chemokine receptor 3 X-ray 2.30 2019-05-18 77.44 0.19 0.43 25.00 6.42 0.32 wrong
6K7W_A O94966 Ubiquitin carboxyl-terminal hydrolase 19 NMR 2019-06-10 100.00 novel 83.82 0.60 0.58 43.75 4.83 0.21 ok
6VJM_A Q9UBS5 Gamma-aminobutyric acid type B receptor su EM 3.97 2020-01-16 84.19 0.83 0.14 ok
6UO9_B O75899 Gamma-aminobutyric acid type B receptor su EM 4.80 2019-10-14 77.75 0.82 0.14 ok
6UO8_B O75899 Gamma-aminobutyric acid type B receptor su EM 3.63 2019-10-14 77.75 0.83 0.14 ok
6LKN_A Q8NB49 Phospholipid-transporting ATPase IG X-ray 3.90 2019-12-19 74.50 novel 85.28 0.93 0.77 63.98 3.81 0.14 ok
6LKN_C Q9NV96 Cell cycle control protein 50A X-ray 3.90 2019-12-19 100.00 novel 93.73 0.92 0.87 66.44 3.15 0.14 ok
6S73_A Q8TDX7 Serine/threonine-protein kinase Nek7 X-ray 3.50 2019-07-04 0.70 91.98 0.92 0.89 72.49 2.05 0.10 ok
6UO8_A Q9UBS5 Gamma-aminobutyric acid type B receptor su EM 3.63 2019-10-14 84.19 0.88 0.10 ok
6UO9_A Q9UBS5 Gamma-aminobutyric acid type B receptor su EM 4.80 2019-10-14 84.19 0.89 0.09 ok
6SS4_AAA P78540 Arginase-2, mitochondrial X-ray 2.90 2019-09-06 0.00 97.66 0.95 0.90 86.87 2.82 0.09 ok
6SS6_AAA P78540 Arginase-2, mitochondrial X-ray 3.25 2019-09-06 0.00 97.73 0.95 0.91 85.14 2.13 0.08 ok
6UEZ_A Q16850 Lanosterol 14-alpha demethylase X-ray 1.98 2019-09-23 0.50 95.05 0.96 0.90 85.20 1.86 0.08 ok
6SS2_AAA P78540 Arginase-2, mitochondrial X-ray 2.40 2019-09-06 0.00 97.51 0.96 0.93 90.16 2.46 0.08 ok
6S76_A Q8TDX7 Serine/threonine-protein kinase Nek7 X-ray 3.38 2019-07-04 0.00 92.41 0.95 0.89 83.74 2.02 0.08 ok
6VJM_B O75899 Gamma-aminobutyric acid type B receptor su EM 3.97 2020-01-16 77.75 0.90 0.08 ok
6UOA_A Q9UBS5 Gamma-aminobutyric acid type B receptor su EM 6.30 2019-10-14 84.19 0.91 0.07 ok
6S75_A Q8TDX7 Serine/threonine-protein kinase Nek7 X-ray 3.30 2019-07-04 0.00 92.48 0.95 0.90 84.55 1.53 0.07 ok
6P7F_A O95255 Multidrug resistance-associated protein 6 X-ray 2.85 2019-06-05 40.50 85.15 0.94 0.87 83.87 1.82 0.07 ok
6U8W_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 2.95 2019-09-06 0.00 90.68 0.94 0.85 85.68 1.57 0.07 ok
7C3Q_A O15151 Protein Mdm4 X-ray 1.80 2020-05-13 60.09 0.89 0.07 ok
6U8V_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 3.00 2019-09-06 0.00 90.68 0.94 0.86 86.01 1.56 0.07 ok
6U91_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 3.00 2019-09-06 0.00 90.68 0.94 0.86 85.75 1.56 0.07 ok
6SKU_B Q9H0U4 Ras-related protein Rab-1B X-ray 3.20 2019-08-16 0.60 93.91 0.94 0.90 87.50 1.83 0.07 ok
6SBU_A P00338 L-lactate dehydrogenase A chain X-ray 2.91 2019-07-22 0.00 96.45 0.97 0.95 87.88 1.20 0.07 ok
6SBV_A P00338 L-lactate dehydrogenase A chain X-ray 2.60 2019-07-22 0.00 96.40 0.97 0.94 88.30 1.19 0.07 ok
6UOA_B O75899 Gamma-aminobutyric acid type B receptor su EM 6.30 2019-10-14 77.75 0.92 0.06 ok
6U90_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 3.00 2019-09-06 0.00 90.68 0.95 0.87 88.73 1.44 0.06 ok
6U8X_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 2.95 2019-09-06 0.00 90.76 0.95 0.87 88.49 1.43 0.06 ok
6U8P_B Q9UJW3 DNA (cytosine-5)-methyltransferase 3-like X-ray 3.05 2019-09-05 0.00 90.92 0.96 0.89 90.08 1.26 0.05 ok
6Z2G_A Q7RTR0 NACHT, LRR and PYD domains-containing prot X-ray 1.95 2020-05-15 90.19 0.94 0.05 ok
6QVS_A P15907 Beta-galactoside alpha-2,6-sialyltransfera X-ray 1.60 2019-03-04 0.00 98.16 0.97 0.96 95.45 1.67 0.05 ok
6TPD_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.99 2019-12-13 1.10 91.69 0.98 0.92 93.25 1.05 0.05 ok
6QVT_A P15907 Beta-galactoside alpha-2,6-sialyltransfera X-ray 1.70 2019-03-04 0.00 98.17 0.98 0.96 96.55 1.41 0.04 ok
6TPE_A P23458 Tyrosine-protein kinase JAK1 X-ray 2.87 2019-12-13 0.00 90.85 0.98 0.94 94.88 0.95 0.04 ok
6TPF_A P23458 Tyrosine-protein kinase JAK1 X-ray 2.31 2019-12-13 0.00 90.30 0.98 0.95 95.49 0.92 0.04 ok
6U90_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 3.00 2019-09-06 20.70 92.82 0.99 0.96 98.28 0.60 0.03 ok
6U91_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 3.00 2019-09-06 20.00 92.82 0.99 0.96 98.45 0.60 0.03 ok
6U8W_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 2.95 2019-09-06 20.40 92.82 0.99 0.97 98.37 0.59 0.03 ok
6U8V_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 3.00 2019-09-06 20.40 92.82 0.99 0.97 98.63 0.58 0.03 ok
6U8X_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 2.95 2019-09-06 20.40 92.82 0.99 0.97 98.80 0.55 0.03 ok
6U8P_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B X-ray 3.05 2019-09-05 20.40 92.82 0.99 0.97 98.97 0.54 0.03 ok
6RTI_A Q04609 Glutamate carboxypeptidase 2 X-ray 2.20 2019-05-24 0.00 96.91 1.00 0.98 98.81 0.59 0.03 ok
6KCS_A Q14527 Helicase-like transcription factor X-ray 2.10 2019-06-28 0.00 85.98 0.98 0.95 97.86 0.71 0.03 ok
6TJJ_AAA P04062 Glucosylceramidase X-ray 1.59 2019-11-26 0.00 97.23 0.99 0.96 97.54 0.79 0.02 ok
7BXA_A Q15116 Programmed cell death protein 1 X-ray 3.32 2020-04-18 74.12 0.97 0.02 ok
6VIF_B Q15596 Nuclear receptor coactivator 2 X-ray 2.26 2020-01-13 45.09 0.64 0.95 93.18 0.93 0.02 ok
6SDS_A P00918 Carbonic anhydrase 2 X-ray 1.26 2019-07-29 0.00 97.37 0.99 0.98 98.94 0.57 0.02 ok
6TJQ_BBB P04062 Glucosylceramidase X-ray 1.41 2019-11-26 0.00 97.23 1.00 0.98 98.89 0.60 0.02 ok
6TJK_AAA P04062 Lysosomal acid glucosylceramidase X-ray 1.56 2019-11-26 0.00 97.23 1.00 0.98 98.79 0.57 0.02 ok
6VR1_B P61769 Beta-2-microglobulin X-ray 2.37 2020-02-06 94.06 0.98 0.02 ok
6TN1_AAA P04062 Lysosomal acid glucosylceramidase X-ray 0.98 2019-12-05 0.00 97.26 0.99 0.98 98.89 0.70 0.02 ok
6W50_A P03951 Coagulation factor XI X-ray 1.95 2020-03-12 86.88 0.98 0.02 ok
6W43_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 1.99 2020-03-10 90.44 0.98 0.02 ok
6W2P_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 1.94 2020-03-06 90.44 0.98 0.02 ok
6VIF_A O00482 Nuclear receptor subfamily 5 group A membe X-ray 2.26 2020-01-13 72.12 0.98 0.02 ok
6SDT_A P43166 Carbonic anhydrase 7 X-ray 1.94 2019-07-29 0.00 98.17 1.00 0.99 99.71 0.29 0.01 ok
6W0Q_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 1.89 2020-03-02 90.44 0.99 0.01 ok
6Z6V_B P02746 Complement C1q subcomponent subunit B X-ray 2.19 2020-05-29 78.56 0.99 0.01 ok
6Z6V_C P02747 Complement C1q subcomponent subunit C X-ray 2.19 2020-05-29 80.56 0.99 0.01 ok
6VR1_A A0A140T913 MHC class I antigen X-ray 2.37 2020-02-06 84.62 0.99 0.01 ok
6Z6V_A P02745 Complement C1q subcomponent subunit A X-ray 2.19 2020-05-29 82.62 0.99 0.01 ok
6YT2_A P27338 Amine oxidase [flavin-containing] B X-ray 1.80 2020-04-23 95.62 0.99 0.01 ok
6W3Q_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 2.49 2020-03-09 90.44 1.00 0.00 ok
6W3N_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 2.69 2020-03-09 90.44 1.00 0.00 ok
6W3L_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 2.59 2020-03-09 90.44 1.00 0.00 ok
6W3U_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 2.40 2020-03-09 90.44 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.