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

Release week 2019-07-24

84
structures analysed (56 full · 66.7%)
33.6%
confidently wrong
33.6%
novel sequences
00.0%
novel & wrong
0.975
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 84 structures (3.6%) are confidently wrong; median TM-score is 0.975.

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 0.975 — 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
6E5S_A P50120 Retinol-binding protein 2 X-ray 2.06 2018-07-22 0.80 96.79 0.58 0.96 3.95 15.52 0.72 ok
6O5F_A O00571 ATP-dependent RNA helicase DDX3X X-ray 2.50 2019-03-02 0.00 89.95 0.61 0.94 8.03 20.02 0.68 ok
6S5T_B P0DP24 Calmodulin-2 EM 4.15 2019-07-02 0.00 86.89 0.38 0.66 11.98 10.63 0.54 wrong
6K4L_C P0DP23 Calmodulin-1 X-ray 2.95 2019-05-24 0.00 85.41 0.50 0.46 17.12 9.98 0.49 ok
6K4K_C P0DP23 Calmodulin-1 X-ray 2.71 2019-05-24 0.00 85.56 0.50 0.45 16.88 9.85 0.49 wrong
6K4R_C P0DP23 Calmodulin-1 X-ray 3.11 2019-05-26 0.00 85.24 0.51 0.46 17.46 10.04 0.49 ok
6QK9_A P0CG47 Polyubiquitin-B X-ray 2.23 2019-01-28 1.30 95.14 0.86 0.96 40.75 9.23 0.29 ok
6ACL_B P04908 succinyl peptide H2AK95 X-ray 1.92 2018-07-26 97.37 0.38 0.52 40.00 4.12 0.25 wrong
6IGM_A Q9Y265 RuvB-like 1 EM 4.00 2018-09-25 87.56 0.76 0.21 ok
6P6C_A Q15121 Astrocytic phosphoprotein PEA-15 NMR 2019-06-03 0.00 86.25 0.61 0.65 45.56 4.39 0.21 ok
6MUO_B P62805 Histone H4 EM 3.60 2018-10-23 89.81 0.80 0.18 ok
6OFP_A Q8TD16 Protein bicaudal D homolog 2 X-ray 2.01 2019-03-31 5.60 92.67 0.89 0.97 56.32 3.37 0.18 ok
6H3E_A Q9UBU3 Appetite-regulating hormone NMR 2018-07-18 50.14 0.14 0.59 31.94 5.81 0.18 ok
6MUO_K Q03188 Centromere protein C EM 3.60 2018-10-23 100.00 novel 47.75 0.22 0.73 30.26 6.22 0.18 ok
6IGM_B Q9Y230 RuvB-like 2 EM 4.00 2018-09-25 84.12 0.80 0.17 ok
6MUP_K Q03188 Centromere protein C EM 3.50 2018-10-23 100.00 novel 47.36 0.17 0.81 31.25 5.99 0.17 ok
6MUP_B P62805 Histone H4 EM 3.50 2018-10-23 89.81 0.84 0.14 ok
6OQK_A P00747 Plasminogen Kringle 2 NMR 2019-04-26 0.00 88.96 0.80 0.79 66.67 3.79 0.14 ok
6JLE_E Q8NEV4 Myosin-IIIa X-ray 1.55 2019-03-05 100.00 novel 48.79 0.72 0.73 38.00 6.85 0.14 ok
6OQJ_A P00747 Plasminogen kringle 2 NMR 2019-04-26 0.00 88.96 0.82 0.83 65.23 3.75 0.14 ok
6MUO_D Q5QNW6 Histone H2B type 2-F EM 3.60 2018-10-23 87.69 0.86 0.12 ok
6MUP_D Q5QNW6 Histone H2B type 2-F EM 3.50 2018-10-23 87.69 0.88 0.10 ok
6OIF_A O14656 Torsin-1A EM 4.40 2019-04-09 0.40 89.78 0.93 0.78 75.35 1.94 0.09 ok
6IGM_G Q9GZN1 Actin-related protein 6 EM 4.00 2018-09-25 94.31 0.91 0.08 ok
6MUO_M Q96H22 Centromere protein N EM 3.60 2018-10-23 85.56 0.91 0.08 ok
6MUP_M Q96H22 Centromere protein N EM 3.50 2018-10-23 85.56 0.91 0.08 ok
6P6B_A Q15121 Astrocytic phosphoprotein PEA-15 NMR 2019-06-03 0.00 86.25 0.88 0.84 82.78 2.11 0.07 ok
6J1X_B Q9H0M0 NEDD4-like E3 ubiquitin-protein ligase WWP X-ray 2.30 2018-12-30 22.50 90.21 0.97 0.95 88.32 1.71 0.07 ok
6Q3S_A P04439 HLA class I histocompatibility antigen, A- X-ray 2.50 2018-12-04 0.80 96.88 0.97 0.95 88.50 1.14 0.07 ok
6J1Y_A Q9H0M0 NEDD4-like E3 ubiquitin-protein ligase WWP X-ray 2.55 2018-12-30 22.80 90.22 0.97 0.92 86.03 1.41 0.06 ok
6MUO_C Q93077 Histone H2A type 1-C EM 3.60 2018-10-23 91.00 0.93 0.06 ok
6J1Z_A O00308 NEDD4-like E3 ubiquitin-protein ligase WWP X-ray 2.70 2018-12-30 4.30 91.34 0.97 0.91 91.75 2.81 0.06 ok
6PLG_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 2.93 2019-06-30 0.00 96.84 0.98 0.96 90.43 1.00 0.06 ok
6O4D_B P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.88 2019-02-28 0.20 98.38 0.98 0.97 96.52 1.88 0.05 ok
6MUP_C Q93077 Histone H2A type 1-C EM 3.50 2018-10-23 91.00 0.95 0.05 ok
6O4F_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.90 2019-02-28 0.20 98.45 0.99 0.98 97.69 1.89 0.05 ok
6PLF_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 1.70 2019-06-30 0.00 96.75 0.98 0.98 94.34 0.84 0.05 ok
6O4G_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 2.05 2019-02-28 0.20 98.45 0.99 0.98 97.64 1.86 0.05 ok
6JUT_A Q9NYL2 Mitogen-activated protein kinase kinase ki X-ray 2.10 2019-04-15 0.00 89.85 0.96 0.92 89.48 1.83 0.05 ok
6O4D_C P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.88 2019-02-28 0.20 98.48 0.99 0.98 97.59 1.75 0.04 ok
6NO7_A P17612 cAMP-dependent protein kinase catalytic su X-ray 3.55 2019-01-15 0.00 97.10 0.99 0.93 96.06 0.78 0.04 ok
6O4D_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.88 2019-02-28 0.20 98.48 0.99 0.98 98.03 1.76 0.04 ok
6O4E_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.75 2019-02-28 0.20 98.48 0.99 0.98 98.03 1.76 0.04 ok
6PNM_A P78417 Glutathione S-transferase omega-1 X-ray 1.82 2019-07-02 0.00 95.58 0.98 0.95 95.92 1.21 0.04 ok
6PNO_A P78417 Glutathione S-transferase omega-1 X-ray 1.82 2019-07-02 0.00 95.58 0.98 0.95 96.44 1.18 0.04 ok
6OG4_A P00747 Plasminogen X-ray 1.70 2019-04-01 1.30 89.37 0.96 0.94 94.58 1.45 0.04 ok
6MUP_A P49450 Histone H3-like centromeric protein A EM 3.50 2018-10-23 81.50 0.95 0.04 ok
6PNN_A P78417 Glutathione S-transferase omega-1 X-ray 2.10 2019-07-02 0.00 95.71 0.98 0.95 96.22 1.11 0.04 ok
6Q3K_A P04439 HLA class I histocompatibility antigen, A- X-ray 1.50 2018-12-04 0.80 96.74 0.99 0.96 97.00 0.77 0.04 ok
6NZH_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.73 2019-02-13 0.00 89.99 0.98 0.95 95.98 0.87 0.03 ok
6K5O_C Q15648 Mediator of RNA polymerase II transcriptio X-ray 1.80 2019-05-29 42.33 0.78 0.66 80.00 1.28 0.03 ok
6JWA_A P68400 Casein kinase II subunit alpha X-ray 1.78 2019-04-19 0.00 97.20 0.99 0.97 96.41 0.75 0.03 ok
6PI7_A Q9Y2W6 Tudor and KH domain-containing protein X-ray 2.80 2019-06-26 0.00 93.20 0.98 0.97 96.74 0.97 0.03 ok
6NZE_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 1.96 2019-02-13 0.00 90.00 0.98 0.96 97.20 0.80 0.03 ok
6RCW_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.08 2019-04-11 0.00 96.08 0.99 0.98 97.11 1.31 0.03 ok
6RPG_A Q9NZQ7 Programmed cell death 1 ligand 1 X-ray 2.70 2019-05-14 0.00 95.97 0.98 0.95 97.22 0.68 0.03 ok
6MUO_A P49450 Histone H3-like centromeric protein A EM 3.60 2018-10-23 81.50 0.96 0.03 ok
6HLV_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.50 2018-09-11 78.75 0.96 0.03 ok
6NZF_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.39 2019-02-13 0.00 90.23 0.99 0.96 97.57 0.74 0.03 ok
6Q3S_B P61769 Beta-2-microglobulin X-ray 2.50 2018-12-04 0.00 96.78 0.98 0.97 97.75 0.62 0.03 ok
6PDP_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.50 2019-06-19 0.00 97.23 0.99 0.98 98.51 0.82 0.03 ok
6Q3K_B P61769 Beta-2-microglobulin X-ray 1.50 2018-12-04 0.00 96.78 0.98 0.98 98.75 0.64 0.03 ok
6IBO_A O15294 UDP-N-acetylglucosamine--peptide N-acetylg X-ray 2.17 2018-11-30 93.06 0.98 0.02 ok
6AAR_A P53355 Death-associated protein kinase 1 X-ray 1.95 2018-07-19 82.56 0.97 0.02 ok
6HLT_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.81 2018-09-11 78.75 0.97 0.02 ok
6HLW_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.73 2018-09-11 78.75 0.97 0.02 ok
6PDN_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.40 2019-06-19 0.00 97.24 1.00 0.99 99.35 0.39 0.02 ok
6NJ7_A P28845 Corticosteroid 11-beta-dehydrogenase isozy X-ray 2.60 2019-01-02 1.10 97.95 1.00 0.99 99.49 0.36 0.02 ok
6PCW_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.20 2019-06-18 0.00 96.98 1.00 0.99 99.18 0.40 0.02 ok
6O4H_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 2.05 2019-02-28 0.20 98.62 1.00 1.00 99.90 0.32 0.02 ok
6PDI_A P11309 Serine/threonine-protein kinase pim-1 X-ray 1.85 2019-06-19 0.00 96.97 1.00 0.99 99.09 0.38 0.02 ok
6PDO_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.40 2019-06-19 0.00 97.38 1.00 0.99 99.72 0.32 0.02 ok
6O4B_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.85 2019-02-28 0.20 98.45 1.00 1.00 99.85 0.25 0.01 ok
6ACL_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 1.92 2018-07-26 89.81 0.98 0.01 ok
6ACO_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 1.71 2018-07-26 89.81 0.99 0.01 ok
6O4C_A P49419 Alpha-aminoadipic semialdehyde dehydrogena X-ray 1.70 2019-02-28 0.20 98.45 1.00 1.00 99.90 0.23 0.01 ok
6AAW_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.00 2018-07-19 62.59 0.98 0.01 ok
6HWO_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.99 2018-10-12 67.44 0.99 0.01 ok
6ACE_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 1.98 2018-07-26 89.81 0.99 0.01 ok
6HMV_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.24 2018-09-13 78.75 0.99 0.01 ok
6HLN_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.10 2018-09-11 78.75 0.99 0.01 ok
6ACP_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 2.30 2018-07-26 89.81 0.99 0.01 ok
6HM8_A Q9H3P7 Golgi resident protein GCP60 X-ray 2.28 2018-09-12 78.75 0.99 0.01 ok
6E69_A P08246 Neutrophil elastase X-ray 2.33 2018-07-24 88.19 0.99 0.01 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.