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

Release week 2018-12-19

105
structures analysed (14 full · 13.3%)
32.9%
confidently wrong
11.0%
novel sequences
00.0%
novel & wrong
0.995
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 105 structures (2.9%) are confidently wrong; median TM-score is 0.995.

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 0.995 — 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
6H03_G P02748 Complement component C9 EM 5.60 2018-07-06 0.00 83.74 0.68 0.60 0.50 34.82 0.77 ok
6H04_G P02748 Complement component C9 EM 5.60 2018-07-06 0.00 83.74 0.68 0.60 0.50 34.68 0.77 ok
6H03_F P07357 Complement component C8 alpha chain EM 5.60 2018-07-06 0.00 80.77 0.68 0.68 0.98 31.87 0.72 ok
6H04_F P07357 Complement component C8 alpha chain EM 5.60 2018-07-06 0.00 80.75 0.68 0.67 1.08 31.69 0.72 ok
6H04_A P01031 Complement C5,Complement C5 EM 5.60 2018-07-06 0.00 84.40 0.59 0.76 2.44 20.75 0.71 ok
6H03_A P01031 Complement C5,Complement C5 EM 5.60 2018-07-06 0.00 84.39 0.59 0.76 2.45 20.73 0.71 ok
6H04_D P10643 Complement component C7 EM 5.60 2018-07-06 67.90 81.17 0.56 0.64 4.09 29.74 0.67 ok
6H03_D P10643 Complement component C7 EM 5.60 2018-07-06 67.90 81.17 0.56 0.64 4.34 29.66 0.67 ok
6H03_B P13671 Complement component C6 EM 5.60 2018-07-06 0.00 81.54 0.68 0.75 10.94 16.13 0.52 ok
6MBK_Y P60709 Actin peptide X-ray 1.69 2018-08-30 95.48 0.24 0.66 26.67 6.73 0.39 wrong
6MBJ_Y P60709 Actin Peptide X-ray 1.78 2018-08-30 95.48 0.23 0.66 26.67 6.60 0.39 wrong
6MBL_Y P60709 Actin Peptide X-ray 2.20 2018-08-30 95.48 0.23 0.66 28.33 6.51 0.38 wrong
6H04_B P13671 Complement component C6 EM 5.60 2018-07-06 79.62 0.70 0.24 ok
6H04_C P07358 Complement component C8 beta chain EM 5.60 2018-07-06 81.56 0.72 0.23 ok
6H03_C P07358 Complement component C8 beta chain EM 5.60 2018-07-06 81.56 0.74 0.21 ok
5ZZ9_D Q16643 Peptide from Drebrin X-ray 2.30 2018-05-31 100.00 novel 48.23 0.32 0.63 25.00 6.21 0.19 ok
6DHW_A P49643 DNA primase large subunit X-ray 2.01 2018-05-21 80.62 0.87 0.10 ok
6I3S_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.77 2018-11-07 62.59 0.86 0.09 ok
6DUW_A P26232 Catenin alpha-2 X-ray 2.20 2018-06-22 80.50 0.93 0.06 ok
6MX3_A Q86WV6 Stimulator of interferon genes protein X-ray 1.36 2018-10-30 83.75 0.94 0.05 ok
6MX0_A Q86WV6 Stimulator of interferon genes protein X-ray 1.73 2018-10-30 83.75 0.94 0.05 ok
6NAO_A Q8N884 CYCLIC GMP-AMP SYNTHASE X-ray 3.23 2018-12-06 0.00 93.67 0.98 0.93 92.18 1.12 0.05 ok
6MXE_A Q86WV6 Stimulator of interferon genes protein X-ray 2.47 2018-10-30 83.75 0.94 0.05 ok
6DMG_A P28482 Mitogen-activated protein kinase 1 X-ray 2.20 2018-06-05 90.38 0.97 0.03 ok
6E7K_C Q8IV16 Glycosylphosphatidylinositol-anchored high X-ray 2.80 2018-07-26 73.38 0.96 0.03 ok
6GJE_A Q9BXJ7 Protein amnionless X-ray 2.30 2018-05-16 80.50 0.97 0.03 ok
6H04_E P07360 Complement component C8 gamma chain EM 5.60 2018-07-06 89.75 0.97 0.02 ok
6H03_E P07360 Complement component C8 gamma chain EM 5.60 2018-07-06 89.75 0.97 0.02 ok
6DMJ_A O60885 Bromodomain-containing protein 4 X-ray 1.15 2018-06-05 55.31 0.97 0.02 ok
6IBE_A Q9Y2J2 Band 4.1-like protein 3 X-ray 1.45 2018-11-29 58.59 0.97 0.02 ok
6DML_A O60885 Bromodomain-containing protein 4 X-ray 1.50 2018-06-05 55.31 0.97 0.02 ok
6E7K_A P06858 Lipoprotein lipase X-ray 2.80 2018-07-26 91.06 0.98 0.01 ok
5QHN_A Q5T0W9 Protein FAM83B X-ray 1.73 2018-05-18 51.22 0.97 0.01 ok
6I2T_A P06276 Cholinesterase EM 5.70 2018-11-01 93.38 0.99 0.01 ok
5QHO_A Q5T0W9 Protein FAM83B X-ray 1.66 2018-05-18 51.22 0.97 0.01 ok
5QHL_A Q5T0W9 Protein FAM83B X-ray 1.68 2018-05-18 51.22 0.97 0.01 ok
5QHJ_A Q5T0W9 Protein FAM83B X-ray 1.68 2018-05-18 51.22 0.97 0.01 ok
5QHK_A Q5T0W9 Protein FAM83B X-ray 1.61 2018-05-18 51.22 0.97 0.01 ok
5QHI_A Q5T0W9 Protein FAM83B X-ray 1.73 2018-05-18 51.22 0.97 0.01 ok
5QHR_A Q5T0W9 Protein FAM83B X-ray 1.68 2018-05-18 51.22 0.97 0.01 ok
5QHS_A Q5T0W9 Protein FAM83B X-ray 1.95 2018-05-18 51.22 0.97 0.01 ok
5QHQ_A Q5T0W9 Protein FAM83B X-ray 1.96 2018-05-18 51.22 0.98 0.01 ok
5QHP_A Q5T0W9 Protein FAM83B X-ray 2.06 2018-05-18 51.22 0.98 0.01 ok
5QHM_A Q5T0W9 Protein FAM83B X-ray 1.79 2018-05-18 51.22 0.98 0.01 ok
6DMI_A P56817 Beta-secretase 1 X-ray 1.90 2018-06-05 87.50 0.99 0.01 ok
6H33_A P00918 Carbonic anhydrase 2 X-ray 1.58 2018-07-17 97.38 0.99 0.01 ok
6IIN_A P54578 Ubiquitin carboxyl-terminal hydrolase 14 X-ray 2.53 2018-10-07 81.94 0.99 0.01 ok
6DMK_A Q92793 CREB-binding protein X-ray 1.66 2018-06-05 52.53 0.98 0.01 ok
6MBL_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 2.20 2018-08-30 86.38 0.99 0.01 ok
6MBK_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 1.69 2018-08-30 86.38 0.99 0.01 ok
6MBJ_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 1.78 2018-08-30 86.38 0.99 0.01 ok
5QJ5_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.72 2018-10-31 92.44 1.00 0.00 ok
6H34_A P00918 Carbonic anhydrase 2 X-ray 1.55 2018-07-17 97.38 1.00 0.00 ok
6H2Z_A P00918 Carbonic anhydrase 2 X-ray 1.94 2018-07-17 97.38 1.00 0.00 ok
5QII_A P28845 Corticosteroid 11-beta-dehydrogenase isozy X-ray 2.45 2018-07-03 94.75 1.00 0.00 ok
6DCC_A Q7L2J0 7SK snRNA methylphosphate capping enzyme X-ray 2.10 2018-05-04 62.66 0.99 0.00 ok
5QJ4_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.89 2018-11-12 92.44 1.00 0.00 ok
5QK2_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.65 2018-10-31 92.44 1.00 0.00 ok
5QJX_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.73 2018-10-31 92.44 1.00 0.00 ok
5QJQ_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.55 2018-10-31 92.44 1.00 0.00 ok
5QJB_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.66 2018-10-31 92.44 1.00 0.00 ok
5QKA_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.55 2018-10-31 92.44 1.00 0.00 ok
5QJU_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.77 2018-10-31 92.44 1.00 0.00 ok
5QJF_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.63 2018-10-31 92.44 1.00 0.00 ok
6DCB_A Q7L2J0 7SK snRNA methylphosphate capping enzyme X-ray 2.00 2018-05-04 62.66 0.99 0.00 ok
5QJN_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.77 2018-11-12 92.44 1.00 0.00 ok
5QJI_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.69 2018-10-31 92.44 1.00 0.00 ok
5QJG_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.57 2018-10-31 92.44 1.00 0.00 ok
5QJ9_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.85 2018-11-12 92.44 1.00 0.00 ok
5QK6_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.51 2018-10-31 92.44 1.00 0.00 ok
5QJR_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.62 2018-10-31 92.44 1.00 0.00 ok
5QJP_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.50 2018-10-31 92.44 1.00 0.00 ok
5QJO_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.98 2018-10-31 92.44 1.00 0.00 ok
5QJM_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.75 2018-10-31 92.44 1.00 0.00 ok
5QJJ_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.71 2018-10-31 92.44 1.00 0.00 ok
5QJH_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 2.03 2018-10-31 92.44 1.00 0.00 ok
5QJC_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.47 2018-10-31 92.44 1.00 0.00 ok
5QJ7_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.56 2018-10-31 92.44 1.00 0.00 ok
6H36_A P43166 Carbonic anhydrase 7 X-ray 1.85 2018-07-17 97.00 1.00 0.00 ok
5QK1_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.49 2018-10-31 92.44 1.00 0.00 ok
5QJY_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.77 2018-10-31 92.44 1.00 0.00 ok
5QJT_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.62 2018-10-31 92.44 1.00 0.00 ok
5QJE_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.75 2018-10-31 92.44 1.00 0.00 ok
5QJ6_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.65 2018-10-31 92.44 1.00 0.00 ok
5QK4_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.62 2018-10-31 92.44 1.00 0.00 ok
5QK3_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.71 2018-10-31 92.44 1.00 0.00 ok
5QJW_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.57 2018-10-31 92.44 1.00 0.00 ok
5QJL_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.66 2018-10-31 92.44 1.00 0.00 ok
5QJK_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.65 2018-10-31 92.44 1.00 0.00 ok
5QJD_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.61 2018-10-31 92.44 1.00 0.00 ok
5QK8_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.71 2018-10-31 92.44 1.00 0.00 ok
5QK7_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.66 2018-10-31 92.44 1.00 0.00 ok
5QJV_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.61 2018-10-31 92.44 1.00 0.00 ok
5QJA_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.64 2018-10-31 92.44 1.00 0.00 ok
5QK9_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.56 2018-10-31 92.44 1.00 0.00 ok
5QK5_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.63 2018-10-31 92.44 1.00 0.00 ok
5QJS_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.58 2018-10-31 92.44 1.00 0.00 ok
6H37_A P43166 Carbonic anhydrase 7 X-ray 1.90 2018-07-17 97.00 1.00 0.00 ok
5QK0_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.44 2018-10-31 92.44 1.00 0.00 ok
5QJZ_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.52 2018-10-31 92.44 1.00 0.00 ok
5QJ8_A Q9UKK9 ADP-sugar pyrophosphatase X-ray 1.76 2018-10-31 92.44 1.00 0.00 ok
6H38_A P43166 Carbonic anhydrase 7 X-ray 1.70 2018-07-17 97.00 1.00 0.00 ok
6DO3_A Q9Y2U9 Kelch domain-containing protein 2 X-ray 2.17 2018-06-08 89.69 1.00 0.00 ok
6DO4_A Q9Y2U9 Kelch domain-containing protein 2 X-ray 2.20 2018-06-08 89.69 1.00 0.00 ok
6DO5_A Q9Y2U9 Kelch domain-containing protein 2 X-ray 2.50 2018-06-08 89.69 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.