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 2019-09-25

84
structures analysed (70 full · 83.3%)
33.6%
confidently wrong
1011.9%
novel sequences
00.0%
novel & wrong
0.969
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 0.969.

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 0.969 — 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
6OSJ_A P37840 Alpha-synuclein EM 2.80 2019-05-01 0.00 84.74 0.28 0.31 0.82 22.10 0.81 wrong
6OSM_A P37840 Alpha-synuclein EM 3.40 2019-05-01 0.00 85.28 0.26 0.29 0.83 20.71 0.80 wrong
6OSL_A P37840 Alpha-synuclein EM 3.00 2019-05-01 0.00 84.42 0.25 0.30 0.85 20.64 0.79 wrong
6U3E_A O43739 Cytohesin-3 EM 53.00 2019-08-21 0.00 84.39 0.73 0.92 17.51 18.96 0.47 ok
6RHY_A P05067 Amyloid beta A4 protein NMR 2019-04-23 0.00 48.73 0.39 0.31 1.19 18.41 0.42 ok
6U3G_A O43739 Cytohesin-3 EM 53.00 2019-08-21 0.00 84.39 0.70 0.90 24.50 12.10 0.38 ok
6PUS_A O94759 Transient receptor potential cation channe EM 3.70 2019-07-18 58.90 82.90 0.76 0.81 21.99 7.62 0.38 ok
6PUR_A O94759 Transient receptor potential cation channe EM 4.40 2019-07-18 58.90 82.90 0.76 0.81 22.09 7.59 0.37 ok
6U2L_A Q2M385 Macrophage-expressed gene 1 protein EM 2.83 2019-08-20 100.00 novel 88.76 0.90 0.88 36.09 10.17 0.29 ok
6UAN_B P15056 Serine/threonine-protein kinase B-raf EM 3.90 2019-09-11 0.40 84.64 0.86 0.78 36.30 9.54 0.26 ok
6I7L_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.32 2018-11-16 83.56 0.80 0.16 ok
6I7K_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.54 2018-11-16 83.56 0.80 0.16 ok
6IQE_A Q99623 Prohibitin-2 X-ray 1.70 2018-11-07 100.00 novel 93.93 0.83 0.96 61.44 3.52 0.16 ok
6GWE_B P00734 Thrombin light chain X-ray 2.30 2018-06-23 0.00 91.45 0.66 0.87 60.00 3.20 0.15 ok
6PUO_A O94759 Transient receptor potential cation channe EM 3.30 2019-07-18 58.90 83.00 0.94 0.84 57.87 3.63 0.15 ok
6SGE_B A0A4E0W6L3 Nanobody B6 X-ray 1.50 2019-08-04 28.40 87.08 0.81 0.76 61.59 4.24 0.15 ok
6PUU_A O94759 Transient receptor potential cation channe EM 3.70 2019-07-18 58.90 82.85 0.94 0.85 59.99 3.46 0.14 ok
6SHK_A P81605 Dermcidin X-ray 1.99 2019-08-07 0.00 72.35 0.73 0.97 60.94 2.96 0.12 ok
6QPJ_A O15516 Circadian locomoter output cycles protein X-ray 2.31 2019-02-14 3.20 89.34 0.87 0.83 72.74 3.44 0.11 ok
6JJY_U Q14118 Peptide from Dystroglycan X-ray 2.30 2019-02-27 100.00 novel 52.75 0.31 0.73 50.00 3.51 0.10 ok
6U2W_A Q2M385 Macrophage-expressed gene 1 protein EM 3.63 2019-08-20 100.00 novel 90.70 0.95 0.79 72.98 2.05 0.10 ok
6JJX_C Q4VCS5 Peptide from Angiomotin X-ray 2.00 2019-02-27 100.00 novel 41.48 0.30 0.64 46.67 4.15 0.10 ok
6R0C_D P62807 Histone H2B type 1-C/E/F/G/I EM 4.20 2019-03-12 0.00 94.14 0.86 0.92 82.53 1.91 0.08 ok
6RNY_C P0C0S8 Histone H2A type 1 EM 3.90 2019-05-09 1.60 96.41 0.92 0.93 83.18 1.60 0.08 ok
6RNY_D P62807 Histone H2B type 1-C/E/F/G/I EM 3.90 2019-05-09 0.00 93.83 0.88 0.93 83.24 1.71 0.07 ok
6KDF_A P50213 Isocitrate dehydrogenase [NAD] subunit alp X-ray 3.05 2019-07-02 0.00 95.59 0.96 0.95 85.52 1.38 0.07 ok
6KE3_B O43837 Isocitrate dehydrogenase [NAD] subunit bet X-ray 3.31 2019-07-03 46.60 94.85 0.96 0.87 86.02 1.71 0.07 ok
6J5Z_A P49773 Histidine triad nucleotide-binding protein X-ray 1.30 2019-01-12 0.00 97.16 0.96 0.95 91.52 2.50 0.07 ok
6R0C_C P0C0S8 Histone H2A type 1 EM 4.20 2019-03-12 1.60 97.38 0.92 0.90 86.89 1.22 0.07 ok
6KDY_B O43837 Isocitrate dehydrogenase [NAD] subunit bet X-ray 3.02 2019-07-03 46.60 94.85 0.95 0.89 88.02 1.67 0.07 ok
6GWE_A P00734 Thrombin heavy chain X-ray 2.30 2018-06-23 83.94 0.92 0.06 ok
6KE3_A P50213 Isocitrate dehydrogenase [NAD] subunit alp X-ray 3.31 2019-07-03 0.00 95.59 0.97 0.90 89.10 1.25 0.06 ok
6U23_A Q2M385 Macrophage-expressed gene 1 protein EM 3.49 2019-08-19 100.00 novel 89.26 0.98 0.92 87.91 1.34 0.06 ok
6KDY_A P50213 Isocitrate dehydrogenase [NAD] subunit alp X-ray 3.02 2019-07-03 0.00 95.59 0.97 0.92 90.30 1.23 0.06 ok
6IFJ_A P0DOX5 Immunoglobulin gamma-1 heavy chain X-ray 2.40 2018-09-20 91.62 0.94 0.05 ok
6U2J_A Q2M385 Macrophage-expressed gene 1 protein EM 2.37 2019-08-20 100.00 novel 89.43 0.98 0.92 90.04 1.36 0.05 ok
6KDF_C O43837 Isocitrate dehydrogenase [NAD] subunit bet X-ray 3.05 2019-07-02 46.60 95.86 0.97 0.92 92.01 1.60 0.05 ok
6KDE_B O43837 Isocitrate dehydrogenase [NAD] subunit bet X-ray 3.00 2019-07-02 46.60 95.96 0.97 0.92 91.93 1.44 0.05 ok
6IFJ_B P0DOX5 Immunoglobulin gamma-1 heavy chain X-ray 2.40 2018-09-20 91.62 0.94 0.05 ok
6S8U_B P05362 Intercellular adhesion molecule 1 X-ray 3.67 2019-07-10 0.00 93.95 0.97 0.93 93.15 0.92 0.05 ok
6U2K_B Q2M385 Macrophage-expressed gene 1 protein EM 2.93 2019-08-20 100.00 novel 89.00 0.98 0.93 91.72 1.23 0.05 ok
6J1V_A A0A173ADK6 HLA-A*3003 X-ray 2.00 2018-12-29 4.10 95.77 0.98 0.98 92.52 0.98 0.05 ok
6J58_A P49773 Histidine triad nucleotide-binding protein X-ray 1.52 2019-01-10 0.00 97.21 0.97 0.96 96.05 1.89 0.05 ok
6P7Y_B P52799 Ephrin-B2 X-ray 2.84 2019-06-06 2.10 94.42 0.95 0.92 93.98 1.21 0.05 ok
6KDE_A P50213 Isocitrate dehydrogenase [NAD] subunit alp X-ray 3.00 2019-07-02 0.00 95.59 0.98 0.94 94.94 1.04 0.04 ok
6J1W_A P04439 HLA-A*3001 X-ray 1.50 2018-12-29 3.30 96.88 0.98 0.98 94.80 0.83 0.04 ok
6R0C_A P84243 Histone H3.3 EM 4.20 2019-03-12 0.00 96.00 0.96 0.93 96.91 0.83 0.04 ok
6R0C_B P62805 Histone H4 EM 4.20 2019-03-12 0.00 95.37 0.95 0.93 97.29 1.08 0.04 ok
6RNY_B P62805 Histone H4 EM 3.90 2019-05-09 0.00 95.37 0.95 0.93 96.39 1.22 0.04 ok
6OD6_A P56817 Beta-secretase 1 X-ray 2.00 2019-03-26 0.00 96.84 0.98 0.96 95.49 1.16 0.04 ok
6RNY_A P84243 Histone H3.3 EM 3.90 2019-05-09 0.00 96.00 0.97 0.94 96.13 0.70 0.04 ok
6JJW_U Q15678 Peptide from Tyrosine-protein phosphatase X-ray 2.40 2019-02-27 100.00 novel 48.44 0.32 0.91 87.50 1.15 0.03 ok
6HKX_A P52732 Kinesin-like protein KIF11 X-ray 2.80 2018-09-09 74.38 0.95 0.03 ok
6J53_A P49773 Histidine triad nucleotide-binding protein X-ray 1.52 2019-01-10 0.00 97.27 0.98 0.96 98.01 1.28 0.03 ok
6SH1_AAA P08473 Neprilysin X-ray 2.10 2019-08-05 0.20 98.28 1.00 0.98 98.02 0.63 0.03 ok
6J64_A P49773 Histidine triad nucleotide-binding protein X-ray 0.95 2019-01-14 0.00 97.27 0.98 0.97 98.01 1.23 0.03 ok
6J5S_A P49773 Histidine triad nucleotide-binding protein X-ray 1.02 2019-01-11 0.00 97.27 0.98 0.97 98.01 1.25 0.03 ok
6J2A_A P04439 HLA-A*3003 X-ray 1.40 2018-12-31 4.10 96.88 0.99 0.97 98.27 0.63 0.03 ok
6J29_A P04439 HLA-A*3003 X-ray 1.60 2018-12-31 4.10 96.88 0.99 0.97 98.72 0.64 0.03 ok
6SFB_A O75530 Polycomb protein EED X-ray 1.52 2019-08-01 0.00 97.90 0.99 0.98 99.21 0.49 0.03 ok
6MK0_B P05106 Integrin beta-3 X-ray 3.00 2018-09-24 87.00 0.97 0.03 ok
6HKY_A P52732 Kinesin-like protein KIF11 X-ray 2.75 2018-09-09 74.38 0.96 0.03 ok
6I7I_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.33 2018-11-16 83.56 0.97 0.03 ok
6J1V_B P61769 Beta-2-microglobulin X-ray 2.00 2018-12-29 0.00 97.00 0.98 0.98 99.49 0.46 0.03 ok
6J2A_B P61769 Beta-2-microglobulin X-ray 1.40 2018-12-31 0.00 97.00 0.98 0.98 98.99 0.47 0.03 ok
6SGE_A P62745 Rho-related GTP-binding protein RhoB X-ray 1.50 2019-08-04 0.60 97.25 0.99 0.97 98.46 0.49 0.03 ok
6SKC_A Q92876 Kallikrein-6 X-ray 2.18 2019-08-15 0.50 96.71 0.99 0.99 98.65 0.48 0.02 ok
6SH2_AAA P08473 Neprilysin X-ray 2.60 2019-08-05 0.20 98.28 1.00 0.99 99.53 0.43 0.02 ok
6SKB_A Q92876 Kallikrein-6 X-ray 1.84 2019-08-15 1.40 96.60 0.99 0.98 98.32 0.54 0.02 ok
6SKD_A Q92876 Kallikrein-6 X-ray 2.26 2019-08-15 0.50 96.71 0.99 0.97 98.54 0.48 0.02 ok
6J29_B P61769 Beta-2-microglobulin X-ray 1.60 2018-12-31 0.00 97.00 0.99 0.98 99.24 0.44 0.02 ok
6J1W_B P61769 Beta-2-microglobulin X-ray 1.50 2018-12-29 0.00 97.00 0.99 0.98 99.49 0.44 0.02 ok
6R6U_A A6NK06 Cis-aconitate decarboxylase X-ray 1.71 2019-03-28 73.00 novel 98.01 0.99 0.98 98.80 0.78 0.02 ok
6QL1_A P00918 Carbonic anhydrase 2 X-ray 1.42 2019-01-31 1.60 97.89 1.00 0.99 99.32 0.41 0.02 ok
6QL2_A P00918 Carbonic anhydrase 2 X-ray 1.30 2019-01-31 1.60 97.89 1.00 0.99 99.32 0.39 0.02 ok
6PXU_A Q8IXK2 Polypeptide N-acetylgalactosaminyltransfer X-ray 2.01 2019-07-27 40.40 97.47 1.00 1.00 99.57 0.37 0.02 ok
6SFC_A O75530 Polycomb protein EED X-ray 2.00 2019-08-01 0.00 97.90 1.00 0.99 99.43 0.38 0.02 ok
6J65_A P49773 Histidine triad nucleotide-binding protein X-ray 1.42 2019-01-14 0.00 97.45 0.99 0.99 99.55 0.37 0.02 ok
6QL3_A P00918 Carbonic anhydrase 2 X-ray 1.35 2019-01-31 1.60 97.89 1.00 0.99 99.90 0.33 0.02 ok
6I7G_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.70 2018-11-16 83.56 0.98 0.02 ok
6HXU_A P62745 Rho-related GTP-binding protein RhoB X-ray 1.19 2018-10-18 92.25 0.98 0.02 ok
6MK0_A P06756 Integrin alpha-V X-ray 3.00 2018-09-24 88.31 0.98 0.01 ok
6I7H_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.25 2018-11-16 83.56 0.99 0.01 ok
6I7J_A Q9BVA6 Adenosine monophosphate-protein transferas X-ray 2.65 2018-11-16 83.56 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.