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

Release week 2021-10-27

71
structures analysed (13 full · 18.3%)
57.0%
confidently wrong
22.8%
novel sequences
22.8%
novel & wrong
0.949
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: 5 of 71 structures (7.0%) are confidently wrong; median TM-score is 0.949.

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 0.949 — 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
7MN5_A P21860 Receptor tyrosine-protein kinase erbB-3 EM 2.93 2021-04-30 0.00 92.38 0.51 0.91 2.56 24.34 0.83 ok
7MN6_A P21860 Receptor tyrosine-protein kinase erbB-3 EM 3.09 2021-04-30 0.00 92.30 0.51 0.91 2.46 24.49 0.83 ok
7FJJ_P Q9H1D9 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 3.60 90.67 0.57 0.40 4.81 15.01 0.74 ok
7FJI_P Q9H1D9 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 3.60 90.67 0.57 0.40 4.81 15.01 0.74 ok
7FJJ_Q O15318 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 100.00 novel 84.26 0.35 0.57 0.87 17.60 0.71 wrong
7FJI_Q O15318 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 100.00 novel 84.26 0.35 0.57 0.87 17.60 0.71 wrong
7FJJ_I Q9Y2Y1 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 47.80 84.92 0.37 0.70 7.71 11.96 0.59 wrong
7PPO_B P0DP24 Calmodulin EM 2.91 2021-09-14 7.80 86.45 0.42 0.68 12.69 10.34 0.52 wrong
7FJI_I Q9Y2Y1 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 47.80 84.92 0.40 0.80 18.93 8.25 0.43 wrong
7JP3_A P01308 Insulin B chain,Insulin A chain X-ray 1.95 2020-08-07 2.00 49.92 0.35 0.34 28.57 7.52 0.20 ok
7S4Y_B P01308 Insulin B chain X-ray 1.71 2021-09-09 0.00 48.25 0.39 0.47 25.00 6.73 0.19 ok
7S4Y_A P01308 Insulin A chain X-ray 1.71 2021-09-09 0.00 51.25 0.27 0.48 44.05 4.81 0.14 ok
7FJJ_L P53803 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 85.75 0.85 0.13 ok
7FJI_N P05423 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 64.12 0.80 0.13 ok
7FJJ_N P05423 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 64.12 0.80 0.13 ok
7FJI_L P53803 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 85.75 0.85 0.13 ok
7FJJ_D O75575 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 82.88 0.85 0.12 ok
7FJI_D O75575 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 82.88 0.85 0.12 ok
7B00_A Q9UHI5 Large neutral amino acids transporter smal EM 3.98 2020-11-17 82.69 0.87 0.11 ok
7NX0_A Q6UXT8 ALK and LTK ligand 1 X-ray 1.95 2021-03-17 67.25 0.84 0.11 ok
7OKP_E P84243 Histone H3.3 X-ray 2.20 2021-05-18 56.36 0.38 0.70 60.00 3.30 0.11 ok
7FJI_M Q9NVU0 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 78.88 0.87 0.10 ok
7FJJ_M Q9NVU0 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 78.88 0.88 0.10 ok
7MN5_H Q02297 Isoform 6 of Pro-neuregulin-1, membrane-bo EM 2.93 2021-04-30 56.66 0.85 0.08 ok
7FJJ_G Q9Y535 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 88.00 0.91 0.08 ok
7FJI_G Q9Y535 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 88.00 0.91 0.08 ok
7MN6_H Q02297 Isoform 6 of Pro-neuregulin-1, membrane-bo EM 3.09 2021-04-30 56.66 0.89 0.07 ok
7FJJ_J P62875 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 92.94 0.93 0.06 ok
7FJI_J P62875 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 92.94 0.93 0.06 ok
7NX4_A Q9UM73 ALK tyrosine kinase receptor X-ray 3.00 2021-03-17 68.19 0.91 0.06 ok
7NWZ_C Q6UX46 ALK and LTK ligand 2 X-ray 4.17 2021-03-17 70.12 0.93 0.05 ok
7FJJ_O Q9BUI4 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 89.06 0.95 0.05 ok
7FJI_O Q9BUI4 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 89.06 0.95 0.05 ok
7FJJ_E P19388 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 93.06 0.95 0.04 ok
7FJI_E P19388 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 93.06 0.95 0.04 ok
7FJJ_K P0DPB6 DNA-directed RNA polymerases I and III sub EM 3.60 2021-08-04 86.38 0.95 0.04 ok
7FJI_K P0DPB6 DNA-directed RNA polymerases I and III sub EM 3.60 2021-08-04 86.38 0.95 0.04 ok
7E1T_C Q9NXR1 Isoform 2 of Nuclear distribution protein X-ray 2.45 2021-02-03 76.88 0.94 0.04 ok
7FJJ_H P52434 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 84.25 0.95 0.04 ok
7FJI_H P52434 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 84.25 0.95 0.04 ok
7DC1_A O00244 Copper transport protein ATOX1 X-ray 1.75 2020-10-23 97.69 0.97 0.03 ok
7LAD_A P20815 Cytochrome P450 3A5 X-ray 2.65 2021-01-06 93.44 0.97 0.03 ok
7FJJ_F P61218 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 78.44 0.97 0.03 ok
7FJI_F P61218 DNA-directed RNA polymerases I, II, and II EM 3.60 2021-08-04 78.44 0.97 0.03 ok
7B00_B P08195 Isoform 2 of 4F2 cell-surface antigen heav EM 3.98 2020-11-17 78.69 0.97 0.03 ok
7NX0_B P29376 Leukocyte tyrosine kinase receptor X-ray 1.95 2021-03-17 73.62 0.97 0.02 ok
7NX1_A P29376 Leukocyte tyrosine kinase receptor X-ray 1.30 2021-03-17 73.62 0.97 0.02 ok
7MSG_A O43557 Tumor necrosis factor ligand superfamily m X-ray 3.50 2021-05-11 84.31 0.97 0.02 ok
7R75_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.83 2021-06-24 85.94 0.98 0.02 ok
7NWZ_A Q9UM73 ALK tyrosine kinase receptor X-ray 4.17 2021-03-17 68.19 0.97 0.02 ok
7DLZ_A P09012 U1 small nuclear ribonucleoprotein A X-ray 3.00 2020-11-30 79.50 0.98 0.02 ok
7FJJ_A O14802 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 88.31 0.98 0.02 ok
7NX3_A Q9UM73 ALK tyrosine kinase receptor X-ray 2.81 2021-03-17 68.19 0.98 0.02 ok
7FJI_A O14802 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 88.31 0.98 0.01 ok
7BBG_B P61769 Beta-2-microglobulin X-ray 2.64 2020-12-17 94.06 0.99 0.01 ok
7E1T_A P51151 Ras-related protein Rab-9A X-ray 2.45 2021-02-03 91.06 0.99 0.01 ok
7DWH_A P09012 U1 small nuclear ribonucleoprotein A X-ray 3.10 2021-01-17 79.50 0.99 0.01 ok
7FJJ_B Q9NW08 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 89.00 0.99 0.01 ok
7BBG_A A0A140T913 MHC class I antigen X-ray 2.64 2020-12-17 84.62 0.99 0.01 ok
7FJI_B Q9NW08 DNA-directed RNA polymerase III subunit RP EM 3.60 2021-08-04 89.00 0.99 0.01 ok
7R7D_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.60 2021-06-24 85.94 0.99 0.01 ok
7OVY_A P39900 Macrophage metalloelastase X-ray 1.24 2021-06-15 86.94 0.99 0.01 ok
7R7I_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.85 2021-06-24 85.94 0.99 0.01 ok
7NWK_B O60563 Cyclin-T1 X-ray 2.81 2021-03-16 59.44 0.99 0.01 ok
7NWK_A P50750 Cyclin-dependent kinase 9 X-ray 2.81 2021-03-16 86.81 0.99 0.01 ok
7FJJ_C O15160 DNA-directed RNA polymerases I and III sub EM 3.60 2021-08-04 92.12 0.99 0.01 ok
7FJI_C O15160 DNA-directed RNA polymerases I and III sub EM 3.60 2021-08-04 92.12 0.99 0.01 ok
7R7L_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 3.00 2021-06-24 85.94 0.99 0.01 ok
7NL6_A Q9NNX6 DC-SIGN, CRD domain X-ray 2.20 2021-02-22 71.44 0.99 0.01 ok
7NL7_A Q9NNX6 DC-SIGN, CRD domain X-ray 2.10 2021-02-22 71.44 0.99 0.01 ok
7S2Y_A Q9Y3Z3 Deoxynucleoside triphosphate triphosphohyd X-ray 2.80 2021-09-04 88.19 0.99 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.