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

Release week 2019-12-11

99
structures analysed (73 full · 73.7%)
33.0%
confidently wrong
55.1%
novel sequences
22.0%
novel & wrong
0.967
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 99 structures (3.0%) are confidently wrong; median TM-score is 0.967.

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 0.967 — 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
6T1R_A P02489 Alpha-crystallin A chain EM 9.80 2019-10-05 6.70 75.23 0.50 0.42 8.58 18.47 0.55 wrong
6PT2_A P41143 Delta opioid receptor X-ray 2.80 2019-07-14 2.70 86.46 0.68 0.77 26.04 11.12 0.34 ok
6PT3_A P41143 Delta opioid receptor X-ray 3.30 2019-07-14 2.70 86.46 0.69 0.78 27.00 10.98 0.33 ok
6R2W_L P08709 Coagulation factor VII X-ray 1.25 2019-03-19 0.00 88.17 0.56 0.93 32.69 6.02 0.31 ok
6SYT_A Q96Q15 SMG1,Serine/threonine-protein kinase SMG1, EM 3.45 2019-10-01 73.80 novel 84.00 0.50 0.78 36.02 14.76 0.28 wrong
6NIL_B Q13951 Core-binding factor subunit beta EM 3.90 2018-12-29 0.00 90.58 0.66 0.65 40.36 5.77 0.27 ok
6UPK_G Q9Y5B9 FACT complex subunit SPT16 EM 4.90 2019-10-17 79.88 0.78 0.18 ok
6UPL_D P62807 Histone H2B EM 7.40 2019-10-17 88.12 0.82 0.16 ok
6UPK_H Q08945 FACT complex subunit SSRP1 EM 4.90 2019-10-17 74.19 0.80 0.15 ok
6UPL_G Q9Y5B9 FACT complex subunit SPT16 EM 7.40 2019-10-17 79.88 0.82 0.14 ok
6UPK_D P62807 Histone H2B EM 4.90 2019-10-17 88.12 0.84 0.14 ok
6UPL_C Q93077 Histone H2A EM 7.40 2019-10-17 91.00 0.87 0.12 ok
6SZ5_A P0DP24 Calmodulin-2 X-ray 2.23 2019-10-02 0.00 87.04 0.83 0.96 66.67 2.15 0.11 ok
6V1C_A Q07654 Trefoil factor 3 X-ray 1.55 2019-11-20 81.44 0.87 0.11 ok
6PH5_A P06746 DNA polymerase beta X-ray 2.60 2019-06-25 0.00 95.81 0.93 0.94 73.69 1.98 0.11 ok
6UPL_H Q08945 FACT complex subunit SSRP1 EM 7.40 2019-10-17 74.19 0.86 0.10 ok
6TEL_A Q8TEK3 Histone-lysine N-methyltransferase, H3 lys X-ray 2.19 2019-11-12 0.00 90.51 0.94 0.89 76.68 3.32 0.10 ok
6UPK_C Q93077 Histone H2A EM 4.90 2019-10-17 91.00 0.89 0.10 ok
6UPL_B P62805 Histone H4 EM 7.40 2019-10-17 89.81 0.89 0.10 ok
6UPL_A P68431 Histone H3.1 EM 7.40 2019-10-17 86.06 0.89 0.10 ok
6TEN_A Q8TEK3 Histone-lysine N-methyltransferase, H3 lys X-ray 2.21 2019-11-12 0.00 90.35 0.94 0.89 79.01 3.23 0.09 ok
6TE6_A Q8TEK3 Histone-lysine N-methyltransferase, H3 lys X-ray 1.98 2019-11-11 0.00 90.34 0.94 0.89 80.33 3.21 0.09 ok
6PH6_A P06746 DNA polymerase beta X-ray 2.60 2019-06-25 0.00 95.79 0.94 0.94 79.29 1.80 0.09 ok
6IWS_A Q96EY1 DnaJ homolog subfamily A member 3, mitocho NMR 2018-12-06 0.00 86.21 0.81 0.84 77.05 2.12 0.09 ok
6K08_B Q6ZNX1 Shieldin complex subunit 3 X-ray 2.31 2019-05-05 100.00 novel 83.70 0.50 0.90 76.00 1.88 0.09 ok
6K07_B Q6ZNX1 Shieldin complex subunit 3 X-ray 2.24 2019-05-05 100.00 novel 83.70 0.46 0.90 77.00 1.89 0.09 wrong
6SYT_B Q8ND04 Protein SMG8 EM 3.45 2019-10-01 100.00 novel 87.26 0.95 0.85 80.90 2.44 0.08 ok
6UPK_B P62805 Histone H4 EM 4.90 2019-10-17 89.81 0.91 0.08 ok
6NAJ_B P05106 Integrin beta-3 X-ray 3.10 2018-12-05 0.00 90.33 0.97 0.90 81.34 1.68 0.08 ok
6NAJ_A P06756 Integrin alpha-V X-ray 3.10 2018-12-05 0.00 93.74 0.98 0.95 81.71 1.45 0.08 ok
6V1D_A P04155 Trefoil factor 1 X-ray 2.40 2019-11-20 88.38 0.91 0.08 ok
6OCO_A O00329 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.58 2019-03-25 0.00 91.62 0.98 0.91 85.19 2.47 0.07 ok
6NIL_A Q8IUX4 DNA dC->dU-editing enzyme APOBEC-3F EM 3.90 2018-12-29 2.60 92.90 0.93 0.84 85.73 1.84 0.07 ok
6OM2_A P06756 Integrin alpha-V X-ray 2.77 2019-04-17 0.20 95.29 0.98 0.97 84.17 1.32 0.07 ok
6UPK_A P68431 Histone H3.1 EM 4.90 2019-10-17 86.06 0.92 0.07 ok
6NAJ_C P02751 Fibronectin, HR10 variant X-ray 3.10 2018-12-05 2.20 79.38 0.85 0.77 81.39 1.98 0.07 ok
6OCU_A O00329 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.77 2019-03-25 0.00 92.12 0.98 0.92 85.49 1.70 0.07 ok
6K0Y_C Q15116 Programmed cell death protein 1 X-ray 1.70 2019-05-08 0.70 92.38 0.92 0.89 89.01 1.46 0.06 ok
6IWB_B P10415 Apoptosis regulator Bcl-2,Apoptosis regula X-ray 2.50 2018-12-05 0.00 89.46 0.93 0.84 88.13 2.34 0.06 ok
6OM2_B P26012 Integrin beta-8 X-ray 2.77 2019-04-17 59.00 91.86 0.97 0.87 88.87 1.52 0.06 ok
6SYT_C Q9H0W8 Protein SMG9 EM 3.45 2019-10-01 67.90 89.43 0.97 0.90 88.83 2.05 0.06 ok
6JGZ_A P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.60 2019-02-16 0.00 95.16 0.93 0.84 89.49 1.10 0.06 ok
6JH6_A P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.80 2019-02-17 0.00 95.16 0.93 0.85 90.65 1.05 0.06 ok
6ISN_B P18669 Phosphoglycerate mutase 1 X-ray 1.98 2018-11-17 0.00 95.82 0.96 0.92 89.91 1.43 0.06 ok
6PPG_F Q96PD4 Interleukin-17F X-ray 2.75 2019-07-06 0.00 96.59 0.94 0.95 91.97 1.23 0.06 ok
6JHN_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.50 2019-02-18 0.00 95.16 0.94 0.85 91.12 1.05 0.06 ok
6IWB_A P02649 Apolipoprotein E X-ray 2.50 2018-12-05 8.20 90.33 0.94 0.87 91.20 1.34 0.05 ok
6OM1_B P26012 Integrin beta-8 X-ray 2.66 2019-04-17 59.30 91.33 0.98 0.90 93.99 1.28 0.05 ok
6OM1_A P06756 Integrin alpha-V X-ray 2.66 2019-04-17 0.20 95.33 0.99 0.97 94.59 0.97 0.05 ok
6IWI_A O76074 cGMP-specific 3',5'-cyclic phosphodiestera X-ray 2.15 2018-12-05 0.00 94.90 0.99 0.95 95.17 1.34 0.04 ok
6L9F_C Q8N9Y4 Protein FAM181A X-ray 2.56 2019-11-09 100.00 novel 86.91 0.51 0.91 92.65 0.85 0.04 ok
6UQF_A O60741 Potassium/sodium hyperpolarization-activat EM 3.04 2019-10-19 68.94 0.94 0.04 ok
6PBH_A P04439 HLA class I histocompatibility antigen, A- X-ray 1.89 2019-06-13 0.00 96.88 0.98 0.98 94.80 0.85 0.04 ok
6R2W_H P08709 Coagulation factor VII X-ray 1.25 2019-03-19 0.50 87.75 0.98 0.91 94.48 1.76 0.04 ok
6U0L_D P01730 T-cell surface glycoprotein CD4 EM 3.30 2019-08-14 0.00 93.59 0.96 0.91 96.91 0.74 0.04 ok
6K08_A Q9UI95 Mitotic spindle assembly checkpoint protei X-ray 2.31 2019-05-05 4.00 92.79 0.97 0.92 93.84 1.26 0.04 ok
6U0N_D P01730 T-cell surface glycoprotein CD4 EM 3.50 2019-08-14 0.00 93.59 0.96 0.91 96.65 0.73 0.04 ok
6K07_A Q9UI95 Mitotic spindle assembly checkpoint protei X-ray 2.24 2019-05-05 3.60 92.79 0.97 0.93 93.97 1.24 0.04 ok
6T6B_A P37231 Peroxisome proliferator-activated receptor X-ray 2.80 2019-10-18 0.00 93.86 0.98 0.96 96.63 1.32 0.03 ok
6UDY_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.70 2019-09-19 0.00 90.56 0.98 0.94 96.52 0.99 0.03 ok
6UDX_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.70 2019-09-19 0.00 90.56 0.98 0.94 96.69 0.98 0.03 ok
6P0A_A P18858 DNA ligase 1 X-ray 2.05 2019-05-16 0.00 94.21 0.99 0.98 98.00 0.77 0.03 ok
6OM2_E P01137 proTGF-beta1 RGD peptide X-ray 2.77 2019-04-17 59.22 0.41 0.88 95.00 0.76 0.03 ok
6R2W_T P13726 Tissue factor X-ray 1.25 2019-03-19 0.00 94.37 0.98 0.98 97.62 1.20 0.03 ok
6Q92_A P05089 Arginase-1 X-ray 1.50 2018-12-17 0.00 97.34 0.99 0.97 97.80 0.85 0.03 ok
6QAF_A P05089 Arginase-1 X-ray 1.61 2018-12-19 0.00 97.34 0.99 0.97 97.96 0.84 0.02 ok
6P0B_A P18858 DNA ligase 1 X-ray 2.20 2019-05-16 0.40 94.13 1.00 0.99 99.61 0.49 0.02 ok
6UQG_A O60741 Potassium/sodium hyperpolarization-activat EM 3.54 2019-10-19 68.94 0.97 0.02 ok
6Q9P_A P05089 Arginase-1 X-ray 1.66 2018-12-18 0.00 97.90 1.00 0.99 99.28 0.47 0.02 ok
6PBH_B P61769 Beta-2-microglobulin X-ray 1.89 2019-06-13 0.00 97.11 0.99 0.99 100.00 0.37 0.02 ok
6PGD_A P61964 WD repeat-containing protein 5 X-ray 1.50 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.78 0.02 ok
6PG5_A P61964 WD repeat-containing protein 5 X-ray 1.99 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.77 0.02 ok
6P09_A P18858 DNA ligase 1 X-ray 2.05 2019-05-16 0.00 94.13 1.00 0.99 99.73 0.46 0.02 ok
6PGC_A P61964 WD repeat-containing protein 5 X-ray 1.81 2019-06-24 0.00 97.84 0.99 0.98 98.36 0.74 0.02 ok
6SZ5_B Q96PH1 NADPH oxidase 5 X-ray 2.23 2019-10-02 56.50 93.65 0.90 1.00 100.00 0.35 0.02 ok
6PGE_A P61964 WD repeat-containing protein 5 X-ray 1.76 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.76 0.02 ok
6PG7_A P61964 WD repeat-containing protein 5 X-ray 2.45 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.72 0.02 ok
6PGA_A P61964 WD repeat-containing protein 5 X-ray 2.45 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.72 0.02 ok
6PGB_A P61964 WD repeat-containing protein 5 X-ray 1.73 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.77 0.02 ok
6PG4_A P61964 WD repeat-containing protein 5 X-ray 1.60 2019-06-24 0.00 97.84 0.99 0.98 98.52 0.77 0.02 ok
6PGF_A P61964 WD repeat-containing protein 5 X-ray 1.54 2019-06-24 0.00 97.84 0.99 0.98 98.44 0.76 0.02 ok
6Q1V_A P18858 DNA ligase 1 X-ray 1.85 2019-08-06 0.20 94.13 1.00 0.99 99.81 0.45 0.02 ok
6P0C_A P18858 DNA ligase 1 X-ray 1.55 2019-05-16 0.00 94.13 1.00 0.99 99.73 0.42 0.02 ok
6P0D_A P18858 DNA ligase 1 X-ray 1.75 2019-05-16 0.40 94.20 1.00 0.99 99.80 0.38 0.02 ok
6P0E_A P18858 DNA ligase 1 X-ray 1.85 2019-05-16 0.40 94.13 1.00 0.99 99.77 0.43 0.02 ok
6PG8_A P61964 WD repeat-containing protein 5 X-ray 1.67 2019-06-24 0.00 98.12 1.00 0.99 99.67 0.29 0.01 ok
6PG9_A P61964 WD repeat-containing protein 5 X-ray 1.75 2019-06-24 0.00 97.95 1.00 0.99 99.51 0.32 0.01 ok
6PG3_A P61964 WD repeat-containing protein 5 X-ray 2.04 2019-06-24 0.00 98.12 1.00 1.00 99.83 0.26 0.01 ok
6PG6_A P61964 WD repeat-containing protein 5 X-ray 1.68 2019-06-24 0.00 98.07 1.00 0.99 99.75 0.28 0.01 ok
6USN_A P35270 Sepiapterin reductase X-ray 2.77 2019-10-28 96.69 0.99 0.01 ok
6A0H_A Q96AB6 Protein N-terminal asparagine amidohydrola X-ray 3.19 2018-06-05 95.62 0.99 0.01 ok
6A0F_A Q96AB6 Protein N-terminal asparagine amidohydrola X-ray 2.38 2018-06-05 95.62 0.99 0.01 ok
6UVP_A P56817 Beta-secretase 1 X-ray 1.56 2019-11-04 87.50 1.00 0.00 ok
6A0E_A Q96AB6 Protein N-terminal asparagine amidohydrola X-ray 1.95 2018-06-05 95.62 1.00 0.00 ok
6A0I_A Q96AB6 Protein N-terminal asparagine amidohydrola X-ray 2.00 2018-06-05 95.62 1.00 0.00 ok
6UVY_A P56817 Beta-secretase 1 X-ray 1.71 2019-11-04 87.50 1.00 0.00 ok
6UVV_A P56817 Beta-secretase 1 X-ray 1.63 2019-11-04 87.50 1.00 0.00 ok
6UWV_A P56817 Beta-secretase 1 X-ray 1.47 2019-11-05 87.50 1.00 0.00 ok
6UWP_A P56817 Beta-secretase 1 X-ray 1.29 2019-11-05 87.50 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.