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

Release week 2018-12-05

127
structures analysed (12 full · 9.4%)
00.0%
confidently wrong
32.4%
novel sequences
00.0%
novel & wrong
0.924
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 127 structures (0.0%) are confidently wrong; median TM-score is 0.924.

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 0.924 — 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
6HCS_A P0DP23 Calmodulin-1 X-ray 2.00 2018-08-16 3.20 87.62 0.52 0.88 10.95 11.01 0.57 ok
6MSB_e P60896 26S proteasome complex subunit SEM1 EM 3.00 2018-10-16 0.00 68.24 0.34 0.61 5.62 13.66 0.49 ok
6MSD_e P60896 26S proteasome complex subunit SEM1 EM 3.20 2018-10-16 0.00 68.24 0.33 0.61 5.62 13.24 0.47 ok
6MSD_C P62195 26S proteasome regulatory subunit 8 EM 3.20 2018-10-16 0.00 85.56 0.63 0.81 20.66 7.66 0.40 ok
6HG7_A P02458 Collagen alpha-1(II) chain X-ray 1.00 2018-08-22 100.00 novel 43.99 0.39 0.80 0.00 17.45 0.40 ok
6MSB_C P62195 26S proteasome regulatory subunit 8 EM 3.00 2018-10-16 0.00 85.56 0.63 0.81 23.00 7.08 0.37 ok
6AHR_C P78345 Ribonuclease P protein subunit p38 EM 3.92 2018-08-20 72.75 0.73 0.20 ok
6MSB_D P43686 26S proteasome regulatory subunit 6B EM 3.00 2018-10-16 80.12 0.77 0.19 ok
6AHU_C P78345 Ribonuclease P protein subunit p38 EM 3.66 2018-08-20 72.75 0.75 0.18 ok
6MSD_D P43686 26S proteasome regulatory subunit 6B EM 3.20 2018-10-16 80.12 0.78 0.18 ok
6MSD_B P62191 26S proteasome regulatory subunit 4 EM 3.20 2018-10-16 77.81 0.78 0.17 ok
6MSB_V O43242 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 72.56 0.76 0.17 ok
6MSB_B P62191 26S proteasome regulatory subunit 4 EM 3.00 2018-10-16 77.81 0.78 0.17 ok
6AHU_K Q9H633 Ribonuclease P protein subunit p21 EM 3.66 2018-08-20 82.00 0.79 0.17 ok
6AHR_K Q9H633 Ribonuclease P protein subunit p21 EM 3.92 2018-08-20 82.00 0.79 0.17 ok
6AHR_F Q9BUL9 Ribonuclease P protein subunit p25 EM 3.92 2018-08-20 78.81 0.79 0.17 ok
6MSB_Z P51665 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 83.12 0.80 0.17 ok
6AHR_G O75817 Ribonuclease P protein subunit p20 EM 3.92 2018-08-20 83.00 0.81 0.16 ok
6MSD_Z P51665 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 83.12 0.81 0.16 ok
6AHU_F Q9BUL9 Ribonuclease P protein subunit p25 EM 3.66 2018-08-20 78.81 0.81 0.15 ok
6AHU_G O75817 Ribonuclease P protein subunit p20 EM 3.66 2018-08-20 83.00 0.82 0.15 ok
6AHR_H O95059 Ribonuclease P protein subunit p14 EM 3.92 2018-08-20 79.38 0.81 0.15 ok
6MSD_V O43242 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 72.56 0.79 0.15 ok
6MSD_d P48556 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 64.88 0.78 0.14 ok
6MSB_d P48556 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 64.88 0.78 0.14 ok
6AHU_H O95059 Ribonuclease P protein subunit p14 EM 3.66 2018-08-20 79.38 0.82 0.14 ok
6MSB_X O00231 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 82.69 0.84 0.14 ok
6MSD_X O00231 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 82.69 0.84 0.13 ok
6AHR_D O95707 Ribonuclease P protein subunit p29 EM 3.92 2018-08-20 83.88 0.86 0.12 ok
6MSB_W O00232 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 78.94 0.86 0.11 ok
6MSD_F P17980 26S proteasome regulatory subunit 6A EM 3.20 2018-10-16 80.62 0.86 0.11 ok
6MSD_W O00232 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 78.94 0.86 0.11 ok
6AHR_E Q969H6 Ribonuclease P/MRP protein subunit POP5 EM 3.92 2018-08-20 90.50 0.88 0.11 ok
6AHR_B Q99575 Ribonucleases P/MRP protein subunit POP1 EM 3.92 2018-08-20 74.12 0.86 0.10 ok
6MSD_A P35998 26S proteasome regulatory subunit 7 EM 3.20 2018-10-16 80.56 0.88 0.10 ok
6A33_I Q96CG3 15-mer peptide from TRAF-interacting prote X-ray 2.10 2018-06-14 63.58 0.39 0.74 63.64 2.82 0.10 ok
6MSB_A P35998 26S proteasome regulatory subunit 7 EM 3.00 2018-10-16 80.56 0.88 0.10 ok
6AHU_B Q99575 Ribonucleases P/MRP protein subunit POP1 EM 3.66 2018-08-20 74.12 0.87 0.10 ok
6AHU_D O95707 Ribonuclease P protein subunit p29 EM 3.66 2018-08-20 83.88 0.88 0.10 ok
6MSB_Y Q15008 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 82.38 0.88 0.10 ok
6GUE_C P24941 Cyclin-dependent kinase 2 X-ray 1.99 2018-06-19 88.44 0.89 0.10 ok
6MSD_Y Q15008 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 82.38 0.88 0.10 ok
6AHU_E Q969H6 Ribonuclease P/MRP protein subunit POP5 EM 3.66 2018-08-20 90.50 0.90 0.09 ok
6MSB_F P17980 26S proteasome regulatory subunit 6A EM 3.00 2018-10-16 80.62 0.89 0.09 ok
6GUF_A P24941 Cyclin-dependent kinase 2 X-ray 2.65 2018-06-19 88.44 0.90 0.09 ok
6GU2_A P06493 Cyclin-dependent kinase 1 X-ray 2.00 2018-06-19 89.31 0.90 0.09 ok
6MSB_c O00487 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 81.44 0.90 0.09 ok
6GUB_A P24941 Cyclin-dependent kinase 2 X-ray 2.52 2018-06-19 88.44 0.90 0.08 ok
6GUE_A P24941 Cyclin-dependent kinase 2 X-ray 1.99 2018-06-19 88.44 0.91 0.08 ok
6GUC_A P24941 Cyclin-dependent kinase 2 X-ray 2.00 2018-06-19 88.44 0.91 0.08 ok
6MSB_a Q9UNM6 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 70.75 0.89 0.08 ok
6AHR_I P78346 Ribonuclease P protein subunit p30 EM 3.92 2018-08-20 84.81 0.91 0.08 ok
6MSD_a Q9UNM6 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 70.75 0.89 0.08 ok
6MSD_c O00487 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 81.44 0.90 0.08 ok
6MSD_f Q13200 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 65.06 0.88 0.08 ok
6MSB_f Q13200 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 65.06 0.88 0.08 ok
5ZUJ_I Q96CG3 peptide 170-184 from TRAF-interacting prot X-ray 2.60 2018-05-07 62.08 0.44 0.78 75.00 2.14 0.07 ok
6I8B_B Q9Y657 Spindlin-1 X-ray 1.76 2018-11-19 81.19 0.91 0.07 ok
6MSB_b P55036 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 72.06 0.90 0.07 ok
6MSD_b P55036 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 72.06 0.90 0.07 ok
6MSD_E P62333 26S proteasome regulatory subunit 10B EM 3.20 2018-10-16 86.88 0.92 0.07 ok
6AHV_A O75818 Ribonuclease P protein subunit p40 X-ray 2.60 2018-08-20 91.62 0.93 0.07 ok
6N1H_A Q9ULZ3 Apoptosis-associated speck-like protein co EM 3.17 2018-11-08 0.00 70.25 0.83 0.79 77.71 1.78 0.07 ok
6MSB_E P62333 26S proteasome regulatory subunit 10B EM 3.00 2018-10-16 86.88 0.92 0.07 ok
6AHU_I P78346 Ribonuclease P protein subunit p30 EM 3.66 2018-08-20 84.81 0.92 0.06 ok
6GU4_A P06493 Cyclin-dependent kinase 1 X-ray 2.73 2018-06-19 89.31 0.93 0.06 ok
6I8L_B Q9Y657 Spindlin-1 X-ray 1.58 2018-11-20 81.19 0.92 0.06 ok
6GU4_C P33552 Cyclin-dependent kinases regulatory subuni X-ray 2.73 2018-06-19 92.50 0.93 0.06 ok
6GU3_A P06493 Cyclin-dependent kinase 1 X-ray 2.65 2018-06-19 89.31 0.93 0.06 ok
6MSD_u P0CG47 Ubiquitin EM 3.20 2018-10-16 93.44 0.93 0.06 ok
6MSB_u P0CG47 Ubiquitin EM 3.00 2018-10-16 93.44 0.94 0.06 ok
6GU6_B P33552 Cyclin-dependent kinases regulatory subuni X-ray 2.33 2018-06-19 92.50 0.94 0.06 ok
6GU3_C P33552 Cyclin-dependent kinases regulatory subuni X-ray 2.65 2018-06-19 92.50 0.94 0.06 ok
6MSD_J O14818 Proteasome subunit alpha type-7 EM 3.20 2018-10-16 94.38 0.94 0.05 ok
6MSB_J O14818 Proteasome subunit alpha type-7 EM 3.00 2018-10-16 94.38 0.94 0.05 ok
6IRW_A Q9H4Z3 Phosphorylated CTD-interacting factor 1 X-ray 2.90 2018-11-14 100.00 novel 94.57 0.98 0.97 93.83 1.87 0.05 ok
6MSD_U Q99460 26S proteasome non-ATPase regulatory subun EM 3.20 2018-10-16 79.25 0.94 0.05 ok
6IRV_A Q9H4Z3 Phosphorylated CTD-interacting factor 1 X-ray 2.70 2018-11-14 100.00 novel 94.57 0.98 0.96 93.98 1.87 0.05 ok
6MSB_H P25787 Proteasome subunit alpha type-2 EM 3.00 2018-10-16 94.75 0.95 0.05 ok
6MSD_H P25787 Proteasome subunit alpha type-2 EM 3.20 2018-10-16 94.75 0.95 0.05 ok
6MSD_I P25789 Proteasome subunit alpha type-4 EM 3.20 2018-10-16 93.50 0.96 0.04 ok
6MSB_I P25789 Proteasome subunit alpha type-4 EM 3.00 2018-10-16 93.50 0.96 0.04 ok
6GUH_A P24941 Cyclin-dependent kinase 2 X-ray 1.50 2018-06-19 88.44 0.95 0.04 ok
6AHR_L O75818 Ribonuclease P protein subunit p40 EM 3.92 2018-08-20 91.62 0.96 0.04 ok
6GU7_A P06493 Cyclin-dependent kinase 1 X-ray 2.75 2018-06-19 89.31 0.96 0.04 ok
6GU6_A P06493 Cyclin-dependent kinase 1 X-ray 2.33 2018-06-19 89.31 0.96 0.04 ok
6AHU_L O75818 Ribonuclease P protein subunit p40 EM 3.66 2018-08-20 91.62 0.96 0.04 ok
6GU7_B P33552 Cyclin-dependent kinases regulatory subuni X-ray 2.75 2018-06-19 92.50 0.96 0.03 ok
6MSB_U Q99460 26S proteasome non-ATPase regulatory subun EM 3.00 2018-10-16 79.25 0.96 0.03 ok
6N1I_A Q9NPP4 NLR family CARD domain-containing protein EM 3.58 2018-11-08 33.40 86.42 0.97 0.94 97.94 0.58 0.03 ok
6MSD_K P28066 Proteasome subunit alpha type-5 EM 3.20 2018-10-16 94.12 0.97 0.03 ok
6MSD_M P25788 Proteasome subunit alpha type-3 EM 3.20 2018-10-16 94.50 0.97 0.03 ok
6MSB_K P28066 Proteasome subunit alpha type-5 EM 3.00 2018-10-16 94.12 0.97 0.03 ok
6MSB_M P25788 Proteasome subunit alpha type-3 EM 3.00 2018-10-16 94.50 0.97 0.03 ok
6MVD_A P04180 Phosphatidylcholine-sterol acyltransferase X-ray 3.10 2018-10-25 86.75 0.97 0.03 ok
6GUK_A P24941 Cyclin-dependent kinase 2 X-ray 1.30 2018-06-19 88.44 0.97 0.02 ok
6MSD_O Q99436 Proteasome subunit beta type-7 EM 3.20 2018-10-16 90.38 0.98 0.02 ok
6MSB_O Q99436 Proteasome subunit beta type-7 EM 3.00 2018-10-16 90.38 0.98 0.02 ok
5ZUJ_A Q9Y4K3 TNF receptor-associated factor 6 X-ray 2.60 2018-05-07 84.19 0.98 0.02 ok
6GU2_C P33552 Cyclin-dependent kinases regulatory subuni X-ray 2.00 2018-06-19 92.50 0.98 0.02 ok
6A33_A Q9Y4K3 TNF receptor-associated factor 6 X-ray 2.10 2018-06-14 84.19 0.98 0.02 ok
6MSB_G P60900 Proteasome subunit alpha type-6 EM 3.00 2018-10-16 96.06 0.98 0.02 ok
6MSD_G P60900 Proteasome subunit alpha type-6 EM 3.20 2018-10-16 96.06 0.98 0.02 ok
6MSB_Q P49721 Proteasome subunit beta type-2 EM 3.00 2018-10-16 96.69 0.98 0.02 ok
6MSD_Q P49721 Proteasome subunit beta type-2 EM 3.20 2018-10-16 96.69 0.98 0.02 ok
6MSD_L P25786 Proteasome subunit alpha type-1 EM 3.20 2018-10-16 91.88 0.99 0.01 ok
6MSB_L P25786 Proteasome subunit alpha type-1 EM 3.00 2018-10-16 91.88 0.99 0.01 ok
6MSD_P P49720 Proteasome subunit beta type-3 EM 3.20 2018-10-16 97.31 0.99 0.01 ok
6MSB_P P49720 Proteasome subunit beta type-3 EM 3.00 2018-10-16 97.31 0.99 0.01 ok
6MSD_N P28072 Proteasome subunit beta type-6 EM 3.20 2018-10-16 88.69 0.99 0.01 ok
6MSB_N P28072 Proteasome subunit beta type-6 EM 3.00 2018-10-16 88.69 0.99 0.01 ok
6MSD_R P28074 Proteasome subunit beta type-5 EM 3.20 2018-10-16 82.38 0.99 0.01 ok
6MSB_R P28074 Proteasome subunit beta type-5 EM 3.00 2018-10-16 82.38 0.99 0.01 ok
6GU3_B P14635 G2/mitotic-specific cyclin-B1 X-ray 2.65 2018-06-19 76.56 0.99 0.01 ok
6GU4_B P14635 G2/mitotic-specific cyclin-B1 X-ray 2.73 2018-06-19 76.56 0.99 0.01 ok
6MSB_S P20618 Proteasome subunit beta type-1 EM 3.00 2018-10-16 91.38 0.99 0.01 ok
6MSD_S P20618 Proteasome subunit beta type-1 EM 3.20 2018-10-16 91.38 0.99 0.01 ok
6GU2_B P14635 G2/mitotic-specific cyclin-B1 X-ray 2.00 2018-06-19 76.56 0.99 0.01 ok
6MSD_T P28070 Proteasome subunit beta type-4 EM 3.20 2018-10-16 87.44 0.99 0.01 ok
6MSB_T P28070 Proteasome subunit beta type-4 EM 3.00 2018-10-16 87.44 0.99 0.01 ok
6HKZ_A Q04609 Glutamate carboxypeptidase 2 X-ray 2.09 2018-09-09 93.81 0.99 0.01 ok
6H7Y_A Q04609 Glutamate carboxypeptidase 2 X-ray 1.81 2018-07-31 93.81 0.99 0.01 ok
6HKJ_A Q04609 Glutamate carboxypeptidase 2 X-ray 2.09 2018-09-06 93.81 0.99 0.01 ok
6H7Z_A Q04609 Glutamate carboxypeptidase 2 X-ray 2.00 2018-07-31 93.81 1.00 0.00 ok
6I6R_A P35475 Alpha-L-iduronidase X-ray 2.02 2018-11-15 94.75 1.00 0.00 ok
6I6X_B P35475 Alpha-L-iduronidase X-ray 2.39 2018-11-15 94.75 1.00 0.00 ok
6I6X_A P35475 Alpha-L-iduronidase X-ray 2.39 2018-11-15 94.75 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.