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

Release week 2020-03-25

86
structures analysed (72 full · 83.7%)
11.2%
confidently wrong
44.7%
novel sequences
00.0%
novel & wrong
0.98
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: 1 of 86 structures (1.2%) are confidently wrong; median TM-score is 0.98.

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 0.98 — 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
6UUN_P P35318 ADM EM 3.00 2019-10-30 0.00 70.81 0.49 0.79 38.46 4.76 0.19 wrong
6UUN_E O60895 Receptor activity-modifying protein 2 EM 3.00 2019-10-30 80.94 0.76 0.19 ok
6U8N_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.29 2019-09-05 0.00 93.42 0.87 0.89 51.54 3.44 0.19 ok
6M02_A Q96RD7 Pannexin-1 EM 3.20 2020-02-19 100.00 novel 81.87 0.86 0.76 49.78 11.04 0.18 ok
6UUN_R Q16602 Calcitonin gene-related peptide type 1 rec EM 3.00 2019-10-30 78.69 0.82 0.15 ok
6UUN_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.00 2019-10-30 91.31 0.86 0.13 ok
6UA5_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.79 2019-09-10 0.00 93.17 0.96 0.91 66.76 4.61 0.13 ok
6U8S_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.14 2019-09-05 0.00 93.17 0.96 0.91 66.49 4.59 0.13 ok
6U8E_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.03 2019-09-04 0.00 93.17 0.96 0.94 66.93 4.59 0.13 ok
6UDP_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 2.95 2019-09-19 0.00 93.17 0.96 0.96 68.88 4.49 0.12 ok
6UC2_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 4.48 2019-09-13 0.00 94.12 0.95 0.80 79.36 2.01 0.09 ok
6OYL_A Q13362 Serine/threonine-protein phosphatase 2A 56 X-ray 3.15 2019-05-14 0.00 96.08 0.95 0.93 84.75 2.50 0.09 ok
6KGR_A O60341 Lysine-specific histone demethylase 1A X-ray 2.32 2019-07-12 0.00 97.37 0.98 0.99 81.30 1.53 0.08 ok
6KGQ_A O60341 Lysine-specific histone demethylase 1A X-ray 2.32 2019-07-12 0.00 97.37 0.98 0.99 81.26 1.53 0.08 ok
6TDQ_A F6IQS1 MHC class I antigen X-ray 1.60 2019-11-10 0.80 95.88 0.97 0.94 85.30 7.01 0.08 ok
6K25_A P08758 Annexin A5 X-ray 2.40 2019-05-13 0.00 96.46 0.96 0.92 86.98 1.79 0.07 ok
6KGP_A O60341 Lysine-specific histone demethylase 1A X-ray 2.25 2019-07-12 0.00 97.42 0.98 0.98 84.89 1.34 0.07 ok
6KGO_A O60341 Lysine-specific histone demethylase 1A X-ray 2.25 2019-07-12 0.00 97.42 0.98 0.98 84.85 1.34 0.07 ok
6U8R_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.91 2019-09-05 0.00 93.42 0.97 0.90 84.58 1.61 0.07 ok
6UUN_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-10-30 89.56 0.92 0.07 ok
6V9C_A P22455 Fibroblast growth factor receptor 4 X-ray 1.90 2019-12-13 73.62 0.91 0.07 ok
6LR6_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 3.01 2020-01-15 0.40 94.11 0.99 0.97 86.54 1.25 0.07 ok
6LPF_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 2.49 2020-01-10 0.40 94.12 0.99 0.98 86.83 1.22 0.06 ok
6JOI_A P16234 Platelet-derived growth factor receptor al X-ray 3.10 2019-03-22 0.30 88.44 0.96 0.94 88.18 2.54 0.06 ok
6UAJ_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.84 2019-09-10 0.00 93.35 0.98 0.87 87.83 1.26 0.06 ok
6UA2_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 4.20 2019-09-10 0.00 93.42 0.98 0.86 88.22 1.29 0.06 ok
6KGL_B Q9UKL0 REST corepressor 1 X-ray 2.70 2019-07-12 0.00 96.48 0.95 0.98 91.67 0.97 0.06 ok
6KGK_B Q9UKL0 REST corepressor 1 X-ray 2.70 2019-07-12 0.00 96.48 0.95 0.98 91.67 0.97 0.06 ok
6VRO_B Q9Y4K1 Beta/gamma crystallin domain-containing pr X-ray 2.45 2020-02-08 100.00 novel 31.65 0.31 0.83 55.36 2.84 0.06 ok
6KGN_B Q9UKL0 REST corepressor 1 X-ray 2.62 2019-07-12 0.00 96.48 0.95 0.98 91.86 0.95 0.06 ok
6KGM_B Q9UKL0 REST corepressor 1 X-ray 2.62 2019-07-12 0.00 96.48 0.95 0.98 91.86 0.95 0.06 ok
6OCC_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.03 2019-03-22 0.00 92.24 0.97 0.92 91.32 1.28 0.06 ok
6TDO_A F6IQS1 MHC class I antigen X-ray 1.65 2019-11-09 0.80 96.36 0.98 0.95 94.57 4.37 0.05 ok
6OBF_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.71 2019-03-20 0.00 92.14 0.97 0.93 91.91 1.27 0.05 ok
6TDP_A F6IQS1 MHC class I antigen X-ray 1.40 2019-11-10 0.80 96.36 0.98 0.95 94.93 4.39 0.05 ok
6UA4_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.65 2019-09-10 0.00 93.42 0.98 0.91 92.67 1.14 0.05 ok
6OBL_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.06 2019-03-21 0.00 92.14 0.97 0.93 92.19 1.29 0.05 ok
6OBB_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.90 2019-03-20 0.00 92.14 0.97 0.92 92.00 1.23 0.05 ok
6OAV_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.94 2019-03-18 0.00 92.14 0.97 0.93 92.56 1.24 0.05 ok
6Y24_A Q96AE4 Far upstream element-binding protein 1 X-ray 1.86 2020-02-14 63.59 0.92 0.05 ok
6U9O_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.36 2019-09-09 0.00 93.42 0.98 0.91 92.78 1.11 0.05 ok
6OCX_A Q99828 Calcium and integrin-binding protein 1 X-ray 1.90 2019-03-25 0.00 79.58 0.95 0.92 91.04 1.18 0.05 ok
6RCG_A P48730 Casein kinase I isoform delta X-ray 1.40 2019-04-11 0.40 95.93 0.96 0.94 93.26 1.49 0.05 ok
6OD0_A Q99828 Calcium and integrin-binding protein 1 X-ray 2.15 2019-03-25 0.00 78.60 0.95 0.92 91.41 1.57 0.05 ok
6PZT_A P55011 Solute carrier family 12 member 2 EM 3.46 2019-08-01 100.00 novel 88.83 0.98 0.88 91.36 1.24 0.05 ok
6UDO_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.21 2019-09-19 0.00 93.47 0.99 0.94 95.28 0.96 0.04 ok
6TDR_A F6IQS1 MHC class I antigen X-ray 1.75 2019-11-10 0.80 96.43 0.98 0.98 95.64 0.84 0.04 ok
6K22_A P08758 Annexin A5 X-ray 2.75 2019-05-13 0.00 96.44 0.99 0.96 95.65 0.80 0.04 ok
6UDQ_A P12268 Inosine-5'-monophosphate dehydrogenase 2 EM 3.27 2019-09-19 0.00 93.47 0.99 0.95 94.87 0.95 0.04 ok
6OYL_B O95239 Chromosome-associated kinesin KIF4A X-ray 3.15 2019-05-14 100.00 novel 31.26 0.31 0.90 66.67 2.29 0.04 ok
6Y2C_A Q96AE4 Far upstream element-binding protein 1 X-ray 2.00 2020-02-15 63.59 0.94 0.04 ok
6KW7_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 3.02 2019-09-06 0.00 96.50 0.99 0.96 96.55 1.17 0.04 ok
6JOJ_A P16234 Platelet-derived growth factor receptor al X-ray 2.60 2019-03-22 0.00 84.87 0.98 0.91 93.27 1.10 0.04 ok
6RCH_A P48730 Casein kinase I isoform delta X-ray 1.45 2019-04-11 0.40 96.01 0.98 0.97 94.88 0.85 0.04 ok
6TDS_A F6IQS1 MHC class I antigen X-ray 1.70 2019-11-10 0.80 96.43 0.99 0.98 97.09 0.74 0.04 ok
6KOF_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.26 2019-08-09 0.00 96.44 0.99 0.96 97.10 1.16 0.04 ok
6KPS_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.25 2019-08-16 0.00 96.50 0.99 0.96 97.16 1.13 0.04 ok
6QY7_A P68400 Casein kinase II subunit alpha X-ray 2.10 2019-03-08 0.00 97.00 0.99 0.96 95.58 0.79 0.04 ok
6JOL_A P16234 Platelet-derived growth factor receptor al X-ray 1.90 2019-03-22 0.00 88.22 0.99 0.95 95.61 0.88 0.03 ok
6JOB_A P02794 Ferritin heavy chain Multiple methods 2.93 2019-03-20 2.20 98.10 0.98 0.96 97.67 1.11 0.03 ok
6TDP_B P61769 Beta-2-microglobulin X-ray 1.40 2019-11-10 0.00 97.00 0.98 0.98 98.74 0.57 0.03 ok
6TDO_B P61769 Beta-2-microglobulin X-ray 1.65 2019-11-09 0.00 97.00 0.98 0.98 98.74 0.53 0.03 ok
6JOK_A P16234 Platelet-derived growth factor receptor al X-ray 3.80 2019-03-22 0.00 84.82 0.99 0.94 95.86 0.87 0.03 ok
6Y2D_A Q96AE4 Far upstream element-binding protein 1 X-ray 1.90 2020-02-15 63.59 0.96 0.03 ok
6QY8_A P19784 Casein kinase II subunit alpha' X-ray 1.70 2019-03-08 0.00 97.55 0.99 0.99 98.44 0.50 0.03 ok
6TDS_B P61769 Beta-2-microglobulin X-ray 1.70 2019-11-10 0.00 96.78 0.98 0.98 98.00 0.63 0.02 ok
6JNR_A P19793 Retinoic acid receptor RXR-alpha X-ray 2.30 2019-03-18 0.00 93.60 0.99 0.98 99.30 0.53 0.02 ok
6JOU_C P0C0S5 Histone H2A.Z X-ray 2.17 2019-03-23 0.80 97.26 0.99 0.99 99.29 0.45 0.02 ok
6VRO_A Q13362 Serine/threonine-protein phosphatase 2A 56 X-ray 2.45 2020-02-08 84.44 0.97 0.02 ok
6KGL_A O60341 Lysine-specific histone demethylase 1A X-ray 2.70 2019-07-12 0.00 97.26 1.00 1.00 99.28 0.45 0.02 ok
6KGK_A O60341 Lysine-specific histone demethylase 1A X-ray 2.70 2019-07-12 0.00 97.26 1.00 1.00 99.28 0.45 0.02 ok
6TDR_B P61769 Beta-2-microglobulin X-ray 1.75 2019-11-10 0.00 96.78 0.98 0.98 98.50 0.60 0.02 ok
6KGN_A O60341 Lysine-specific histone demethylase 1A X-ray 2.62 2019-07-12 0.00 97.26 1.00 1.00 99.36 0.44 0.02 ok
6KGM_A O60341 Lysine-specific histone demethylase 1A X-ray 2.62 2019-07-12 0.00 97.26 1.00 1.00 99.36 0.44 0.02 ok
6TDQ_B P61769 Beta-2-microglobulin X-ray 1.60 2019-11-10 0.00 96.78 0.98 0.98 98.50 0.60 0.02 ok
6JOU_D P06899 Histone H2B type 1-J X-ray 2.17 2019-03-23 0.00 96.73 0.99 0.98 98.92 0.42 0.02 ok
6OL4_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.15 2019-04-15 0.40 97.19 0.99 0.98 98.31 0.61 0.02 ok
6JOU_A P68431 Histone H3.1 X-ray 2.17 2019-03-23 0.00 96.70 0.99 1.00 99.74 0.36 0.02 ok
6JOU_B P62805 Histone H4 X-ray 2.17 2019-03-23 0.00 96.53 0.99 0.99 100.00 0.32 0.02 ok
6QUT_A Q16790 Carbonic anhydrase 9 X-ray 1.96 2019-02-28 0.00 97.74 1.00 0.99 99.40 0.33 0.02 ok
6P0P_A Q15661 Tryptase alpha/beta-1 X-ray 2.55 2019-05-17 0.00 96.98 1.00 0.99 99.69 0.27 0.01 ok
6HJ2_A O75469 Nuclear receptor subfamily 1 group I membe X-ray 2.28 2018-08-31 85.50 0.98 0.01 ok
6W2C_A P31645 Sodium-dependent serotonin transporter X-ray 6.30 2020-03-05 84.69 0.98 0.01 ok
6W2B_A P31645 Sodium-dependent serotonin transporter X-ray 4.70 2020-03-05 84.69 0.98 0.01 ok
6VYC_A A4D1P6 WD repeat-containing protein 91 X-ray 2.10 2020-02-26 74.19 0.99 0.01 ok
6UUN_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-10-30 97.06 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.