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

Release week 2022-02-23

89
structures analysed (17 full · 19.1%)
22.2%
confidently wrong
22.2%
novel sequences
00.0%
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: 2 of 89 structures (2.2%) 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
7MD5_A P06213 Isoform Short of Insulin receptor EM 5.20 2021-04-03 0.20 88.46 0.52 0.85 4.88 14.05 0.69 ok
7PNF_B P04275 von Willebrand factor EM 4.35 2021-09-06 0.00 86.42 0.20 0.58 7.67 19.39 0.66 wrong
7PMV_A P04275 von Willebrand factor EM 3.70 2021-09-02 0.00 86.42 0.20 0.58 7.76 19.39 0.65 wrong
7R4T_A P10636 Microtubule-associated protein tau EM 2.75 2022-02-09 0.00 67.86 0.25 0.47 0.00 24.45 0.64 ok
7R5H_A P10636 Microtubule-associated protein tau EM 2.59 2022-02-10 0.00 67.22 0.21 0.49 0.30 23.64 0.64 ok
7MD4_A P06213 Isoform Short of Insulin receptor EM 4.50 2021-04-03 0.20 89.12 0.59 0.89 11.29 14.73 0.63 ok
7OS1_F O75554 WW domain-binding protein 4 EM 3.30 2021-06-07 0.60 63.00 0.25 0.80 11.54 11.07 0.40 ok
7OS2_C Q9NZ63 Telomere length and silencing protein 1 ho EM 2.76 2021-06-07 100.00 novel 72.79 0.50 0.82 19.91 9.16 0.36 ok
7SQH_A Q9H813 Proton-activated chloride channel EM 2.50 2021-11-05 78.81 0.76 0.19 ok
7VGX_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.20 2021-09-19 93.75 0.81 0.18 ok
7OLY_A P08476 Inhibin beta A chain X-ray 3.27 2021-05-20 0.00 81.07 0.67 0.74 50.86 4.45 0.18 ok
7FIN_R P48546 Gastric inhibitory polypeptide receptor,hu EM 3.10 2021-07-31 78.50 0.78 0.18 ok
7MD5_P P01308 Insulin B chain EM 5.20 2021-04-03 0.00 48.25 0.31 0.61 33.33 5.35 0.16 ok
7MD4_O P01308 Insulin chain A EM 4.50 2021-04-03 0.00 51.25 0.24 0.44 45.24 4.89 0.14 ok
7SQF_A Q9H813 Proton-activated chloride channel EM 3.10 2021-11-05 78.81 0.82 0.14 ok
7VGX_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-09-19 89.56 0.84 0.14 ok
7SQG_A Q9H813 Proton-activated chloride channel EM 2.60 2021-11-05 78.81 0.83 0.13 ok
7STA_A Q99731 C-C motif chemokine 19 X-ray 2.50 2021-11-12 83.19 0.84 0.13 ok
7MD5_O P01308 Insulin chain A EM 5.20 2021-04-03 0.00 51.25 0.21 0.50 50.00 4.14 0.12 ok
7VGX_L P01303 Neuropeptide Y EM 3.20 2021-09-19 0.00 81.36 0.55 0.75 63.64 2.76 0.11 ok
7MD4_P P01308 Insulin B chain EM 4.50 2021-04-03 0.00 49.79 0.42 0.60 46.74 3.85 0.11 ok
7V1N_K P10646 Isoform Beta of Tissue factor pathway inhi EM 3.20 2021-08-05 73.62 0.85 0.11 ok
7W27_C Q5T5X7 BEN domain-containing protein 3 X-ray 1.49 2021-11-22 64.06 0.84 0.10 ok
7OLY_K P36896 Activin receptor type-1B X-ray 3.27 2021-05-20 83.38 0.89 0.09 ok
7LTX_A P00533 Epidermal growth factor receptor X-ray 2.30 2021-02-20 75.94 0.91 0.07 ok
7F6J_C Q8NEN9 PDZ domain-containing protein 8 X-ray 2.10 2021-06-25 62.09 0.89 0.07 ok
7VGX_R P25929 Neuropeptide Y receptor type 1 EM 3.20 2021-09-19 79.88 0.92 0.06 ok
7RW4_A Q9HDC5 Junctophilin-1 X-ray 1.31 2021-08-19 65.44 0.90 0.06 ok
7MD5_M P06213 Isoform Short of Insulin receptor alpha EM 5.20 2021-04-03 3.80 59.59 0.65 0.86 78.33 1.96 0.06 ok
7RXE_A Q9BR39 Junctophilin-2 N-terminal fragment X-ray 2.35 2021-08-22 64.06 0.91 0.06 ok
7OLY_C Q13705 Activin receptor type-2B X-ray 3.27 2021-05-20 83.31 0.94 0.05 ok
7AAM_C Q9Y2R2 Tyrosine-protein phosphatase non-receptor X-ray 2.15 2020-09-04 100.00 novel 65.97 0.35 0.94 82.14 1.27 0.05 ok
7OS2_J Q6P2Q9 Pre-mRNA-processing-splicing factor 8 EM 2.76 2021-06-07 84.94 0.95 0.04 ok
7VJL_A P22455 Fibroblast growth factor receptor 4 X-ray 2.90 2021-09-28 73.62 0.94 0.04 ok
7B85_A P00533 Epidermal growth factor receptor X-ray 2.50 2020-12-12 75.94 0.95 0.04 ok
7LG8_A P00533 Epidermal growth factor receptor X-ray 2.93 2021-01-19 75.94 0.95 0.04 ok
7SG0_A P01909 HLA class II histocompatibility antigen, D X-ray 3.00 2021-10-04 87.94 0.96 0.03 ok
7W5O_A P28482 Mitogen-activated protein kinase 1 X-ray 2.35 2021-11-30 90.38 0.97 0.03 ok
7A6J_A P00533 Epidermal growth factor receptor X-ray 2.00 2020-08-25 75.94 0.96 0.03 ok
7SG2_B Q5Y7D3 MHC class II HLA-DQ-beta-1 X-ray 3.10 2021-10-04 85.31 0.96 0.03 ok
7SG1_B Q5Y7D3 MHC class II HLA-DQ-beta-1 X-ray 3.10 2021-10-04 85.31 0.97 0.03 ok
7AAM_A O43586 Proline-serine-threonine phosphatase-inter X-ray 2.15 2020-09-04 85.75 0.97 0.03 ok
7SG2_A P01909 HLA class II histocompatibility antigen, D X-ray 3.10 2021-10-04 87.94 0.97 0.03 ok
7SG1_A P01909 HLA class II histocompatibility antigen, D X-ray 3.10 2021-10-04 87.94 0.97 0.03 ok
7AAL_A O43586 Proline-serine-threonine phosphatase-inter X-ray 1.97 2020-09-04 85.75 0.97 0.03 ok
7AAN_A O43586 Proline-serine-threonine phosphatase-inter X-ray 2.14 2020-09-04 85.75 0.97 0.03 ok
7OS1_B O75643 U5 small nuclear ribonucleoprotein 200 kDa EM 3.30 2021-06-07 82.75 0.97 0.03 ok
7MD4_M P06213 Isoform Short of Insulin receptor subunit EM 4.50 2021-04-03 3.80 63.68 0.56 0.86 97.73 0.70 0.03 ok
7F6J_A P51149 Ras-related protein Rab-7a X-ray 2.10 2021-06-25 88.69 0.97 0.02 ok
7YX6_A Q9Y5A9 YTH domain-containing family protein 2 X-ray 1.80 2022-02-15 59.50 0.96 0.02 ok
7A6K_A P00533 Epidermal growth factor receptor X-ray 2.00 2020-08-25 75.94 0.97 0.02 ok
7NI3_A P05164 Myeloperoxidase X-ray 2.10 2021-02-11 89.00 0.97 0.02 ok
7LUB_A P07954 Fumarate hydratase, mitochondrial X-ray 2.15 2021-02-21 92.69 0.98 0.02 ok
7S8R_B P61769 Beta-2-microglobulin X-ray 2.95 2021-09-19 94.06 0.98 0.02 ok
7A6I_A P00533 Epidermal growth factor receptor X-ray 2.40 2020-08-25 75.94 0.97 0.02 ok
7RXQ_A Q9BR39 Junctophilin-2 N-terminal fragment X-ray 2.03 2021-08-23 64.06 0.97 0.02 ok
7S8Q_B P61769 Beta-2-microglobulin X-ray 2.08 2021-09-19 94.06 0.98 0.02 ok
7S8S_A U5YJK1 HLA class I histocompatibility antigen, A X-ray 1.87 2021-09-19 89.06 0.98 0.02 ok
7NI1_A P05164 Myeloperoxidase X-ray 2.11 2021-02-11 89.00 0.98 0.02 ok
7LTA_A P09382 Galectin-1 X-ray 1.53 2021-02-19 96.50 0.98 0.02 ok
7F1D_A P56817 Beta-secretase 1 X-ray 2.05 2021-06-09 87.50 0.98 0.02 ok
7ETV_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.31 2021-05-14 92.50 0.98 0.02 ok
7RHT_A O60684 Importin subunit alpha-7 X-ray 2.50 2021-07-18 86.69 0.98 0.02 ok
7NI1_C P05164 Myeloperoxidase X-ray 2.11 2021-02-11 89.00 0.98 0.02 ok
7NI3_C P05164 Myeloperoxidase X-ray 2.10 2021-02-11 89.00 0.98 0.01 ok
7ETU_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.39 2021-05-14 92.50 0.98 0.01 ok
7ETT_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.50 2021-05-14 92.50 0.98 0.01 ok
7LD9_B P19440 Glutathione hydrolase 1 light chain X-ray 1.42 2021-01-12 94.81 0.99 0.01 ok
7OS2_B O75643 U5 small nuclear ribonucleoprotein 200 kDa EM 2.76 2021-06-07 82.75 0.98 0.01 ok
7S8S_B P61769 Beta-2-microglobulin X-ray 1.87 2021-09-19 94.06 0.99 0.01 ok
7S8R_A U5YJK1 HLA class I histocompatibility antigen, A X-ray 2.95 2021-09-19 89.06 0.99 0.01 ok
7VGX_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-09-19 97.06 0.99 0.01 ok
7SG0_B O19712 MHC class II HLA-DQ-beta-1 X-ray 3.00 2021-10-04 89.69 0.99 0.01 ok
7LD9_A P19440 Glutathione hydrolase 1 heavy chain X-ray 1.42 2021-01-12 94.81 0.99 0.01 ok
7N3M_AAA Q9Y6A2 Cholesterol 24-hydroxylase X-ray 1.70 2021-06-01 94.75 0.99 0.01 ok
7N3L_A Q9Y6A2 Cholesterol 24-hydroxylase X-ray 1.63 2021-06-01 94.75 0.99 0.01 ok
7F1G_A Q9Y5Z0 Beta-secretase 2 X-ray 1.50 2021-06-09 82.69 0.99 0.01 ok
6YWT_A P11172 Uridine 5'-monophosphate synthase X-ray 1.05 2020-04-30 92.12 0.99 0.01 ok
6ZX1_A P11172 Uridine 5'-monophosphate synthase X-ray 1.00 2020-07-29 92.12 0.99 0.01 ok
7S8Q_A U5YJK1 HLA class I histocompatibility antigen, A X-ray 2.08 2021-09-19 89.06 0.99 0.01 ok
7NH8_AAA P00918 Carbonic anhydrase 2 X-ray 1.37 2021-02-10 97.38 0.99 0.01 ok
7NH6_AAA P00918 Carbonic anhydrase 2 X-ray 1.28 2021-02-10 97.38 0.99 0.01 ok
6ZX3_A P11172 Uridine 5'-monophosphate synthase X-ray 1.15 2020-07-29 92.12 0.99 0.00 ok
6ZX2_A P11172 Uridine 5'-monophosphate synthase X-ray 1.20 2020-07-29 92.12 0.99 0.00 ok
6ZWY_A P11172 Uridine 5'-monophosphate synthase X-ray 1.00 2020-07-29 92.12 0.99 0.00 ok
6ZWZ_A P11172 Uridine 5'-monophosphate synthase X-ray 1.20 2020-07-29 92.12 1.00 0.00 ok
6YWU_A P11172 Uridine 5'-monophosphate synthase X-ray 1.10 2020-04-30 92.12 1.00 0.00 ok
6ZX0_A P11172 Uridine 5'-monophosphate synthase X-ray 1.25 2020-07-29 92.12 1.00 0.00 ok
6YVO_A P11172 Uridine 5'-monophosphate synthase X-ray 1.25 2020-04-28 92.12 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.