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

Release week 2022-09-07

123
structures analysed (15 full · 12.2%)
64.9%
confidently wrong
43.3%
novel sequences
00.0%
novel & wrong
0.969
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: 6 of 123 structures (4.9%) are confidently wrong; median TM-score is 0.969.

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 0.969 — 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
7VC4_C Q9NS69 Mitochondrial import receptor subunit TOM2 EM 3.74 2021-09-01 100.00 novel 76.84 0.50 0.64 1.64 23.45 0.64 ok
7VC9_M Q15388 Mitochondrial import receptor subunit TOM2 EM 13.00 2021-09-02 2.20 75.22 0.36 0.60 18.96 8.18 0.38 wrong
7VBY_A Q96B49 Mitochondrial import receptor subunit TOM6 EM 2.54 2021-09-01 100.00 novel 80.44 0.52 0.78 33.14 5.78 0.27 ok
7VC4_A Q96B49 Mitochondrial import receptor subunit TOM6 EM 3.74 2021-09-01 100.00 novel 80.38 0.52 0.78 33.33 5.65 0.27 ok
7TUE_A D5H3J5 HLA class I histocompatibility antigen, B X-ray 3.10 2022-02-02 86.25 0.72 0.25 ok
7VC4_G Q9P0U1 Mitochondrial import receptor subunit TOM7 EM 3.74 2021-09-01 92.81 0.75 0.24 ok
7VBY_G Q9P0U1 Mitochondrial import receptor subunit TOM7 EM 2.54 2021-09-01 92.81 0.76 0.22 ok
7VBY_C Q9NS69 Mitochondrial import receptor subunit TOM2 EM 2.54 2021-09-01 71.12 0.71 0.21 ok
7PPN_B P10747 T-cell-specific surface glycoprotein CD28 X-ray 1.90 2021-09-14 81.31 0.76 0.19 ok
7PL4_A P14616 Insulin receptor-related protein beta chai NMR 2021-08-28 100.00 novel 59.40 0.60 0.69 34.68 5.64 0.19 ok
8ARF_A Q96EA4 Protein Spindly X-ray 2.80 2022-08-16 74.31 0.76 0.18 ok
7TUE_D O15533 Tapasin X-ray 3.10 2022-02-02 87.06 0.80 0.18 ok
8DYF_A Q16552 Interleukin-17A X-ray 2.02 2022-08-04 84.31 0.80 0.17 ok
8DYI_A Q16552 Interleukin-17A X-ray 2.28 2022-08-04 84.31 0.81 0.16 ok
7VBG_A O43663 Protein regulator of cytokinesis 1 NMR 2021-08-31 0.00 91.25 0.64 0.85 57.84 2.94 0.15 ok
8AGJ_A P07900 Heat shock protein HSP 90-alpha X-ray 2.32 2022-07-20 85.19 0.83 0.14 ok
7QCY_A Q12923 Tyrosine-protein phosphatase non-receptor NMR 2021-11-25 60.03 0.76 0.14 ok
8AGI_A P07900 Heat shock protein HSP 90-alpha X-ray 2.10 2022-07-20 85.19 0.83 0.14 ok
8AGL_A P07900 Heat shock protein HSP 90-alpha X-ray 2.20 2022-07-20 85.19 0.83 0.14 ok
7QCX_A Q12923 Tyrosine-protein phosphatase non-receptor NMR 2021-11-25 60.03 0.77 0.14 ok
7UM3_A P18627 D1 domain loop peptide from Lymphocyte act X-ray 2.40 2022-04-06 42.31 0.24 0.48 32.69 4.99 0.13 ok
7U53_D P62807 Histone H2B type 1-C/E/F/G/I EM 4.00 2022-03-01 88.12 0.86 0.12 ok
7W6J_F Q15291 Retinoblastoma-binding protein 5 X-ray 2.68 2021-12-01 0.00 79.45 0.28 0.91 63.75 2.74 0.12 wrong
8DKN_A P37231 Peroxisome proliferator-activated receptor X-ray 1.95 2022-07-05 76.12 0.85 0.11 ok
8DYH_A Q16552 Interleukin-17A X-ray 1.94 2022-08-04 84.31 0.87 0.11 ok
8DKV_A P37231 Peroxisome proliferator-activated receptor X-ray 1.59 2022-07-06 76.12 0.85 0.11 ok
8DYG_A Q16552 Interleukin-17A X-ray 1.49 2022-08-04 84.31 0.87 0.11 ok
7W6A_F Q15291 Retinoblastoma-binding protein 5 X-ray 2.21 2021-12-01 0.00 79.83 0.29 0.92 65.79 2.25 0.11 wrong
7W67_F Q15291 Retinoblastoma-binding protein 5 X-ray 2.19 2021-12-01 0.00 79.83 0.29 0.91 65.79 2.21 0.11 wrong
7VC4_D Q8N4H5 Mitochondrial import receptor subunit TOM5 EM 3.74 2021-09-01 88.00 0.88 0.10 ok
7VBY_D Q8N4H5 Mitochondrial import receptor subunit TOM5 EM 2.54 2021-09-01 88.00 0.88 0.10 ok
7W6I_F Q15291 Retinoblastoma-binding protein 5 X-ray 2.56 2021-12-01 0.00 79.83 0.30 0.91 68.42 2.19 0.10 wrong
7W6L_D Q15291 Retinoblastoma-binding protein 5 X-ray 2.26 2021-12-01 0.00 79.83 0.29 0.92 67.11 1.97 0.10 wrong
7U50_D P62807 Histone H2B type 1-C/E/F/G/I EM 3.40 2022-03-01 88.12 0.89 0.10 ok
7TUF_C O15533 Tapasin X-ray 2.80 2022-02-02 87.06 0.89 0.10 ok
7U51_D P62807 Histone H2B type 1-C/E/F/G/I EM 3.10 2022-03-01 88.12 0.89 0.10 ok
7TUE_B P61769 Beta-2-microglobulin X-ray 3.10 2022-02-02 94.06 0.91 0.08 ok
7U52_D P62807 Histone H2B type 1-C/E/F/G/I EM 3.40 2022-03-01 88.12 0.91 0.08 ok
7QRS_A Q14160 Protein scribble homolog X-ray 1.77 2022-01-12 62.53 0.88 0.08 ok
7TUG_D O15533 Tapasin X-ray 3.90 2022-02-02 87.06 0.91 0.08 ok
7ZJX_B Q96T21 Selenocysteine insertion sequence-binding EM 3.10 2022-04-12 55.12 0.87 0.07 ok
7PHT_A P06213 Isoform Long of Insulin receptor NMR 2021-08-18 0.00 64.82 0.59 0.81 75.00 2.08 0.07 ok
7U53_C P0C0S8 Histone H2A type 1 EM 4.00 2022-03-01 91.12 0.93 0.07 ok
7U52_C P0C0S8 Histone H2A type 1 EM 3.40 2022-03-01 91.12 0.93 0.06 ok
7U50_C P0C0S8 Histone H2A type 1 EM 3.40 2022-03-01 91.12 0.93 0.06 ok
7Z6L_C Q15369 Elongin-C X-ray 2.24 2022-03-12 89.81 0.94 0.06 ok
7U51_C P0C0S8 Histone H2A type 1 EM 3.10 2022-03-01 91.12 0.94 0.05 ok
8DKV_C O75376 Nuclear receptor corepressor 1 X-ray 1.59 2022-07-06 53.05 0.58 0.83 75.00 1.82 0.05 ok
7XSZ_c P04908 Histone H2A type 1-B/E EM 3.40 2022-05-15 90.75 0.94 0.05 ok
7XTD_c P04908 Histone H2A type 1-B/E EM 3.90 2022-05-16 90.75 0.95 0.05 ok
7XSX_c P04908 Histone H2A type 1-B/E EM 3.80 2022-05-15 90.75 0.95 0.05 ok
7XSE_c P04908 Histone H2A type 1-B/E EM 3.60 2022-05-13 90.75 0.95 0.05 ok
8DKN_C O75376 Nuclear receptor corepressor 1 peptide X-ray 1.95 2022-07-05 54.50 0.63 0.84 82.69 1.48 0.04 ok
7QRT_A Q14160 Protein scribble homolog X-ray 1.90 2022-01-12 62.53 0.94 0.04 ok
7SJO_A Q92743 Serine protease HTRA1 EM 3.30 2021-10-18 83.25 0.96 0.04 ok
7XGP_A P00797 Renin X-ray 2.65 2022-04-05 85.44 0.96 0.04 ok
7SJN_A Q92743 Serine protease HTRA1 EM 3.40 2021-10-18 83.25 0.96 0.04 ok
7QS8_A Q14160 Protein scribble homolog X-ray 1.85 2022-01-13 62.53 0.94 0.04 ok
7XSZ_b P62805 Histone H4 EM 3.40 2022-05-15 89.81 0.96 0.03 ok
7TUD_B P61769 Beta-2-microglobulin X-ray 1.45 2022-02-02 94.06 0.97 0.03 ok
7XTD_b P62805 Histone H4 EM 3.90 2022-05-16 89.81 0.97 0.03 ok
7XSX_b P62805 Histone H4 EM 3.80 2022-05-15 89.81 0.97 0.03 ok
7XSE_b P62805 Histone H4 EM 3.60 2022-05-13 89.81 0.97 0.03 ok
7X7X_A P02768 Serum albumin X-ray 2.10 2022-03-10 92.69 0.97 0.03 ok
7U53_B P62805 Histone H4 EM 4.00 2022-03-01 89.81 0.97 0.03 ok
7YTQ_A Q9UJ71 CD207 molecule X-ray 1.60 2022-08-16 86.62 0.97 0.02 ok
7XSZ_d P06899 Histone H2B type 1-J EM 3.40 2022-05-15 85.50 0.97 0.02 ok
7NME_A A0A5H2UYS3 MHC class I antigen X-ray 2.20 2021-02-23 85.25 0.97 0.02 ok
7NMF_B P61769 Human MHC Class I, beta 2 microglobulin X-ray 2.98 2021-02-23 94.06 0.98 0.02 ok
7Z6L_D Q15370 Elongin-B X-ray 2.24 2022-03-12 92.50 0.98 0.02 ok
7U53_A Q71DI3 Histone H3.2 EM 4.00 2022-03-01 86.00 0.98 0.02 ok
7VC4_B O96008 Mitochondrial import receptor subunit TOM4 EM 3.74 2021-09-01 78.38 0.97 0.02 ok
7NMG_A A0A5H2UYS3 MHC class I antigen X-ray 2.48 2021-02-23 85.25 0.98 0.02 ok
7XTD_d P06899 Histone H2B type 1-J EM 3.90 2022-05-16 85.50 0.98 0.02 ok
7XSX_d P06899 Histone H2B type 1-J EM 3.80 2022-05-15 85.50 0.98 0.02 ok
7PPL_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 1.53 2021-09-14 85.94 0.98 0.02 ok
7PPN_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 1.90 2021-09-14 85.94 0.98 0.02 ok
7U50_A Q71DI3 Histone H3.2 EM 3.40 2022-03-01 86.00 0.98 0.02 ok
7XSE_d P06899 Histone H2B type 1-J EM 3.60 2022-05-13 85.50 0.98 0.02 ok
7TUC_B P61769 Beta-2-microglobulin X-ray 1.25 2022-02-02 94.06 0.98 0.02 ok
7NMG_B P61769 Human MHC Class I, beta 2 microglobulin X-ray 2.48 2021-02-23 94.06 0.98 0.02 ok
7NME_B P61769 Human MHC Class I, beta 2 microglobulin X-ray 2.20 2021-02-23 94.06 0.98 0.02 ok
7U51_A Q71DI3 Histone H3.2 EM 3.10 2022-03-01 86.00 0.98 0.02 ok
8EAD_A O60885 Bromodomain-containing protein 4 X-ray 1.65 2022-08-29 55.31 0.97 0.02 ok
7U50_B P62805 Histone H4 EM 3.40 2022-03-01 89.81 0.98 0.02 ok
7U52_A Q71DI3 Histone H3.2 EM 3.40 2022-03-01 86.00 0.98 0.02 ok
7XTD_a P84243 Histone H3.3 EM 3.90 2022-05-16 85.94 0.98 0.02 ok
7XSX_a P84243 Histone H3.3 EM 3.80 2022-05-15 85.94 0.98 0.02 ok
7Z6L_A P51531 Probable global transcription activator SN X-ray 2.24 2022-03-12 65.06 0.98 0.02 ok
7XSE_a P84243 Histone H3.3 EM 3.60 2022-05-13 85.94 0.98 0.02 ok
8DSY_A P37231 Peroxisome proliferator-activated receptor X-ray 2.95 2022-07-24 76.12 0.98 0.01 ok
7W3D_A O60885 Bromodomain-containing protein 4 X-ray 1.98 2021-11-25 55.31 0.97 0.01 ok
7PPM_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 1.48 2021-09-14 85.94 0.98 0.01 ok
7XSZ_a P84243 Histone H3.3 EM 3.40 2022-05-15 85.94 0.98 0.01 ok
7NMD_B P61769 Human MHC Class I, beta 2 microglobulin X-ray 2.25 2021-02-23 94.06 0.99 0.01 ok
8DSZ_A P37231 Peroxisome proliferator-activated receptor X-ray 2.50 2022-07-24 76.12 0.98 0.01 ok
7NMF_A A0A5H2UYS3 MHC class I antigen X-ray 2.98 2021-02-23 85.25 0.99 0.01 ok
7U52_B P62805 Histone H4 EM 3.40 2022-03-01 89.81 0.99 0.01 ok
7U51_B P62805 Histone H4 EM 3.10 2022-03-01 89.81 0.99 0.01 ok
7TUD_A D5H3J5 HLA class I histocompatibility antigen, B X-ray 1.45 2022-02-02 86.25 0.99 0.01 ok
7NMD_A A0A5H2UYS3 MHC class I antigen X-ray 2.25 2021-02-23 85.25 0.99 0.01 ok
7U50_K P27695 DNA-(apurinic or apyrimidinic site) endonu EM 3.40 2022-03-01 90.44 0.99 0.01 ok
7VB1_A P05413 Fatty acid-binding protein, heart X-ray 0.90 2021-08-30 96.19 0.99 0.01 ok
7UOA_A P43358 Melanoma antigen A 4 X-ray 3.50 2022-04-12 76.50 0.99 0.01 ok
7PJR_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.51 2021-08-24 83.94 0.99 0.01 ok
7Z6L_B P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.24 2022-03-12 84.44 0.99 0.01 ok
7PLF_AAA P00915 Carbonic anhydrase 1 X-ray 1.46 2021-08-31 96.81 0.99 0.01 ok
7ZIF_A P17752 Tryptophan 5-hydroxylase 1 X-ray 1.87 2022-04-08 87.94 0.99 0.01 ok
7W6J_A Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.68 2021-12-01 75.25 0.99 0.01 ok
7W6I_A Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.56 2021-12-01 75.25 0.99 0.01 ok
7W67_A Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.19 2021-12-01 75.25 0.99 0.01 ok
7W6A_A Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.21 2021-12-01 75.25 0.99 0.01 ok
7VCE_A P29218 Inositol monophosphatase 1 X-ray 2.60 2021-09-02 96.19 0.99 0.01 ok
7ZIH_A P17752 Tryptophan 5-hydroxylase 1 X-ray 1.47 2022-04-08 87.94 0.99 0.01 ok
7ZII_A P17752 Tryptophan 5-hydroxylase 1 X-ray 1.63 2022-04-08 87.94 0.99 0.01 ok
7W6L_A Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.26 2021-12-01 75.25 0.99 0.01 ok
7ZIG_A P17752 Tryptophan 5-hydroxylase 1 X-ray 1.81 2022-04-08 87.94 0.99 0.00 ok
7ZIJ_A P17752 Tryptophan 5-hydroxylase 1 X-ray 1.95 2022-04-08 87.94 0.99 0.00 ok
7PKV_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.68 2021-08-26 83.94 0.99 0.00 ok
7PK3_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.41 2021-08-25 83.94 1.00 0.00 ok
7TUC_A D5H3J5 HLA class I histocompatibility antigen, B X-ray 1.25 2022-02-02 86.25 1.00 0.00 ok
7SVB_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 2.24 2021-11-18 90.44 1.00 0.00 ok
7SUV_A P27695 DNA-(apurinic or apyrimidinic site) lyase X-ray 1.99 2021-11-18 90.44 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.