Live Stats, next update: Wed 09 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2020-05-27

110
structures analysed (47 full · 42.7%)
21.8%
confidently wrong
43.6%
novel sequences
00.0%
novel & wrong
0.956
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 110 structures (1.8%) are confidently wrong; median TM-score is 0.956.

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 0.956 — 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
6XTX_5 P33992 DNA replication licensing factor MCM5 EM 3.29 2020-01-16 52.90 81.99 0.61 0.86 9.19 10.35 0.52 ok
6WDO_C Q8NE86 Calcium uniporter protein, mitochondrial EM 3.60 2020-04-01 0.00 91.49 0.59 0.90 14.09 9.32 0.52 ok
6WW7_E Q8N4V1 Membrane magnesium transporter 1 EM 3.40 2020-05-08 100.00 novel 85.21 0.60 0.86 16.83 9.72 0.47 ok
6XTY_5 P33992 DNA replication licensing factor MCM5 EM 6.77 2020-01-16 52.90 81.99 0.69 0.86 18.93 8.02 0.39 ok
6WW7_C Q9P0I2 ER membrane protein complex subunit 3 EM 3.40 2020-05-08 100.00 novel 83.43 0.65 0.85 33.49 6.32 0.29 ok
6ULK_C P01111 GLY-ALA-ASP-GLY-VAL-GLY-LYS-SER-ALA-LEU X-ray 1.90 2019-10-08 96.67 0.29 0.62 40.00 4.76 0.28 wrong
6UON_C P01111 GLY-ALA-ASP-GLY-VAL-GLY-LYS-SER-ALA-LEU X-ray 3.50 2019-10-15 96.67 0.32 0.64 42.50 4.00 0.24 wrong
6Y4L_A Q15006 ER membrane protein complex subunit 2 X-ray 2.20 2020-02-21 94.25 0.76 0.22 ok
6XTX_3 P25205 DNA replication licensing factor MCM3 EM 3.29 2020-01-16 74.12 0.71 0.21 ok
6XTY_3 P25205 DNA replication licensing factor MCM3 EM 6.77 2020-01-16 74.12 0.76 0.18 ok
6XTX_2 P49736 DNA replication licensing factor MCM2 EM 3.29 2020-01-16 76.25 0.78 0.17 ok
6WDO_B Q9H4I9 Essential MCU regulator, mitochondrial EM 3.60 2020-04-01 72.56 0.80 0.15 ok
6XTY_2 P49736 DNA replication licensing factor MCM2 EM 6.77 2020-01-16 76.25 0.82 0.14 ok
6WHC_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.40 2020-04-07 91.31 0.86 0.13 ok
6WDN_C Q8NE86 Calcium uniporter protein, mitochondrial EM 3.20 2020-04-01 79.12 0.84 0.13 ok
6XTX_6 Q14566 DNA replication licensing factor MCM6 EM 3.29 2020-01-16 76.44 0.84 0.12 ok
6WDO_Q Q9BPX6 Calcium uptake protein 1, mitochondrial EM 3.60 2020-04-01 76.12 0.84 0.12 ok
6WDN_D Q9H4I9 Essential MCU regulator, mitochondrial EM 3.20 2020-04-01 72.56 0.83 0.12 ok
6LS5_A P09467 Fructose-1,6-bisphosphatase 1 X-ray 2.03 2020-01-17 6.80 95.56 0.94 0.92 74.92 4.22 0.12 ok
6WHC_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2020-04-07 89.56 0.87 0.12 ok
6WDO_A Q8NE86 Calcium uniporter protein, mitochondrial EM 3.60 2020-04-01 79.12 0.86 0.11 ok
6WDN_A Q8IYU8 Calcium uptake protein 2, mitochondrial EM 3.20 2020-04-01 74.19 0.85 0.11 ok
6XTY_6 Q14566 DNA replication licensing factor MCM6 EM 6.77 2020-01-16 76.44 0.86 0.11 ok
6VYP_L Q9UKL0 REST corepressor 1 X-ray 4.99 2020-02-27 68.50 0.85 0.10 ok
6XTX_7 P33993 DNA replication licensing factor MCM7 EM 3.29 2020-01-16 80.44 0.88 0.10 ok
6XTY_A Q14691 DNA replication complex GINS protein PSF1 EM 6.77 2020-01-16 93.00 0.90 0.09 ok
6XTX_A Q14691 DNA replication complex GINS protein PSF1 EM 3.29 2020-01-16 93.00 0.90 0.09 ok
6ULH_E P0CG48 Ubiquitin X-ray 1.97 2019-10-08 0.00 89.83 0.92 0.93 79.61 2.52 0.08 ok
6UMS_E P0CG48 Ubiquitin X-ray 2.34 2019-10-10 0.00 89.83 0.92 0.91 80.59 2.50 0.08 ok
6WW7_B Q15006 ER membrane protein complex subunit 2 EM 3.40 2020-05-08 94.25 0.92 0.08 ok
6LXW_P P01833 Polymeric immunoglobulin receptor EM 3.27 2020-02-12 0.20 90.23 0.98 0.91 82.85 2.52 0.08 ok
6XTY_C Q9BRX5 DNA replication complex GINS protein PSF3 EM 6.77 2020-01-16 87.44 0.91 0.08 ok
6XTX_C Q9BRX5 DNA replication complex GINS protein PSF3 EM 3.29 2020-01-16 87.44 0.91 0.08 ok
6UMP_E P0CG48 Ubiquitin X-ray 2.80 2019-10-10 0.00 89.83 0.91 0.88 84.87 2.09 0.08 ok
6LX3_P P01833 Polymeric immunoglobulin receptor EM 3.15 2020-02-10 0.20 90.21 0.98 0.91 84.28 2.49 0.08 ok
6ULH_C P61088 Ubiquitin-conjugating enzyme E2 N X-ray 1.97 2019-10-08 0.00 96.02 0.93 0.90 86.03 1.55 0.07 ok
6XTY_7 P33993 DNA replication licensing factor MCM7 EM 6.77 2020-01-16 80.44 0.91 0.07 ok
6WDO_R Q8IYU8 Calcium uptake protein 2, mitochondrial EM 3.60 2020-04-01 74.19 0.91 0.07 ok
6P5B_C P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.10 2019-05-30 0.00 96.15 0.94 0.90 91.50 1.87 0.06 ok
6UMS_C P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.34 2019-10-10 0.00 96.31 0.95 0.90 91.90 1.48 0.06 ok
6WW7_F Q9BV81 ER membrane protein complex subunit 6 EM 3.40 2020-05-08 82.62 0.93 0.06 ok
6LXW_J P01591 Immunoglobulin J chain EM 3.27 2020-02-12 100.00 novel 91.37 0.94 0.92 89.45 1.50 0.06 ok
6WW7_G Q9NPA0 ER membrane protein complex subunit 7 EM 3.40 2020-05-08 72.94 0.92 0.06 ok
6I99_A P51813 Cytoplasmic tyrosine-protein kinase BMX X-ray 2.00 2018-11-22 75.75 0.92 0.06 ok
6ULN_A C1K0Y1 HLA class I antigen X-ray 2.01 2019-10-08 0.80 96.56 0.97 0.98 90.75 1.03 0.06 ok
6UMP_C P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.80 2019-10-10 0.00 96.15 0.96 0.92 93.83 1.32 0.05 ok
6ULR_A C1K0Y1 HLA class I antigen X-ray 3.20 2019-10-08 0.80 96.58 0.98 0.98 91.73 0.98 0.05 ok
6WHC_R P47871 Glucagon receptor EM 3.40 2020-04-07 81.88 0.94 0.05 ok
6LX3_J P01591 Immunoglobulin J chain EM 3.15 2020-02-10 100.00 novel 91.39 0.95 0.95 91.99 1.17 0.05 ok
6XTX_4 P33991 DNA replication licensing factor MCM4 EM 3.29 2020-01-16 73.56 0.93 0.05 ok
6XTY_D Q9BRT9 DNA replication complex GINS protein SLD5 EM 6.77 2020-01-16 90.38 0.94 0.05 ok
6XTX_D Q9BRT9 DNA replication complex GINS protein SLD5 EM 3.29 2020-01-16 90.38 0.94 0.05 ok
6XTY_4 P33991 DNA replication licensing factor MCM4 EM 6.77 2020-01-16 73.56 0.93 0.05 ok
6P5B_E P0CG48 Ubiquitin X-ray 2.10 2019-05-30 0.00 90.10 0.94 0.94 92.67 1.48 0.05 ok
6XV9_A P10721 Mast/stem cell growth factor receptor Kit, X-ray 3.38 2020-01-21 78.19 0.94 0.04 ok
6VYP_K O60341 Lysine-specific histone demethylase 1A X-ray 4.99 2020-02-27 84.19 0.95 0.04 ok
6YA8_B Q9UBU7 Protein DBF4 homolog A X-ray 1.79 2020-03-11 54.59 0.92 0.04 ok
6KYA_A Q9NR97 Toll-like receptor 8 X-ray 2.89 2019-09-17 0.00 92.00 0.99 0.95 95.15 1.07 0.04 ok
6ULI_A C1K0Y1 HLA class I antigen X-ray 1.88 2019-10-08 0.80 96.56 0.99 0.97 97.07 0.73 0.04 ok
6Z36_A Q04771 Activin receptor type I X-ray 1.37 2020-05-19 83.12 0.95 0.04 ok
6WW7_I Q5UCC4 ER membrane protein complex subunit 10 EM 3.40 2020-05-08 77.56 0.95 0.04 ok
6XZ4_A Q9H1K6 Talin rod domain-containing protein 1 X-ray 2.30 2020-02-01 87.38 0.96 0.04 ok
6TXX_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 2.10 2020-01-14 0.00 95.96 0.97 0.96 96.09 0.80 0.04 ok
6ULK_A C1K0Y1 HLA class I antigen X-ray 1.90 2019-10-08 0.80 96.56 0.99 0.98 98.26 0.65 0.04 ok
6VG3_A Q13308 Inactive tyrosine-protein kinase 7 X-ray 1.95 2020-01-07 82.69 0.96 0.04 ok
6XTY_B Q9Y248 DNA replication complex GINS protein PSF2 EM 6.77 2020-01-16 93.12 0.96 0.04 ok
6XTX_B Q9Y248 DNA replication complex GINS protein PSF2 EM 3.29 2020-01-16 93.12 0.96 0.04 ok
6WW7_H O43402 ER membrane protein complex subunit 8 EM 3.40 2020-05-08 91.31 0.96 0.04 ok
6P38_A P21675 Transcription initiation factor TFIID subu X-ray 2.80 2019-05-23 0.00 90.00 0.97 0.96 97.07 1.02 0.04 ok
6P3A_A P21675 Transcription initiation factor TFIID subu X-ray 2.99 2019-05-23 0.00 90.00 0.97 0.94 96.29 0.99 0.03 ok
6K4H_A P78356 Phosphatidylinositol 5-phosphate 4-kinase X-ray 2.55 2019-05-23 0.00 94.07 0.99 0.95 96.55 0.79 0.03 ok
6P39_A P21675 Transcription initiation factor TFIID subu X-ray 2.94 2019-05-23 0.80 90.00 0.97 0.96 97.27 0.95 0.03 ok
6XVJ_A P35968 Vascular endothelial growth factor recepto X-ray 1.78 2020-01-22 71.12 0.96 0.03 ok
6XZ3_A Q9H1K6 Talin rod domain-containing protein 1 X-ray 2.19 2020-02-01 87.38 0.97 0.03 ok
6K4G_A P78356 Phosphatidylinositol 5-phosphate 4-kinase X-ray 2.70 2019-05-23 0.00 94.32 0.99 0.96 97.86 0.68 0.03 ok
6ULK_B P61769 Beta-2-microglobulin X-ray 1.90 2019-10-08 0.00 96.78 0.97 0.96 97.75 0.64 0.03 ok
6WW7_A Q8N766 ER membrane protein complex subunit 1 EM 3.40 2020-05-08 87.44 0.97 0.03 ok
6ULI_B P61769 Beta-2-microglobulin X-ray 1.88 2019-10-08 0.00 97.12 0.98 0.98 97.73 0.55 0.03 ok
6ULR_B P61769 Beta-2-microglobulin X-ray 3.20 2019-10-08 0.00 97.00 0.98 0.97 98.48 0.60 0.03 ok
6XTY_E O75419 Cell division control protein 45 homolog EM 6.77 2020-01-16 92.56 0.97 0.03 ok
6XTX_E O75419 Cell division control protein 45 homolog EM 3.29 2020-01-16 92.56 0.97 0.03 ok
6TX4_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.06 2020-01-13 0.00 95.96 0.98 0.97 98.24 0.58 0.03 ok
6TX6_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 0.98 2020-01-13 0.00 95.96 0.98 0.98 98.24 0.58 0.03 ok
6XVK_A P35968 Vascular endothelial growth factor recepto X-ray 1.99 2020-01-22 71.12 0.96 0.03 ok
6TX8_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.20 2020-01-13 0.00 95.96 0.98 0.97 98.24 0.60 0.03 ok
6TX7_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.13 2020-01-13 0.00 95.96 0.98 0.98 98.24 0.58 0.03 ok
6XVB_A P10721 Mast/stem cell growth factor receptor Kit, X-ray 2.15 2020-01-21 78.19 0.97 0.03 ok
6TX5_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.08 2020-01-13 0.00 95.96 0.98 0.97 98.24 0.57 0.03 ok
6YA6_B Q9UBU7 Protein DBF4 homolog A X-ray 1.44 2020-03-11 54.59 0.95 0.03 ok
6TX9_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.42 2020-01-13 0.00 95.96 0.99 0.98 98.44 0.54 0.03 ok
6XVA_A P10721 Mast/stem cell growth factor receptor Kit, X-ray 2.30 2020-01-21 78.19 0.97 0.03 ok
6WDN_B Q9BPX6 Calcium uptake protein 1, mitochondrial EM 3.20 2020-04-01 76.12 0.97 0.02 ok
6YA7_B Q9UBU7 Protein DBF4 homolog A X-ray 1.67 2020-03-11 54.59 0.96 0.02 ok
6ULN_B P61769 Beta-2-microglobulin X-ray 2.01 2019-10-08 0.00 97.00 0.99 0.99 99.24 0.44 0.02 ok
6L15_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.60 2019-09-27 0.00 97.07 1.00 0.99 99.07 0.43 0.02 ok
6UON_B P61769 Beta-2-microglobulin X-ray 3.50 2019-10-15 94.06 0.98 0.02 ok
6L12_A P11309 Serine/threonine-protein kinase pim-1 X-ray 1.87 2019-09-27 0.00 97.04 1.00 0.99 99.27 0.40 0.02 ok
6L14_A P11309 Serine/threonine-protein kinase pim-1 X-ray 1.95 2019-09-27 0.00 97.06 1.00 0.99 99.08 0.41 0.02 ok
6L11_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.05 2019-09-27 0.00 97.04 1.00 0.99 99.27 0.39 0.02 ok
6L13_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.24 2019-09-27 0.00 97.04 1.00 0.99 99.27 0.38 0.02 ok
6YQP_A O60885 Bromodomain-containing protein 4 X-ray 1.25 2020-04-17 55.31 0.97 0.02 ok
6L16_A P11309 Serine/threonine-protein kinase pim-1 X-ray 2.10 2019-09-27 0.00 97.07 1.00 0.99 99.17 0.36 0.02 ok
6UON_A C1K0Y1 HLA class I antigen X-ray 3.50 2019-10-15 84.81 0.98 0.01 ok
6YA7_A O00311 Cell division cycle 7-related protein kina X-ray 1.67 2020-03-11 71.94 0.98 0.01 ok
6YA8_A O00311 Cell division cycle 7-related protein kina X-ray 1.79 2020-03-11 71.94 0.99 0.01 ok
6YTM_A P25440 Bromodomain-containing protein 2 X-ray 1.56 2020-04-24 64.06 0.99 0.01 ok
6WHC_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2020-04-07 97.06 0.99 0.01 ok
6YA6_A O00311 Cell division cycle 7-related protein kina X-ray 1.44 2020-03-11 71.94 0.99 0.01 ok
6Y4L_B Q9Y3B6 ER membrane protein complex subunit 9 X-ray 2.20 2020-02-21 90.81 0.99 0.01 ok
6XTY_F O75717 WD repeat and HMG-box DNA-binding protein EM 6.77 2020-01-16 74.50 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.