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

Release week 2021-10-06

123
structures analysed (19 full · 15.4%)
86.5%
confidently wrong
21.6%
novel sequences
00.0%
novel & wrong
0.957
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: 8 of 123 structures (6.5%) are confidently wrong; median TM-score is 0.957.

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 0.957 — 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
7OPD_V Q8N7H5 RNA polymerase II-associated factor 1 homo EM 3.00 2021-05-31 5.70 83.74 0.26 0.54 0.00 40.64 0.83 wrong
7OOP_V Q8N7H5 RNA polymerase II-associated factor 1 homo EM 2.90 2021-05-28 5.70 83.74 0.26 0.54 0.12 38.93 0.83 wrong
7NYD_C P10643 Complement component C7 EM 3.27 2021-03-22 67.90 81.63 0.49 0.72 0.90 46.38 0.75 wrong
7NYC_C P10643 Complement component C7 EM 3.54 2021-03-22 67.90 81.63 0.49 0.71 0.99 46.29 0.75 wrong
7NYC_A P01031 Complement C5 EM 3.54 2021-03-22 0.00 83.42 0.56 0.73 1.83 22.37 0.72 ok
7NYD_A P01031 Complement C5 EM 3.27 2021-03-22 0.00 83.42 0.57 0.76 2.25 22.16 0.71 ok
7P4I_A P43007 Neutral amino acid transporter A EM 4.20 2021-07-11 43.10 89.04 0.61 0.69 8.76 11.16 0.58 ok
7E0F_A P37840 Alpha-synuclein EM 3.02 2021-01-27 0.80 82.06 0.20 0.32 8.16 13.77 0.55 wrong
7PQE_B P0DP24 Calmodulin EM 3.70 2021-09-17 7.80 86.45 0.43 0.68 13.06 10.12 0.51 wrong
7NYC_B P13671 Complement component C6 EM 3.54 2021-03-22 0.00 81.57 0.69 0.78 11.39 15.89 0.50 ok
7NYD_B P13671 Complement component C6 EM 3.27 2021-03-22 0.00 81.57 0.69 0.81 11.77 15.71 0.49 ok
7OPD_Z Q6P1J9 Parafibromin EM 3.00 2021-05-31 0.00 71.23 0.43 0.83 11.05 9.05 0.40 wrong
7OOP_Z Q6P1J9 Parafibromin EM 2.90 2021-05-28 0.00 71.23 0.43 0.83 11.05 9.05 0.40 wrong
7P2Q_D Q9Y6A9 Signal peptidase complex subunit 1 EM 4.90 2021-07-06 100.00 novel 76.93 0.62 0.67 30.52 8.80 0.28 ok
7P2P_D Q9Y6A9 Signal peptidase complex subunit 1 EM 4.90 2021-07-06 100.00 novel 76.93 0.62 0.72 34.01 8.29 0.28 ok
7AC9_L P00734 Thrombin light chain X-ray 1.39 2020-09-10 83.94 0.71 0.24 ok
7NYC_E P07357 Complement component C8 alpha chain EM 3.54 2021-03-22 78.69 0.76 0.19 ok
7NYD_E P07357 Complement component C8 alpha chain EM 3.27 2021-03-22 78.69 0.77 0.18 ok
7D3W_A P31941 DNA dC->dU-editing enzyme APOBEC-3A NMR 2020-09-21 86.88 0.82 0.16 ok
7PHX_L P00734 Thrombin light chain X-ray 1.80 2021-08-18 0.00 92.08 0.68 0.84 59.48 3.41 0.16 ok
7NYC_D P07358 Complement component C8 beta chain EM 3.54 2021-03-22 81.56 0.81 0.16 ok
7P2P_C Q15005 Signal peptidase complex subunit 2 EM 4.90 2021-07-06 64.25 0.76 0.15 ok
7P2Q_B P61009 Signal peptidase complex subunit 3 EM 4.90 2021-07-06 91.81 0.83 0.15 ok
7OPD_U Q8WVC0 RNA polymerase-associated protein LEO1 EM 3.00 2021-05-31 54.28 0.72 0.15 ok
7OOP_U Q8WVC0 RNA polymerase-associated protein LEO1 EM 2.90 2021-05-28 54.28 0.72 0.15 ok
7D3X_A P31941 DNA dC->dU-editing enzyme APOBEC-3A NMR 2020-09-21 86.88 0.83 0.15 ok
7NYD_G P02748 Complement component C9 EM 3.27 2021-03-22 78.75 0.81 0.15 ok
7NYD_D P07358 Complement component C8 beta chain EM 3.27 2021-03-22 81.56 0.82 0.15 ok
7P2Q_C Q15005 Signal peptidase complex subunit 2 EM 4.90 2021-07-06 64.25 0.78 0.14 ok
7OPD_c Q2YD98 UV-stimulated scaffold protein A EM 3.00 2021-05-31 73.56 0.81 0.14 ok
7OOP_c Q2YD98 UV-stimulated scaffold protein A EM 2.90 2021-05-28 73.56 0.81 0.14 ok
7OO3_c Q2YD98 UV-stimulated scaffold protein A EM 2.80 2021-05-26 73.56 0.81 0.14 ok
7P2Q_A Q9BY50 Signal peptidase complex catalytic subunit EM 4.90 2021-07-06 87.81 0.84 0.14 ok
7P2P_B P61009 Signal peptidase complex subunit 3 EM 4.90 2021-07-06 91.81 0.85 0.14 ok
7P2P_A P67812 Signal peptidase complex catalytic subunit EM 4.90 2021-07-06 90.75 0.85 0.14 ok
7D3V_A P31941 DNA dC->dU-editing enzyme APOBEC-3A NMR 2020-09-21 86.88 0.84 0.14 ok
7ADT_C Q07812 Apoptosis regulator BAX X-ray 2.21 2020-09-16 0.00 91.89 0.67 0.85 69.23 3.08 0.13 ok
7AIE_A Q07866 Kinesin light chain 1 X-ray 3.29 2020-09-27 75.00 0.83 0.13 ok
7NYC_G P02748 Complement component C9 EM 3.54 2021-03-22 78.75 0.84 0.13 ok
7RTB_R P43220 Glucagon-like peptide 1 receptor EM 2.14 2021-08-12 81.50 0.84 0.13 ok
7RTB_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.14 2021-08-12 91.31 0.87 0.12 ok
7OPD_d Q16531 DNA damage-binding protein 1 EM 3.00 2021-05-31 92.00 0.87 0.12 ok
7OO3_d Q16531 DNA damage-binding protein 1 EM 2.80 2021-05-26 92.00 0.88 0.11 ok
7AI4_A Q07866 Isoform C of Kinesin light chain 1,Isoform X-ray 2.79 2020-09-26 75.00 0.86 0.10 ok
7KI3_A Q9UKV8 Protein argonaute-2 X-ray 3.00 2020-10-22 92.38 0.92 0.08 ok
7OPD_S Q6PD62 RNA polymerase-associated protein CTR9 hom EM 3.00 2021-05-31 76.00 0.90 0.08 ok
7OOP_S Q6PD62 RNA polymerase-associated protein CTR9 hom EM 2.90 2021-05-28 76.00 0.90 0.08 ok
7AC9_H P00734 Thrombin heavy chain X-ray 1.39 2020-09-10 83.94 0.92 0.07 ok
7PHX_H P00734 Thrombin heavy chain X-ray 1.80 2021-08-18 83.94 0.92 0.07 ok
7OOP_d Q16531 DNA damage-binding protein 1 EM 2.90 2021-05-28 92.00 0.93 0.06 ok
7RTB_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.14 2021-08-12 89.56 0.93 0.06 ok
7NYC_F P07360 Complement component C8 gamma chain EM 3.54 2021-03-22 89.75 0.94 0.05 ok
7OPD_e Q13619 Cullin-4A EM 3.00 2021-05-31 88.56 0.95 0.05 ok
7E7Z_A Q9NZV8 Potassium voltage-gated channel subfamily EM 3.20 2021-02-28 71.50 0.94 0.04 ok
6LN1_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.70 2019-12-28 0.30 96.69 0.98 0.96 95.03 1.04 0.04 ok
7RL2_A P11712 Cytochrome P450 2C9 X-ray 2.23 2021-07-23 92.94 0.96 0.04 ok
7AHF_A Q16763 Ubiquitin-conjugating enzyme E2 S X-ray 2.15 2020-09-24 80.69 0.95 0.04 ok
7OO3_b Q03468 DNA excision repair protein ERCC-6 EM 2.80 2021-05-26 60.88 0.94 0.04 ok
7OOP_b Q03468 DNA excision repair protein ERCC-6 EM 2.90 2021-05-28 60.88 0.94 0.04 ok
7NR8_A P28482 Mitogen-activated protein kinase 1 X-ray 1.63 2021-03-03 90.38 0.96 0.04 ok
7OPD_b Q03468 DNA excision repair protein ERCC-6 EM 3.00 2021-05-31 60.88 0.94 0.04 ok
7NYD_F P07360 Complement component C8 gamma chain EM 3.27 2021-03-22 89.75 0.96 0.03 ok
7AUV_A P28482 Mitogen-activated protein kinase 1 X-ray 1.76 2020-11-03 90.38 0.96 0.03 ok
7LGA_A Q86TG7 Retrotransposon-derived protein PEG10 X-ray 1.90 2021-01-19 68.25 0.95 0.03 ok
7KC6_A P20701 Integrin alpha-L X-ray 1.85 2020-10-05 82.62 0.96 0.03 ok
7A90_A Q86WV6 Stimulator of interferon protein X-ray 3.19 2020-09-01 83.75 0.96 0.03 ok
7NR5_A P28482 Mitogen-activated protein kinase 1 X-ray 1.77 2021-03-03 90.38 0.97 0.03 ok
7NQW_A P28482 Mitogen-activated protein kinase 1 X-ray 1.77 2021-03-02 90.38 0.97 0.03 ok
7OVD_A Q96PN6 Adenylate cyclase type 10 X-ray 2.20 2021-06-14 81.06 0.96 0.03 ok
7NR9_A P28482 Mitogen-activated protein kinase 1 X-ray 1.91 2021-03-03 90.38 0.97 0.03 ok
7R60_A Q06187 Tyrosine-protein kinase BTK X-ray 1.94 2021-06-22 84.44 0.97 0.03 ok
7NQQ_A P28482 Mitogen-activated protein kinase 1 X-ray 1.94 2021-03-02 90.38 0.97 0.03 ok
7P6W_AAA O60885 Bromodomain-containing protein 4 X-ray 1.31 2021-07-18 55.31 0.95 0.03 ok
7NR3_A P28482 Mitogen-activated protein kinase 1 X-ray 1.90 2021-03-02 90.38 0.97 0.03 ok
7JTO_L P40337 von Hippel-Lindau disease tumor suppressor X-ray 1.70 2020-08-18 84.44 0.97 0.03 ok
7KC5_A P20701 Integrin alpha-L X-ray 1.86 2020-10-05 82.62 0.97 0.03 ok
7OPD_Y Q9GZS3 WD repeat-containing protein 61 EM 3.00 2021-05-31 96.44 0.97 0.03 ok
7OOP_Y Q9GZS3 WD repeat-containing protein 61 EM 2.90 2021-05-28 96.44 0.97 0.03 ok
7LGC_A Q96BY2 Modulator of apoptosis 1 X-ray 1.85 2021-01-20 78.00 0.97 0.03 ok
7P6V_AAA O60885 Bromodomain-containing protein 4 X-ray 1.17 2021-07-18 55.31 0.96 0.02 ok
7JTO_K Q15369 Elongin-C X-ray 1.70 2020-08-18 89.81 0.98 0.02 ok
7JTO_J Q15370 Elongin-B X-ray 1.70 2020-08-18 92.50 0.98 0.02 ok
7KC3_C P20701 Integrin alpha-L X-ray 1.80 2020-10-05 82.62 0.98 0.02 ok
7R61_A Q06187 Tyrosine-protein kinase BTK X-ray 1.52 2021-06-22 84.44 0.98 0.02 ok
7E5G_A Q07869 Peroxisome proliferator-activated receptor X-ray 1.66 2021-02-18 80.19 0.98 0.02 ok
7E5I_A Q07869 Peroxisome proliferator-activated receptor X-ray 1.58 2021-02-18 80.19 0.98 0.02 ok
7E5F_A Q07869 Peroxisome proliferator-activated receptor X-ray 1.79 2021-02-18 80.19 0.98 0.02 ok
7JTP_L P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.12 2020-08-18 84.44 0.98 0.02 ok
7OOP_M Q7KZ85 Transcription elongation factor SPT6 EM 2.90 2021-05-28 73.06 0.98 0.02 ok
7E5H_A Q07869 Peroxisome proliferator-activated receptor X-ray 1.66 2021-02-18 80.19 0.98 0.02 ok
7N66_A P56817 Beta-secretase 1 X-ray 2.10 2021-06-07 87.50 0.98 0.02 ok
7OPD_M Q7KZ85 Transcription elongation factor SPT6 EM 3.00 2021-05-31 73.06 0.98 0.02 ok
7JZQ_A Q9HD26 Golgi-associated PDZ and coiled-coil motif X-ray 1.35 2020-09-02 69.12 0.98 0.01 ok
6SSO_A P10153 Non-secretory ribonuclease X-ray 1.21 2019-09-08 0.80 97.75 1.00 1.00 99.81 0.25 0.01 ok
7P6Y_AAA O60885 Bromodomain-containing protein 4 X-ray 1.88 2021-07-18 55.31 0.98 0.01 ok
7AXR_A O60885 Bromodomain-containing protein 4 X-ray 1.50 2020-11-10 55.31 0.98 0.01 ok
7M5Z_A Q12866 Tyrosine-protein kinase Mer X-ray 3.06 2021-03-25 72.25 0.98 0.01 ok
7D6Y_A P06730 Eukaryotic translation initiation factor 4 X-ray 1.67 2020-10-02 90.94 0.99 0.01 ok
7AAG_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.79 2020-09-04 67.44 0.98 0.01 ok
6YAX_AAA P31995 Low affinity immunoglobulin gamma Fc regio X-ray 2.80 2020-03-14 76.94 0.99 0.01 ok
7ABE_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.83 2020-09-07 67.44 0.98 0.01 ok
7JZR_A Q9HD26 Golgi-associated PDZ and coiled-coil motif X-ray 1.54 2020-09-02 69.12 0.99 0.01 ok
7JTP_J Q15370 Elongin-B X-ray 2.12 2020-08-18 92.50 0.99 0.01 ok
7JTP_K Q15369 Elongin-C X-ray 2.12 2020-08-18 89.81 0.99 0.01 ok
7ABD_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.41 2020-09-07 67.44 0.99 0.01 ok
7AB9_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.19 2020-09-07 67.44 0.99 0.01 ok
7OO3_a Q13216 DNA excision repair protein ERCC-8 EM 2.80 2021-05-26 91.62 0.99 0.01 ok
7OPD_a Q13216 DNA excision repair protein ERCC-8 EM 3.00 2021-05-31 91.62 0.99 0.01 ok
7OOP_a Q13216 DNA excision repair protein ERCC-8 EM 2.90 2021-05-28 91.62 0.99 0.01 ok
7N4N_A Q9Y5Z0 Beta-secretase 2 X-ray 1.41 2021-06-04 82.69 0.99 0.01 ok
7ABJ_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.11 2020-09-07 67.44 0.99 0.01 ok
7A9V_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.17 2020-09-02 67.44 0.99 0.01 ok
7K4I_A P05089 Arginase-1 X-ray 1.98 2020-09-15 97.00 0.99 0.01 ok
7A8Q_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.24 2020-08-30 67.44 0.99 0.01 ok
7JZO_A Q9HD26 Golgi-associated PDZ and coiled-coil motif X-ray 1.61 2020-09-02 69.12 0.99 0.01 ok
7A6V_A P00918 Carbonic anhydrase 2 X-ray 2.00 2020-08-26 97.38 0.99 0.01 ok
7K07_A O43414 ERI1 exoribonuclease 3 X-ray 2.15 2020-09-03 73.75 0.99 0.00 ok
7RTB_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.14 2021-08-12 97.06 1.00 0.00 ok
7K05_A O43414 ERI1 exoribonuclease 3 X-ray 1.85 2020-09-03 73.75 0.99 0.00 ok
7K06_A O43414 ERI1 exoribonuclease 3 X-ray 1.95 2020-09-03 73.75 0.99 0.00 ok
7AIY_A P06276 Cholinesterase X-ray 2.94 2020-09-28 93.38 1.00 0.00 ok
7JTO_B P61964 WD repeat-containing protein 5 X-ray 1.70 2020-08-18 93.31 1.00 0.00 ok
7JTP_A P61964 WD repeat-containing protein 5 X-ray 2.12 2020-08-18 93.31 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.