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

Release week 2023-03-22

120
structures analysed (28 full · 23.3%)
1210.0%
confidently wrong
21.7%
novel sequences
21.7%
novel & wrong
0.941
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: 12 of 120 structures (10.0%) are confidently wrong; median TM-score is 0.941.

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 0.941 — 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
8A7P_A P61769 Beta-2-microglobulin form pI 5.3 EM 3.40 2022-06-21 0.00 97.76 0.19 0.51 0.29 23.49 0.95 wrong
8A7Q_A P61769 Beta-2-microglobulin EM 2.80 2022-06-21 1.10 97.87 0.25 0.55 0.39 21.16 0.94 wrong
8A7T_A P61769 Beta-2-microglobulin EM 3.00 2022-06-21 0.00 97.74 0.21 0.52 0.88 26.07 0.91 wrong
8A7O_A P61769 Beta-2-microglobulin form pI 5.3 EM 3.00 2022-06-21 0.00 97.77 0.20 0.54 1.14 27.12 0.91 wrong
7YK2_A P37840 Alpha-synuclein EM 2.80 2022-07-21 0.00 83.53 0.29 0.33 0.79 21.66 0.79 wrong
8AHS_A P0DP23 Calmodulin-1 X-ray 2.48 2022-07-22 0.00 87.08 0.51 0.85 11.88 11.11 0.57 ok
7YAG_A P98194 Calcium-transporting ATPase type 2C member EM 3.10 2022-06-28 66.10 84.95 0.66 0.82 18.46 10.74 0.48 ok
7YAH_A P98194 Calcium-transporting ATPase type 2C member EM 3.12 2022-06-28 66.10 84.95 0.68 0.82 21.03 10.17 0.45 ok
7YAI_A P98194 Calcium-transporting ATPase type 2C member EM 3.14 2022-06-28 66.10 84.93 0.69 0.82 22.49 9.88 0.44 ok
7YAJ_A P98194 Calcium-transporting ATPase type 2C member EM 3.16 2022-06-28 66.10 84.91 0.69 0.79 22.51 9.82 0.44 ok
8AR3_A Q9NR96 Toll-like receptor 9 NMR 2022-08-15 100.00 novel 72.74 0.42 0.72 14.50 9.99 0.39 wrong
7YK8_A P37840 Alpha-synuclein EM 2.80 2022-07-22 0.00 89.46 0.20 0.43 22.92 6.93 0.38 wrong
7Q3U_A Q13148 TAR DNA-binding protein 43 EM 3.70 2021-10-28 0.00 43.97 0.31 0.36 3.17 21.01 0.37 ok
8EZE_A P05067 Beta-amyloid protein 42 EM 2.76 2022-10-31 0.00 48.73 0.31 0.54 6.55 15.39 0.35 ok
8EZD_A P05067 Beta-amyloid protein 42 EM 2.83 2022-10-31 0.00 54.66 0.29 0.42 12.10 10.69 0.34 ok
8AR1_A O15455 Toll-like receptor 3 NMR 2022-08-15 0.00 73.61 0.44 0.62 27.50 11.15 0.33 wrong
7YON_L P10082 Peptide YY(3-36) EM 2.95 2022-08-01 0.00 78.41 0.55 0.65 38.00 5.99 0.26 ok
8HCQ_R Q9GV45 Endothelin-1 receptor,Oplophorus-luciferin EM 3.01 2022-11-02 50.90 43.57 0.21 0.29 16.25 10.59 0.25 ok
8AR2_A O60602 Toll-like receptor 5 NMR 2022-08-15 0.00 70.37 0.45 0.80 33.00 5.77 0.25 wrong
8I2H_A P23945 Follicle-stimulating hormone receptor EM 6.00 2023-01-14 81.75 0.73 0.22 ok
7Y62_A P19484 Transcription factor EB X-ray 2.00 2022-06-18 32.00 95.31 0.66 0.77 51.01 4.05 0.21 ok
7YOO_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.11 2022-08-01 93.75 0.81 0.18 ok
7Z5Q_B P01308 Insulin X-ray 1.80 2022-03-09 0.00 48.25 0.39 0.44 30.00 6.51 0.18 ok
7YON_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.95 2022-08-01 93.75 0.81 0.18 ok
7Z5L_B P01308 Insulin B chain X-ray 1.40 2022-03-09 0.00 48.56 0.40 0.44 33.62 6.28 0.17 ok
8HBD_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.99 2022-10-28 93.75 0.82 0.17 ok
8AR0_A O60603 Toll-like receptor 2 NMR 2022-08-15 100.00 novel 76.36 0.49 0.79 48.50 4.08 0.17 wrong
8HCX_D P05305 Endothelin-1 EM 3.50 2022-11-03 0.00 77.13 0.41 0.68 50.00 4.09 0.16 wrong
8BBO_H Q6GMX6 IGH@ protein X-ray 2.75 2022-10-14 88.44 0.82 0.16 ok
7X07_A P33897 ATP-binding cassette sub-family D member 1 EM 3.78 2022-02-21 80.62 0.81 0.16 ok
7YOO_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.11 2022-08-01 89.56 0.83 0.15 ok
7X0T_A P33897 ATP-binding cassette sub-family D member 1 EM 3.30 2022-02-22 80.62 0.82 0.15 ok
7YRQ_A P33897 ATP-binding cassette sub-family D member 1 EM 3.35 2022-08-10 80.62 0.82 0.14 ok
7Z5Q_A P01308 Insulin A chain X-ray 1.80 2022-03-09 0.00 51.25 0.31 0.48 42.86 4.82 0.14 ok
7Z5L_A P01308 Insulin A chain X-ray 1.40 2022-03-09 0.00 51.25 0.32 0.48 42.86 4.80 0.14 ok
8HCQ_L P05305 Endothelin-1 EM 3.01 2022-11-02 0.00 77.13 0.42 0.73 58.33 3.59 0.14 wrong
8GCY_A Q13191 E3 ubiquitin-protein ligase CBL-B X-ray 1.81 2023-03-03 61.88 0.79 0.13 ok
7X89_A Q96EY1 DnaJ homolog subfamily A member 3, mitocho NMR 2022-03-11 74.25 0.83 0.13 ok
8GBD_A P55265 Double-stranded RNA-specific adenosine dea NMR 2023-02-25 68.38 0.82 0.12 ok
8GBC_A P55265 Double-stranded RNA-specific adenosine dea NMR 2023-02-25 68.38 0.82 0.12 ok
8F76_X P63092 Guanine nucleotide-binding protein G(s) su EM 3.10 2022-11-18 91.31 0.87 0.12 ok
7YON_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.95 2022-08-01 89.56 0.88 0.11 ok
8HCQ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.01 2022-11-02 89.56 0.89 0.09 ok
7YOO_L P01303 Neuropeptide Y EM 3.11 2022-08-01 0.00 84.40 0.55 0.80 73.28 2.23 0.09 ok
8F76_Z P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2022-11-18 89.56 0.90 0.09 ok
8HKP_A Q9UKL4 Gap junction delta-2 protein EM 3.60 2022-11-27 72.44 0.88 0.09 ok
7X1W_A P33897 ATP-binding cassette sub-family D member 1 EM 3.30 2022-02-24 80.62 0.90 0.08 ok
7XNH_A Q9UKL4 Gap junction delta-2 protein EM 3.10 2022-04-28 72.44 0.89 0.08 ok
7YON_R P49146 Neuropeptide Y receptor type 2 EM 2.95 2022-08-01 82.50 0.90 0.08 ok
7YOO_R P49146 Neuropeptide Y receptor type 2 EM 3.11 2022-08-01 82.50 0.91 0.08 ok
8F76_A Q9H255 Olfactory receptor 51E2 EM 3.10 2022-11-18 88.88 0.91 0.08 ok
8G8G_X Q01860 POU domain, class 5, transcription factor EM 3.20 2023-02-17 64.62 0.88 0.07 ok
8G8E_X Q01860 POU domain, class 5, transcription factor EM 3.90 2023-02-17 64.62 0.88 0.07 ok
8G8B_X Q01860 POU domain, class 5, transcription factor EM 4.30 2023-02-17 64.62 0.90 0.07 ok
8G88_X Q01860 POU domain, class 5, transcription factor EM 2.30 2023-02-17 64.62 0.90 0.07 ok
8G87_X Q01860 POU domain, class 5, transcription factor EM 8.10 2023-02-17 64.62 0.90 0.07 ok
7X0Z_A P33897 ATP-binding cassette sub-family D member 1 EM 2.96 2022-02-22 80.62 0.92 0.06 ok
8HBD_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.99 2022-10-28 89.56 0.94 0.06 ok
8HCX_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2022-11-03 89.56 0.94 0.05 ok
7X9P_A Q86WV6 Stimulator of interferon genes protein X-ray 2.70 2022-03-15 83.75 0.94 0.05 ok
7XNV_A Q9UKL4 Gap junction delta-2 protein EM 3.40 2022-04-29 72.44 0.94 0.05 ok
8BZY_A Q9NP59 Solute carrier family 40 member 1 EM 3.24 2022-12-15 80.25 0.94 0.04 ok
8BBO_L P0DOX7 Immunoglobulin kappa light chain X-ray 2.75 2022-10-14 96.19 0.95 0.04 ok
8C02_A Q9NP59 Solute carrier family 40 member 1 EM 4.09 2022-12-15 80.25 0.95 0.04 ok
8HBD_R P24530 Endothelin receptor type B,Endothelin rece EM 2.99 2022-10-28 75.00 0.94 0.04 ok
7Z3Q_A P41159 Leptin X-ray 3.62 2022-03-02 81.12 0.95 0.04 ok
7YAM_A P98194 Calcium-transporting ATPase type 2C member EM 3.30 2022-06-28 83.38 0.96 0.03 ok
7XC1_A P28482 Mitogen-activated protein kinase 1 X-ray 2.09 2022-03-22 90.38 0.96 0.03 ok
8FD7_K Q13936 Voltage-dependent L-type calcium channel s EM 3.10 2022-12-02 61.94 0.95 0.03 ok
8H7H_A P00519 Tyrosine-protein kinase ABL1 X-ray 2.28 2022-10-20 63.38 0.96 0.03 ok
8I1E_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.10 2023-01-13 97.19 0.97 0.02 ok
7Z5I_A P13349 Myogenic factor 5 X-ray 3.00 2022-03-09 63.91 0.96 0.02 ok
7Z3Q_B P48357 Leptin receptor X-ray 3.62 2022-03-02 66.00 0.96 0.02 ok
8I1J_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.08 2023-01-13 97.19 0.98 0.02 ok
8C03_A Q9NP59 Solute carrier family 40 member 1 EM 3.89 2022-12-15 80.25 0.97 0.02 ok
8CDN_A O15178 T-box transcription factor T X-ray 2.55 2023-01-31 64.50 0.97 0.02 ok
7QZM_AAA Q6PL18 ATPase family AAA domain-containing protei X-ray 1.45 2022-01-31 61.53 0.97 0.02 ok
7QYK_AAA Q6PL18 ATPase family AAA domain-containing protei X-ray 1.43 2022-01-28 61.53 0.97 0.02 ok
8CE6_A P11215 Integrin alpha-M X-ray 1.58 2023-02-01 86.25 0.98 0.02 ok
8I1I_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.20 2023-01-13 97.19 0.98 0.02 ok
7QZY_AAA Q6PL18 ATPase family AAA domain-containing protei X-ray 1.93 2022-02-01 61.53 0.97 0.02 ok
7TUA_A P21579 Synaptotagmin X-ray 1.35 2022-02-02 81.81 0.98 0.02 ok
7Z5K_A P13349 Myogenic factor 5 X-ray 2.28 2022-03-09 63.91 0.97 0.02 ok
7Z58_A P07711 Cathepsin L X-ray 1.35 2022-03-08 93.50 0.98 0.02 ok
7Z3T_A P07711 Cathepsin L X-ray 1.60 2022-03-02 93.50 0.98 0.02 ok
8GYW_A Q9Y6K0 Choline/ethanolaminephosphotransferase 1 EM 3.90 2022-09-24 88.94 0.98 0.01 ok
7Z2L_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.56 2022-02-28 93.06 0.99 0.01 ok
8I1F_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.05 2023-01-13 97.19 0.99 0.01 ok
8GYX_A Q9Y6K0 Choline/ethanolaminephosphotransferase 1 EM 3.70 2022-09-24 88.94 0.98 0.01 ok
8HCQ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.01 2022-11-02 97.06 0.99 0.01 ok
8I1H_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.18 2023-01-13 97.19 0.99 0.01 ok
8I1G_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.18 2023-01-13 97.19 0.99 0.01 ok
8GNG_A P29274 Adenosine receptor A2a X-ray 3.20 2022-08-23 80.38 0.98 0.01 ok
8IG0_A O00255 Menin X-ray 2.60 2023-02-20 84.44 0.99 0.01 ok
8CIA_E Q9Y2M5 Kelch like family member 20 X-ray 3.72 2023-02-09 88.44 0.99 0.01 ok
8I1D_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.20 2023-01-13 97.19 0.99 0.01 ok
7YON_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.95 2022-08-01 97.06 0.99 0.01 ok
8DJE_A P49841 Glycogen synthase kinase-3 beta X-ray 2.37 2022-06-30 88.25 0.99 0.01 ok
7YOO_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.11 2022-08-01 97.06 0.99 0.01 ok
7Z5N_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.77 2022-03-09 66.44 0.98 0.01 ok
8CIA_A Q9Y2M5 Kelch-like protein 20 X-ray 3.72 2023-02-09 88.44 0.99 0.01 ok
8CIA_B Q9Y2M5 Kelch like family member 20 X-ray 3.72 2023-02-09 88.44 0.99 0.01 ok
8I1C_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.40 2023-01-13 97.19 0.99 0.01 ok
8CE9_A P11215 Integrin alpha-M X-ray 2.11 2023-02-01 86.25 0.99 0.01 ok
8HCX_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2022-11-03 97.06 0.99 0.01 ok
7X6T_A O60885 Isoform C of Bromodomain-containing protei X-ray 1.44 2022-03-08 55.31 0.98 0.01 ok
8I1A_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.40 2023-01-13 97.19 0.99 0.01 ok
8HBD_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.99 2022-10-28 97.06 0.99 0.01 ok
8DJD_A P49841 Glycogen synthase kinase-3 beta X-ray 2.21 2022-06-30 88.25 0.99 0.01 ok
8I18_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.10 2023-01-13 97.19 0.99 0.01 ok
7ZTV_A P15207 Androgen receptor X-ray 1.94 2022-05-11 57.88 0.99 0.01 ok
7ZU2_A P10275 Androgen receptor X-ray 1.74 2022-05-11 57.25 0.99 0.01 ok
8I8S_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.42 2023-02-05 97.19 0.99 0.01 ok
8I19_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.48 2023-01-13 97.19 0.99 0.01 ok
8F76_Y P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2022-11-18 97.06 0.99 0.01 ok
7ZTZ_A P10275 Androgen receptor X-ray 1.40 2022-05-11 57.25 0.99 0.01 ok
7ZU1_A P10275 Androgen receptor X-ray 1.68 2022-05-11 57.25 0.99 0.01 ok
7ZTX_A P10275 Androgen receptor X-ray 1.89 2022-05-11 57.25 0.99 0.01 ok
8I8T_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.22 2023-02-05 97.19 0.99 0.01 ok
8DJC_A P49841 Glycogen synthase kinase-3 beta X-ray 2.46 2022-06-30 88.25 0.99 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.