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

Release week 2023-06-28

130
structures analysed (9 full · 6.9%)
32.3%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.935
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: 3 of 130 structures (2.3%) are confidently wrong; median TM-score is 0.935.

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 0.935 — 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
8I9J_A P19525 Interferon-induced, double-stranded RNA-ac EM 6.39 2023-02-07 0.00 75.89 0.27 0.48 1.72 17.92 0.67 wrong
8BOT_M P49917 DNA ligase 4 EM 7.76 2022-11-15 0.00 85.67 0.46 0.69 12.69 10.21 0.52 wrong
8OR0_G P61024 Cyclin-dependent kinases regulatory subuni EM 3.10 2023-04-12 92.06 0.70 0.27 ok
8OR4_B P62877 E3 ubiquitin-protein ligase RBX1 EM 3.80 2023-04-13 0.00 89.16 0.40 0.68 41.89 5.55 0.27 wrong
8FYF_C P11279 Lysosome-associated membrane glycoprotein EM 3.40 2023-01-26 86.44 0.73 0.24 ok
8OR0_B P62877 E3 ubiquitin-protein ligase RBX1 EM 3.10 2023-04-12 79.25 0.71 0.23 ok
8H8X_A Q8IYU2 E3 ubiquitin-protein ligase HACE1 EM 3.92 2022-10-24 83.56 0.73 0.23 ok
8BYL_D P46527 Cyclin-dependent kinase inhibitor 1B EM 3.50 2022-12-13 0.00 57.19 0.27 0.39 28.33 6.27 0.22 ok
8BOT_K Q13426 DNA repair protein XRCC4 EM 7.76 2022-11-15 74.81 0.70 0.22 ok
8EFT_A O60313 Dynamin-like 120 kDa protein, form S1 EM 9.68 2022-09-09 74.00 0.73 0.20 ok
8EFS_A O60313 Dynamin-like 120 kDa protein, form S1 EM 9.68 2022-09-09 74.00 0.73 0.20 ok
8EF7_A O60313 Dynamin-like 120 kDa protein, form S1 EM 9.68 2022-09-08 74.00 0.73 0.20 ok
8HAE_A Q8IYU2 E3 ubiquitin-protein ligase HACE1 EM 4.55 2022-10-26 83.56 0.76 0.20 ok
8FY5_C P11279 Lysosome-associated membrane glycoprotein EM 3.50 2023-01-25 86.44 0.77 0.20 ok
8BOT_Q Q9H9Q4 Non-homologous end-joining factor 1 EM 7.76 2022-11-15 81.75 0.76 0.20 ok
8BOT_B P12956 X-ray repair cross-complementing protein 6 EM 7.76 2022-11-15 84.44 0.77 0.20 ok
8OR2_B P62877 E3 ubiquitin-protein ligase RBX1 EM 3.20 2023-04-12 79.25 0.76 0.19 ok
8OR0_H P24941 Cyclin-dependent kinase 2 EM 3.10 2023-04-12 88.44 0.78 0.19 ok
8OR3_E Q13309 S-phase kinase-associated protein 2 EM 2.90 2023-04-13 82.12 0.77 0.19 ok
8EFR_A O60313 Dynamin-like 120 kDa protein, form S1 EM 5.48 2022-09-09 74.00 0.75 0.18 ok
8EFF_A O60313 Dynamin-like 120 kDa protein, form S1 EM 5.48 2022-09-08 74.00 0.75 0.18 ok
8EEW_A O60313 Dynamin-like 120 kDa protein, form S1 EM 5.48 2022-09-07 74.00 0.75 0.18 ok
8OR3_B P62877 E3 ubiquitin-protein ligase RBX1 EM 2.90 2023-04-13 79.25 0.77 0.18 ok
8BZO_C P46527 Cyclin-dependent kinase inhibitor 1B EM 3.50 2022-12-15 69.25 0.75 0.17 ok
7U0G_D Q16778 Histone H2B type 2-E EM 2.60 2022-02-18 88.31 0.81 0.17 ok
7YAB_A Q8TCF1 AN1-type zinc finger protein 1 NMR 2022-06-27 12.20 87.21 0.51 0.60 53.98 3.42 0.17 ok
7Y7L_A Q8TCF1 AN1-type zinc finger protein 1 NMR 2022-06-22 14.70 87.63 0.55 0.72 53.33 3.15 0.16 ok
8OR3_D P63208 S-phase kinase-associated protein 1 EM 2.90 2023-04-13 90.12 0.83 0.15 ok
8SDW_A P84077 ADP-ribosylation factor 1 X-ray 1.75 2023-04-07 85.94 0.82 0.15 ok
8BYA_C P46527 Cyclin-dependent kinase inhibitor 1B EM 3.38 2022-12-12 69.25 0.78 0.15 ok
8BYA_G P46527 p27 KIP1 C-terminus EM 3.38 2022-12-12 60.37 0.36 0.56 45.00 4.05 0.15 ok
8BOT_C P13010 X-ray repair cross-complementing protein 5 EM 7.76 2022-11-15 83.12 0.82 0.15 ok
8OR4_H P24941 Cyclin-dependent kinase 2 EM 3.80 2023-04-13 0.00 95.31 0.57 0.66 61.22 2.59 0.15 ok
8OR4_G P61024 Cyclin-dependent kinases regulatory subuni EM 3.80 2023-04-13 0.00 95.68 0.64 0.62 61.48 2.52 0.15 ok
8JLZ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.09 2023-06-04 89.56 0.84 0.14 ok
8JLZ_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.09 2023-06-04 91.31 0.85 0.14 ok
8OR3_C Q86VP6 Cullin-associated NEDD8-dissociated protei EM 2.90 2023-04-13 86.75 0.84 0.14 ok
8OR2_C Q86VP6 Cullin-associated NEDD8-dissociated protei EM 3.20 2023-04-12 86.75 0.84 0.14 ok
8DAF_C Q15596 Nuclear receptor coactivator 2 X-ray 2.59 2022-06-13 47.59 0.72 0.13 ok
8BYL_A P63208 S-phase kinase-associated protein 1 EM 3.50 2022-12-13 90.12 0.86 0.13 ok
8OR0_D P63208 S-phase kinase-associated protein 1 EM 3.10 2023-04-12 90.12 0.86 0.13 ok
8OR0_C Q86VP6 Cullin-associated NEDD8-dissociated protei EM 3.10 2023-04-12 86.75 0.86 0.12 ok
8BYA_A P24941 Cyclin-dependent kinase 2 EM 3.38 2022-12-12 88.44 0.86 0.12 ok
7U0I_D Q16778 Histone H2B type 2-E EM 2.60 2022-02-18 88.31 0.86 0.12 ok
8OR4_C Q86VP6 Cullin-associated NEDD8-dissociated protei EM 3.80 2023-04-13 86.75 0.86 0.12 ok
8SPS_D Q16778 Histone H2B type 2-E EM 3.00 2023-05-03 88.31 0.87 0.11 ok
8DK5_D Q16778 Histone H2B type 2-E EM 2.71 2022-07-02 88.31 0.87 0.11 ok
7U0J_D Q16778 Histone H2B type 2-E EM 2.70 2022-02-18 88.31 0.87 0.11 ok
8OR4_D P63208 S-phase kinase-associated protein 1 EM 3.80 2023-04-13 90.12 0.87 0.11 ok
8SPU_D Q16778 Histone H2B type 2-E EM 2.80 2023-05-03 88.31 0.87 0.11 ok
8BZO_A P24941 Cyclin-dependent kinase 2 EM 3.50 2022-12-15 88.44 0.87 0.11 ok
8FYF_A Q9BSA9 Endosomal/lysosomal potassium channel TMEM EM 3.40 2023-01-26 81.75 0.87 0.11 ok
8BYA_D P63208 S-phase kinase-associated protein 1 EM 3.38 2022-12-12 90.12 0.88 0.11 ok
8FY5_A Q9BSA9 Endosomal/lysosomal potassium channel TMEM EM 3.50 2023-01-25 81.75 0.87 0.11 ok
8OR0_A Q13616 Cullin-1 EM 3.10 2023-04-12 88.75 0.89 0.10 ok
8OR2_F Q96GG9 DCN1-like protein 1 EM 3.20 2023-04-12 92.06 0.91 0.09 ok
8ENT_A Q9HBE4 Interleukin-21 X-ray 2.83 2022-09-30 83.44 0.90 0.08 ok
8OR0_E Q13309 S-phase kinase-associated protein 2 EM 3.10 2023-04-12 82.12 0.90 0.08 ok
8OR2_A Q13616 Cullin-1 EM 3.20 2023-04-12 88.75 0.91 0.08 ok
8OR3_F Q96GG9 DCN1-like protein 1 EM 2.90 2023-04-13 92.06 0.92 0.08 ok
8OR4_E Q13309 S-phase kinase-associated protein 2 EM 3.80 2023-04-13 82.12 0.92 0.07 ok
8OR3_A Q13616 Cullin-1 EM 2.90 2023-04-13 88.75 0.93 0.07 ok
8OR4_A Q13616 Cullin-1 EM 3.80 2023-04-13 88.75 0.93 0.07 ok
7ZT5_A Q95460 Major histocompatibility complex class I-r X-ray 2.09 2022-05-09 87.50 0.93 0.06 ok
8ELC_A P45984 Mitogen-activated protein kinase 9 X-ray 2.07 2022-09-23 81.44 0.93 0.06 ok
7ZT7_A Q95460 Major histocompatibility complex class I-r X-ray 1.84 2022-05-09 87.50 0.94 0.06 ok
7ZT4_A Q95460 Major histocompatibility complex class I-r X-ray 2.02 2022-05-09 87.50 0.94 0.05 ok
7ZT2_A Q95460 Major histocompatibility complex class I-r X-ray 2.40 2022-05-09 87.50 0.94 0.05 ok
7ZT9_A Q95460 Major histocompatibility complex class I-r X-ray 2.13 2022-05-09 87.50 0.94 0.05 ok
7U0I_C Q16777 Histone H2A type 2-C EM 2.60 2022-02-18 91.06 0.95 0.05 ok
8JLZ_R P50406 5-hydroxytryptamine receptor 6 EM 3.09 2023-06-04 72.62 0.94 0.05 ok
7U0G_C Q16777 Histone H2A type 2-C EM 2.60 2022-02-18 91.06 0.95 0.04 ok
8SPS_C Q16777 Histone H2A type 2-C EM 3.00 2023-05-03 91.06 0.95 0.04 ok
8DK5_C Q16777 Histone H2A type 2-C EM 2.71 2022-07-02 91.06 0.95 0.04 ok
7U0J_C Q16777 Histone H2A type 2-C EM 2.70 2022-02-18 91.06 0.95 0.04 ok
8SPU_C Q16777 Histone H2A type 2-C EM 2.80 2023-05-03 91.06 0.96 0.04 ok
8DAF_A Q13285 Steroidogenic factor 1 X-ray 2.59 2022-06-13 77.81 0.95 0.04 ok
8SPS_L Q01860 Maltodextrin-binding protein,POU domain, c EM 3.00 2023-05-03 64.62 0.94 0.04 ok
7ZT7_B P61769 Beta-2-microglobulin X-ray 1.84 2022-05-09 94.06 0.96 0.03 ok
8SPU_L Q01860 Maltodextrin-binding protein,POU domain, c EM 2.80 2023-05-03 64.62 0.95 0.03 ok
8BYA_F P61024 Cyclin-dependent kinases regulatory subuni EM 3.38 2022-12-12 92.06 0.96 0.03 ok
8DS6_A Q6ZS72 Protein PEAK3 EM 4.90 2022-07-21 77.00 0.96 0.03 ok
8BYL_B Q13309 S-phase kinase-associated protein 2 EM 3.50 2022-12-13 82.12 0.96 0.03 ok
8BYL_C P61024 Cyclin-dependent kinases regulatory subuni EM 3.50 2022-12-13 92.06 0.97 0.03 ok
7ZT4_B P61769 Beta-2-microglobulin X-ray 2.02 2022-05-09 94.06 0.97 0.03 ok
7ZT2_B P61769 Beta-2-microglobulin X-ray 2.40 2022-05-09 94.06 0.97 0.03 ok
7ZT3_A Q95460 Major histocompatibility complex class I-r X-ray 2.40 2022-05-09 87.50 0.97 0.03 ok
7ZT8_A Q95460 Major histocompatibility complex class I-r X-ray 2.29 2022-05-09 87.50 0.97 0.03 ok
8ENT_C P31785 Cytokine receptor common subunit gamma X-ray 2.83 2022-09-30 75.50 0.97 0.03 ok
7ZT5_B P61769 Beta-2-microglobulin X-ray 2.09 2022-05-09 94.06 0.97 0.03 ok
8BYA_E Q13309 S-phase kinase-associated protein 2 EM 3.38 2022-12-12 82.12 0.97 0.02 ok
8DP5_A Q6ZS72 Protein PEAK3 EM 3.10 2022-07-14 77.00 0.97 0.02 ok
7ZT8_B P61769 Beta-2-microglobulin X-ray 2.29 2022-05-09 94.06 0.98 0.02 ok
8SPU_B P62805 Histone H4 EM 2.80 2023-05-03 89.81 0.98 0.02 ok
7ZT9_B P61769 Beta-2-microglobulin X-ray 2.13 2022-05-09 94.06 0.98 0.02 ok
8BYA_B P20248 Cyclin-A2 EM 3.38 2022-12-12 73.06 0.97 0.02 ok
8SHI_B P61769 Beta-2-microglobulin X-ray 2.90 2023-04-14 94.06 0.98 0.02 ok
8DP5_D P62258 14-3-3 protein epsilon EM 3.10 2022-07-14 92.88 0.98 0.02 ok
7U0G_B P62805 Histone H4 EM 2.60 2022-02-18 89.81 0.98 0.02 ok
8G3E_A P61964 WD repeat-containing protein 5 X-ray 1.33 2023-02-07 93.31 0.98 0.02 ok
8DP5_C P31946 14-3-3 protein beta/alpha EM 3.10 2022-07-14 93.44 0.98 0.02 ok
7ZOZ_A Q6ZMC9 Sialic acid-binding Ig-like lectin 15 X-ray 2.10 2022-04-26 78.44 0.98 0.02 ok
8I1N_A O95340 Bifunctional 3'-phosphoadenosine 5'-phosph X-ray 2.80 2023-01-13 92.19 0.98 0.02 ok
8PE9_A Q08345 Epithelial discoidin domain-containing rec X-ray 3.15 2023-06-13 76.19 0.98 0.01 ok
8SHI_A F6IQM2 MHC class I antigen (Fragment) X-ray 2.90 2023-04-14 88.12 0.98 0.01 ok
7ZT3_B P61769 Beta-2-microglobulin X-ray 2.40 2022-05-09 94.06 0.99 0.01 ok
8I1M_A O43252 PAPSS1 protein X-ray 1.70 2023-01-13 93.50 0.99 0.01 ok
8JLZ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.09 2023-06-04 97.06 0.99 0.01 ok
8I1O_A O95340 Bifunctional 3'-phosphoadenosine 5'-phosph X-ray 2.40 2023-01-13 92.19 0.99 0.01 ok
7U0I_B P62805 Histone H4 EM 2.60 2022-02-18 89.81 0.99 0.01 ok
8BZO_B P20248 Cyclin-A2 EM 3.50 2022-12-15 73.06 0.98 0.01 ok
8SPS_B P62805 Histone H4 EM 3.00 2023-05-03 89.81 0.99 0.01 ok
8DK5_B P62805 Histone H4 EM 2.71 2022-07-02 89.81 0.99 0.01 ok
7U0J_B P62805 Histone H4 EM 2.70 2022-02-18 89.81 0.99 0.01 ok
8ENT_B Q9HBE5 Interleukin-21 receptor X-ray 2.83 2022-09-30 64.12 0.99 0.01 ok
7U0I_A P68431 Histone H3.1 EM 2.60 2022-02-18 86.06 0.99 0.01 ok
8SPU_A P68431 Histone H3.1 EM 2.80 2023-05-03 86.06 0.99 0.01 ok
8SPS_A P68431 Histone H3.1 EM 3.00 2023-05-03 86.06 0.99 0.01 ok
8DK5_A P68431 Histone H3.1 EM 2.71 2022-07-02 86.06 0.99 0.01 ok
7U0J_A P68431 Histone H3.1 EM 2.70 2022-02-18 86.06 0.99 0.01 ok
7U0G_A P68431 Histone H3.1 EM 2.60 2022-02-18 86.06 0.99 0.01 ok
8PDG_AAA Q92835 Phosphatidylinositol 3,4,5-trisphosphate 5 X-ray 1.40 2023-06-12 71.25 0.99 0.01 ok
8PDJ_AAA Q92835 Phosphatidylinositol 3,4,5-trisphosphate 5 X-ray 1.40 2023-06-12 71.25 0.99 0.01 ok
8PDH_AAA Q92835 Phosphatidylinositol 3,4,5-trisphosphate 5 X-ray 1.45 2023-06-12 71.25 0.99 0.01 ok
8II3_A P02766 Transthyretin X-ray 1.40 2023-02-24 88.00 0.99 0.00 ok
8II4_A P02766 Transthyretin X-ray 1.50 2023-02-24 88.00 1.00 0.00 ok
8II2_A P02766 Transthyretin X-ray 1.80 2023-02-24 88.00 1.00 0.00 ok
8II1_A P02766 Transthyretin X-ray 1.91 2023-02-24 88.00 1.00 0.00 ok
8G3C_A P61964 WD repeat-containing protein 5 X-ray 1.80 2023-02-07 93.31 1.00 0.00 ok
8C9J_A P15559 NAD(P)H dehydrogenase [quinone] 1 X-ray 2.70 2023-01-23 98.38 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.