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

Release week 2020-12-16

121
structures analysed (30 full · 24.8%)
21.7%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.975
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 121 structures (1.7%) are confidently wrong; median TM-score is 0.975.

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 0.975 — 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
7DL2_C Q92574 Hamartin EM 4.40 2020-11-25 0.00 90.41 0.44 0.94 0.00 79.46 0.90 wrong
7APK_G Q6I9Y2 THO complex subunit 7 homolog EM 3.30 2020-10-17 87.69 0.47 0.47 wrong
6ZPR_A Q8NB16 Mixed lineage kinase domain-like protein,M NMR 2020-07-09 83.12 0.72 0.23 ok
6ZLE_A Q8NB16 Mixed lineage kinase domain-like protein NMR 2020-06-30 83.12 0.76 0.20 ok
7APK_A Q96FV9 THO complex subunit 1 EM 3.30 2020-10-17 80.50 0.76 0.19 ok
6ZXH_R P08708 40S ribosomal protein S17 EM 2.70 2020-07-29 86.25 0.78 0.19 ok
7APK_E Q13769 THO complex subunit 5 homolog EM 3.30 2020-10-17 82.94 0.77 0.19 ok
6ZXH_z Q9BRS2 Serine/threonine-protein kinase RIO1 EM 2.70 2020-07-29 68.75 0.78 0.15 ok
7DHR_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.80 2020-11-17 91.31 0.85 0.14 ok
7KPN_Z Q8IZA0 Dyslexia-associated protein KIAA0319-like EM 2.50 2020-11-12 71.69 0.81 0.14 ok
7DHI_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.26 2020-11-15 91.31 0.86 0.13 ok
6ZXH_e P62861 40S ribosomal protein S30 EM 2.70 2020-07-29 91.00 0.86 0.13 ok
7D68_P P01275 Pro-glucagon EM 3.00 2020-09-29 68.94 0.82 0.12 ok
7AUD_A P54132 Bloom syndrome protein,Bloom syndrome prot X-ray 2.96 2020-11-02 60.53 0.80 0.12 ok
6TN7_B Q7LC44 Activity-regulated cytoskeleton-associated X-ray 1.67 2019-12-06 6.70 83.84 0.75 0.80 64.94 2.83 0.12 ok
6PA1_A P10321 HLA class I histocompatibility antigen, Cw X-ray 3.01 2019-06-11 0.00 96.77 0.90 0.92 72.60 2.28 0.12 ok
6ZXH_P P62841 40S ribosomal protein S15 EM 2.70 2020-07-29 86.44 0.87 0.11 ok
6ZYJ_A P11142 Heat shock cognate 71 kDa protein X-ray 1.85 2020-08-01 88.31 0.87 0.11 ok
6TLQ_A P51449 Nuclear receptor ROR-gamma X-ray 1.76 2019-12-03 0.40 95.14 0.93 0.89 78.85 2.73 0.11 ok
6V9O_C P01112 GTPase HRas X-ray 1.80 2019-12-13 91.94 0.88 0.11 ok
7APK_B Q8NI27 THO complex subunit 2 EM 3.30 2020-10-17 72.38 0.85 0.11 ok
6ZXH_Z P62851 40S ribosomal protein S25 EM 2.70 2020-07-29 73.25 0.85 0.11 ok
6TLT_A P51449 Nuclear receptor ROR-gamma X-ray 2.11 2019-12-03 0.40 95.14 0.94 0.89 78.65 2.78 0.11 ok
6ZXH_f P62979 Ubiquitin-40S ribosomal protein S27a EM 2.70 2020-07-29 89.56 0.89 0.10 ok
6ZXH_j Q8N9N8 Probable RNA-binding protein EIF1AD EM 2.70 2020-07-29 75.69 0.87 0.10 ok
6ZXH_c P62857 40S ribosomal protein S28 EM 2.70 2020-07-29 91.00 0.90 0.09 ok
6ZYI_A P0DMV8 Heat shock 70kDa protein 1A variant X-ray 1.52 2020-08-01 88.88 0.90 0.09 ok
6ZXH_d P62273 40S ribosomal protein S29 EM 2.70 2020-07-29 93.69 0.92 0.08 ok
6PA1_D P43627 Killer cell immunoglobulin-like receptor 2 X-ray 3.01 2019-06-11 0.00 93.72 0.94 0.91 86.17 1.41 0.07 ok
7DHR_R P07550 Beta-2 adrenergic receptor EM 3.80 2020-11-17 79.12 0.92 0.06 ok
7DHI_R P07550 Beta-2 adrenergic receptor EM 3.26 2020-11-15 79.12 0.92 0.06 ok
6TKK_A O14786 Neuropilin-1 X-ray 1.06 2019-11-28 0.00 95.50 0.97 0.96 91.46 2.32 0.06 ok
7APK_H Q13838 Spliceosome RNA helicase DDX39B EM 3.30 2020-10-17 84.81 0.93 0.06 ok
6PAG_A P10321 HLA class I histocompatibility antigen, Cw X-ray 2.50 2019-06-11 0.00 96.60 0.97 0.97 90.88 1.05 0.06 ok
6ZXH_b P42677 40S ribosomal protein S27 EM 2.70 2020-07-29 92.44 0.94 0.06 ok
6TJT_A O60462 Neuropilin-2 X-ray 1.31 2019-11-26 0.00 95.48 0.96 0.94 93.71 1.61 0.05 ok
6PAG_D P43628 Killer cell immunoglobulin-like receptor 2 X-ray 2.50 2019-06-11 0.00 95.10 0.97 0.91 93.26 1.00 0.05 ok
7DL2_A P49815 Isoform 7 of Tuberin EM 4.40 2020-11-25 67.88 0.93 0.05 ok
6T9E_CCC P01127 Platelet-derived growth factor subunit B X-ray 2.99 2019-10-28 0.00 94.31 0.94 0.94 93.16 1.10 0.05 ok
6V9O_B Q07889 Son of sevenless homolog 1 X-ray 1.80 2019-12-13 76.38 0.94 0.05 ok
6ZXH_U P60866 40S ribosomal protein S20 EM 2.70 2020-07-29 85.25 0.95 0.05 ok
6ZXH_S P62269 40S ribosomal protein S18 EM 2.70 2020-07-29 88.69 0.95 0.04 ok
6LIG_A P17174 Glutamate oxaloacetate transaminase 1 X-ray 2.62 2019-12-10 0.00 96.48 0.99 0.97 95.61 0.85 0.04 ok
6ZXH_Y P62847 40S ribosomal protein S24 EM 2.70 2020-07-29 88.69 0.95 0.04 ok
6SAJ_A O60885 Bromodomain-containing protein 4 X-ray 1.50 2019-07-16 0.00 94.30 0.97 0.94 95.87 0.82 0.04 ok
6TLO_A P68400 Casein kinase II subunit alpha X-ray 1.69 2019-12-03 0.00 97.07 0.98 0.95 95.27 1.06 0.04 ok
7AUC_A P54132 Bloom syndrome protein,Bloom syndrome prot X-ray 1.53 2020-11-02 60.53 0.94 0.04 ok
7APK_C Q96J01 THO complex subunit 3 EM 3.30 2020-10-17 90.19 0.96 0.04 ok
7KNE_D Q9BYF1 Angiotensin-converting enzyme 2 EM 3.85 2020-11-04 90.69 0.96 0.04 ok
7KNH_D Q9BYF1 Angiotensin-converting enzyme 2 EM 3.74 2020-11-04 90.69 0.96 0.04 ok
6TLU_AAA P68400 Casein kinase II subunit alpha X-ray 1.81 2019-12-03 0.00 97.07 0.98 0.95 95.65 1.03 0.04 ok
6ZXH_M P25398 40S ribosomal protein S12 EM 2.70 2020-07-29 80.38 0.95 0.04 ok
6PA1_B P61769 Beta-2-microglobulin X-ray 3.01 2019-06-11 0.00 97.12 0.97 0.94 96.97 0.73 0.04 ok
6TLW_A P68400 Casein kinase II subunit alpha X-ray 1.73 2019-12-03 0.00 97.07 0.98 0.95 95.50 1.02 0.04 ok
6TLP_A P68400 Casein kinase II subunit alpha X-ray 1.93 2019-12-03 0.00 97.07 0.98 0.95 95.50 1.02 0.04 ok
6TMD_A Q63ZY3 KN motif and ankyrin repeat domain-contain X-ray 1.50 2019-12-04 0.40 94.88 0.99 0.97 97.83 0.73 0.03 ok
6PAG_B P61769 Beta-2-microglobulin X-ray 2.50 2019-06-11 0.00 96.78 0.97 0.97 98.25 0.61 0.03 ok
6TLR_A P68400 Casein kinase II subunit alpha X-ray 1.64 2019-12-03 0.00 97.07 0.99 0.96 96.62 0.77 0.03 ok
6TLS_A P68400 Casein kinase II subunit alpha X-ray 1.46 2019-12-03 0.00 97.07 0.99 0.96 96.92 0.76 0.03 ok
6TLV_A P68400 Casein kinase II subunit alpha X-ray 1.67 2019-12-03 0.00 97.07 0.99 0.97 97.07 0.74 0.03 ok
6LIH_A O60885 Bromodomain-containing protein 4 X-ray 1.62 2019-12-11 0.00 94.61 0.98 0.96 96.17 0.75 0.03 ok
6LIM_A O60885 Bromodomain-containing protein 4 X-ray 1.76 2019-12-12 0.00 94.61 0.98 0.95 96.57 0.73 0.03 ok
7APK_F Q86W42 THO complex subunit 6 homolog EM 3.30 2020-10-17 93.62 0.97 0.03 ok
6TLL_A P68400 Casein kinase II subunit alpha X-ray 1.88 2019-12-03 0.00 97.07 0.99 0.96 97.30 0.74 0.03 ok
6ZXH_I P62241 40S ribosomal protein S8 EM 2.70 2020-07-29 93.00 0.97 0.03 ok
6ZXH_J P46781 40S ribosomal protein S9 EM 2.70 2020-07-29 88.12 0.97 0.03 ok
6ZXH_X P62266 40S ribosomal protein S23 EM 2.70 2020-07-29 94.88 0.97 0.03 ok
7AYM_A Q16832 Discoidin domain-containing receptor 2,Epi X-ray 2.12 2020-11-12 75.81 0.96 0.03 ok
7D68_R O95838 Glucagon-like peptide 2 receptor EM 3.00 2020-09-29 73.44 0.96 0.03 ok
6VCU_A P62942 Peptidyl-prolyl cis-trans isomerase FKBP1A X-ray 1.69 2019-12-23 96.25 0.97 0.03 ok
7DF4_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.80 2020-11-06 90.69 0.97 0.03 ok
6TL5_A Q16790 Carbonic anhydrase 9 X-ray 2.21 2019-12-01 0.40 97.74 0.99 0.98 98.41 0.48 0.02 ok
6ZXH_H P62081 40S ribosomal protein S7 EM 2.70 2020-07-29 86.88 0.98 0.02 ok
6ZXH_D P23396 40S ribosomal protein S3 EM 2.70 2020-07-29 91.06 0.98 0.02 ok
6T9D_CCC P15692 Vascular endothelial growth factor A X-ray 2.90 2019-10-28 0.00 95.75 0.99 0.99 99.73 0.39 0.02 ok
6ZXH_G P62753 40S ribosomal protein S6 EM 2.70 2020-07-29 94.19 0.98 0.02 ok
7CMW_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 2.70 2020-07-29 82.38 0.98 0.02 ok
7DL2_E Q9P0N9 TBC1 domain family member 7 EM 4.40 2020-11-25 92.69 0.98 0.02 ok
6ZXH_L P62280 40S ribosomal protein S11 EM 2.70 2020-07-29 88.06 0.98 0.02 ok
7KLJ_A Q7Z4S6 Isoform 2 of Kinesin-like protein KIF21A X-ray 1.52 2020-10-30 70.56 0.97 0.02 ok
6ZXH_h P62854 40S ribosomal protein S26 EM 2.70 2020-07-29 85.81 0.98 0.02 ok
6V3W_A Q9H0J9 Protein mono-ADP-ribosyltransferase PARP12 X-ray 2.04 2019-11-26 83.31 0.98 0.02 ok
6ZXH_Q P62249 40S ribosomal protein S16 EM 2.70 2020-07-29 93.88 0.98 0.02 ok
6ZXH_V P63220 40S ribosomal protein S21 EM 2.70 2020-07-29 95.50 0.98 0.02 ok
7KPG_S P78324 Tyrosine-protein phosphatase non-receptor X-ray 2.27 2020-11-11 77.81 0.98 0.02 ok
7AW6_A P20138 Myeloid cell surface antigen CD33 X-ray 1.95 2020-11-06 77.44 0.98 0.02 ok
6TL6_A Q16790 Carbonic anhydrase 9 X-ray 2.15 2019-12-01 0.40 97.74 1.00 0.99 99.50 0.34 0.02 ok
7KNI_D Q9BYF1 Angiotensin-converting enzyme 2 EM 3.91 2020-11-04 90.69 0.98 0.02 ok
7B36_A Q9P289 Serine/threonine-protein kinase 26 X-ray 2.11 2020-11-28 79.62 0.98 0.02 ok
6ZXH_N P62277 40S ribosomal protein S13 EM 2.70 2020-07-29 94.06 0.98 0.01 ok
6VXQ_A Q06187 Tyrosine-protein kinase BTK X-ray 1.40 2020-02-23 84.44 0.98 0.01 ok
6TJN_A P02766 Transthyretin X-ray 1.70 2019-11-26 0.00 97.69 1.00 1.00 100.00 0.25 0.01 ok
7B6F_A P49841 Glycogen synthase kinase-3 beta X-ray 2.05 2020-12-07 88.25 0.98 0.01 ok
7B35_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 2.40 2020-11-28 77.62 0.98 0.01 ok
6ZXH_T P39019 40S ribosomal protein S19 EM 2.70 2020-07-29 92.00 0.99 0.01 ok
6ZXH_B P61247 40S ribosomal protein S3a EM 2.70 2020-07-29 82.94 0.99 0.01 ok
6ZXH_O P62263 40S ribosomal protein S14 EM 2.70 2020-07-29 90.12 0.99 0.01 ok
6ZXH_A P08865 40S ribosomal protein SA EM 2.70 2020-07-29 79.25 0.99 0.01 ok
6V9O_A P01112 GTPase HRas X-ray 1.80 2019-12-13 91.94 0.99 0.01 ok
7A62_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.44 2020-08-24 93.06 0.99 0.01 ok
6W07_A Q06187 Tyrosine-protein kinase BTK X-ray 1.51 2020-02-29 84.44 0.99 0.01 ok
6ZXH_W P62244 40S ribosomal protein S15a EM 2.70 2020-07-29 93.06 0.99 0.01 ok
6ZXH_g P63244 Receptor of activated protein C kinase 1 EM 2.70 2020-07-29 92.44 0.99 0.01 ok
6W06_A Q06187 Tyrosine-protein kinase BTK X-ray 1.55 2020-02-29 84.44 0.99 0.01 ok
6ZXH_K P46783 40S ribosomal protein S10 EM 2.70 2020-07-29 73.81 0.99 0.01 ok
7B32_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.75 2020-11-28 77.62 0.99 0.01 ok
7B34_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 2.10 2020-11-28 77.62 0.99 0.01 ok
7B31_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.80 2020-11-28 77.62 0.99 0.01 ok
7BYJ_A Q14CM0 FERM and PDZ domain-containing protein 4 X-ray 2.49 2020-04-23 54.06 0.98 0.01 ok
6ZXH_C P15880 40S ribosomal protein S2 EM 2.70 2020-07-29 80.94 0.99 0.01 ok
7B30_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 2.10 2020-11-28 77.62 0.99 0.01 ok
6ZXH_F P46782 40S ribosomal protein S5 EM 2.70 2020-07-29 90.44 0.99 0.01 ok
7B33_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.90 2020-11-28 77.62 0.99 0.01 ok
7AFW_A P35222 Catenin beta-1 X-ray 1.81 2020-09-21 81.06 0.99 0.01 ok
7JVV_A Q9BY41 Histone deacetylase 8 X-ray 1.84 2020-08-24 95.31 0.99 0.01 ok
7JVU_A Q9BY41 Histone deacetylase 8 X-ray 1.50 2020-08-24 95.31 0.99 0.01 ok
7JVW_A Q9BY41 Histone deacetylase 8 X-ray 2.40 2020-08-24 95.31 1.00 0.00 ok
6ZXH_E P62701 40S ribosomal protein S4, X isoform EM 2.70 2020-07-29 95.56 1.00 0.00 ok
6V8F_A P07954 Fumarate hydratase, mitochondrial X-ray 2.30 2019-12-11 92.69 1.00 0.00 ok
6V8C_A P04181 Ornithine aminotransferase, mitochondrial X-ray 1.90 2019-12-10 94.06 1.00 0.00 ok
6V8D_A P04181 Ornithine aminotransferase, mitochondrial X-ray 2.25 2019-12-10 94.06 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.