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

Release week 2021-07-28

99
structures analysed (7 full · 7.1%)
11.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.969
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: 1 of 99 structures (1.0%) are confidently wrong; median TM-score is 0.969.

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 0.969 — 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
7MKF_A P10636 Isoform Tau-F of Microtubule-associated pr EM 3.00 2021-04-23 0.00 68.26 0.28 0.46 0.00 24.88 0.67 ok
7MKH_A P10636 Isoform Tau-F of Microtubule-associated pr EM 3.30 2021-04-23 0.00 67.98 0.28 0.45 0.00 25.07 0.67 ok
7MKG_A P10636 Isoform Tau-F of Microtubule-associated pr EM 3.07 2021-04-23 0.00 68.26 0.25 0.46 0.00 24.61 0.66 ok
7D87_E V9H1G0 Gene for histone H3 (germline gene) X-ray 2.11 2020-10-07 79.44 0.37 0.50 wrong
7AD8_I P32780 General transcription factor IIH subunit 1 EM 3.50 2020-09-14 0.00 76.01 0.56 0.61 11.77 13.78 0.48 ok
7D8A_E V9H1G0 Gene for histone H3 (germline gene) X-ray 2.00 2020-10-07 79.44 0.53 0.38 ok
7LP4_A Q96PU5 E3 ubiquitin-protein ligase NEDD4-like NMR 2021-02-11 4.40 68.39 0.57 0.68 33.51 6.15 0.22 ok
7AD8_C Q92759 General transcription factor IIH subunit 4 EM 3.50 2020-09-14 85.25 0.74 0.22 ok
7OCV_A O95271 Poly [ADP-ribose] polymerase X-ray 1.43 2021-04-28 75.12 0.72 0.21 ok
7AD8_F Q6ZYL4 General transcription factor IIH subunit 5 EM 3.50 2020-09-14 68.94 0.71 0.20 ok
7AD8_D Q13888 General transcription factor IIH subunit 2 EM 3.50 2020-09-14 84.31 0.80 0.17 ok
7JIJ_B O43741 5'-AMP-activated protein kinase subunit be X-ray 5.50 2020-07-23 77.75 0.82 0.14 ok
7AD8_G P23025 DNA repair protein complementing XP-A cell EM 3.50 2020-09-14 81.38 0.83 0.14 ok
6ZUE_A Q16531 DNA damage-binding protein 1 X-ray 3.09 2020-07-22 92.00 0.85 0.13 ok
7LP1_A Q96PU5 E3 ubiquitin-protein ligase NEDD4-like X-ray 1.35 2021-02-11 68.38 0.81 0.13 ok
7LP3_B Q4VCS5 Angiomotin X-ray 1.61 2021-02-11 41.53 0.22 0.45 44.64 4.59 0.11 ok
7LYB_N Q99728 BRCA1-associated RING domain protein 1 EM 3.28 2021-03-06 64.19 0.85 0.10 ok
7LP3_A Q96PU5 E3 ubiquitin-protein ligase NEDD4-like X-ray 1.61 2021-02-11 68.38 0.87 0.09 ok
7LP2_B Q4VCS5 Angiomotin X-ray 1.88 2021-02-11 41.20 0.29 0.48 47.73 3.56 0.09 ok
7LP2_A Q96PU5 E3 ubiquitin-protein ligase X-ray 1.88 2021-02-11 68.38 0.88 0.08 ok
7LYB_C P04908 Histone H2A type 1-B/E EM 3.28 2021-03-06 90.75 0.91 0.08 ok
7LYA_C P04908 Histone H2A type 1-B/E EM 2.91 2021-03-06 90.75 0.92 0.08 ok
7AD8_A P19447 General transcription and DNA repair facto EM 3.50 2020-09-14 75.94 0.91 0.07 ok
7EU8_A Q05586 Glutamate receptor ionotropic, NMDA 1 EM 4.07 2021-05-16 82.88 0.91 0.07 ok
7LC2_D Q9BPZ7 Target of rapamycin complex 2 subunit MAPK X-ray 2.70 2021-01-09 69.19 0.91 0.06 ok
7LYB_P P61077 Ubiquitin-conjugating enzyme E2 D3 EM 3.28 2021-03-06 96.38 0.94 0.06 ok
7BDE_A P41182 Isoform 2 of B-cell lymphoma 6 protein X-ray 2.04 2020-12-21 52.06 0.90 0.05 ok
7JIK_A P02749 Beta-2-glycoprotein 1 X-ray 2.69 2020-07-23 93.12 0.94 0.05 ok
7AD8_E Q13889 General transcription factor IIH subunit 3 EM 3.50 2020-09-14 80.50 0.94 0.05 ok
7EU8_B Q13224 Glutamate receptor ionotropic, NMDA 2B EM 4.07 2021-05-16 60.69 0.92 0.05 ok
7MWB_A Q9NZ08 Endoplasmic reticulum aminopeptidase 1,SPF X-ray 3.20 2021-05-16 92.38 0.95 0.05 ok
7LYB_M P38398 Isoform 7 of Breast cancer type 1 suscepti EM 3.28 2021-03-06 41.59 0.89 0.05 ok
7MXI_A P01854 IgE Fc X-ray 2.80 2021-05-19 76.56 0.94 0.04 ok
6ZSX_A P29373 Cellular retinoic acid-binding protein 2 X-ray 2.40 2020-07-16 96.75 0.96 0.04 ok
7DPJ_A P01112 GTPase HRas X-ray 1.98 2020-12-19 91.94 0.96 0.04 ok
7LMW_A Q15109 Advanced glycosylation end product-specifi X-ray 2.50 2021-02-06 82.81 0.96 0.04 ok
7JIJ_G P54619 5'-AMP-activated protein kinase subunit ga X-ray 5.50 2020-07-23 86.56 0.96 0.04 ok
7E9B_C Q15116 Programmed cell death protein 1 X-ray 1.78 2021-03-04 74.12 0.95 0.04 ok
6ZSW_A P29373 Cellular retinoic acid-binding protein 2 X-ray 2.08 2020-07-16 96.75 0.97 0.03 ok
7LYB_B P62805 Histone H4 EM 3.28 2021-03-06 89.81 0.96 0.03 ok
7JIJ_A Q13131 5'-AMP-activated protein kinase catalytic X-ray 5.50 2020-07-23 79.56 0.96 0.03 ok
7LYA_B P62805 Histone H4 EM 2.91 2021-03-06 89.81 0.97 0.03 ok
7JJG_A P21675 Transcription initiation factor TFIID subu X-ray 1.60 2020-07-25 61.84 0.95 0.03 ok
7O52_U P20273 CD22 d6-d7 Ig domains X-ray 2.41 2021-04-07 79.38 0.96 0.03 ok
6XP6_A P01909 MHC class II HLA-DQ-alpha chain X-ray 2.40 2020-07-08 87.94 0.97 0.03 ok
7OE4_AAA P25440 Bromodomain-containing protein 2 X-ray 1.65 2021-05-01 64.06 0.96 0.03 ok
7LYB_D P06899 Histone H2B type 1-J EM 3.28 2021-03-06 85.50 0.97 0.03 ok
7OT0_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.32 2021-06-09 82.94 0.97 0.03 ok
7OT3_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.53 2021-06-09 82.94 0.97 0.03 ok
7OT2_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.48 2021-06-09 82.94 0.97 0.03 ok
7LYA_D P06899 Histone H2B type 1-J EM 2.91 2021-03-06 85.50 0.97 0.03 ok
7LYB_A P68431 Histone H3.1 EM 3.28 2021-03-06 86.06 0.97 0.02 ok
7DPH_A P01112 GTPase HRas X-ray 1.54 2020-12-19 91.94 0.97 0.02 ok
7LYA_A P68431 Histone H3.1 EM 2.91 2021-03-06 86.06 0.97 0.02 ok
7OE8_A P25440 Bromodomain-containing protein 2 X-ray 1.30 2021-05-02 64.06 0.97 0.02 ok
7F3O_A P42262 Glutamate receptor 2 X-ray 1.44 2021-06-16 84.94 0.97 0.02 ok
7AD8_B P18074 TFIIH basal transcription factor complex h EM 3.50 2020-09-14 87.56 0.98 0.02 ok
7OSZ_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.46 2021-06-09 82.94 0.97 0.02 ok
7P3D_A A0A140T913 MHC class I antigen X-ray 1.67 2021-07-07 84.62 0.97 0.02 ok
7N6E_A A0A140T913 MHC class I antigen X-ray 3.20 2021-06-08 84.62 0.97 0.02 ok
7MWC_A Q9NZ08 Endoplasmic reticulum aminopeptidase 1,LPF X-ray 3.00 2021-05-16 92.38 0.98 0.02 ok
7P3E_B P61769 Beta-2-microglobulin X-ray 2.00 2021-07-07 94.06 0.98 0.02 ok
6XP6_B Q5Y7D3 MHC class II HLA-DQ-beta-1 X-ray 2.40 2020-07-08 85.31 0.98 0.02 ok
6ZUE_B Q9Y4B6 DDB1- and CUL4-associated factor 1 X-ray 3.09 2020-07-22 74.94 0.97 0.02 ok
7KEO_C P0CG48 Ubiquitin X-ray 2.90 2020-10-11 88.62 0.98 0.02 ok
7N1B_B P61769 Beta-2-microglobulin X-ray 2.81 2021-05-27 94.06 0.98 0.02 ok
7N6E_B P61769 Beta-2-microglobulin X-ray 3.20 2021-06-08 94.06 0.98 0.02 ok
7OSY_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.23 2021-06-09 82.94 0.98 0.02 ok
7MLS_A O60885 Bromodomain-containing protein 4 X-ray 1.26 2021-04-28 55.31 0.97 0.02 ok
7LUL_A Q96RT1 Erbin X-ray 1.65 2021-02-22 55.66 0.97 0.02 ok
7DPX_A P21757 Macrophage scavenger receptor types I and X-ray 2.00 2020-12-21 67.44 0.97 0.02 ok
7N1A_B P61769 Beta-2-microglobulin X-ray 2.06 2021-05-27 94.06 0.98 0.02 ok
7D36_A P56817 Beta-secretase 1 X-ray 2.30 2020-09-18 87.50 0.98 0.02 ok
7N1A_A A0A140T913 MHC class I antigen, A-2 alpha chain X-ray 2.06 2021-05-27 84.62 0.98 0.02 ok
7OGY_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-05-07 64.06 0.97 0.02 ok
7OT1_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.71 2021-06-09 82.94 0.98 0.02 ok
7P3D_B P61769 Beta-2-microglobulin X-ray 1.67 2021-07-07 94.06 0.98 0.02 ok
7N6D_B P61769 Beta-2-microglobulin X-ray 2.30 2021-06-08 94.06 0.98 0.02 ok
7P3E_A A0A140T913 MHC class I antigen X-ray 2.00 2021-07-07 84.62 0.98 0.01 ok
7LC2_A P01116 GTPase KRas X-ray 2.70 2021-01-09 91.50 0.98 0.01 ok
7MLR_A O60885 Bromodomain-containing protein 4 X-ray 1.20 2021-04-28 55.31 0.98 0.01 ok
7N6D_A A0A140T913 MHC class I antigen X-ray 2.30 2021-06-08 84.62 0.98 0.01 ok
7MLQ_A O60885 Bromodomain-containing protein 4 X-ray 1.32 2021-04-28 55.31 0.98 0.01 ok
7CMB_A O96013 Serine/threonine-protein kinase PAK 4 X-ray 2.59 2020-07-26 70.06 0.98 0.01 ok
7N1E_B P61769 Beta-2-microglobulin X-ray 2.30 2021-05-27 94.06 0.99 0.01 ok
7AEN_A O00214 Isoform 2 of Galectin-8 X-ray 1.60 2020-09-17 90.69 0.99 0.01 ok
7KDC_A O00212 Rho-related GTP-binding protein RhoD X-ray 3.10 2020-10-08 89.25 0.99 0.01 ok
7OE5_AAA P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-05-01 64.06 0.98 0.01 ok
7N1E_A A0A140T913 MHC class I antigen, A-2 alpha chain X-ray 2.30 2021-05-27 84.62 0.99 0.01 ok
7NUF_A P42224 Signal transducer and activator of transcr X-ray 2.00 2021-03-12 87.25 0.99 0.01 ok
7N1F_B P61769 Beta-2-microglobulin X-ray 2.39 2021-05-27 94.06 0.99 0.01 ok
7N1F_A A0A140T913 MHC class I antigen, A-2 alpha chain X-ray 2.39 2021-05-27 84.62 0.99 0.01 ok
7RFY_A O00629 Importin subunit alpha-3 X-ray 2.50 2021-07-14 86.06 0.99 0.01 ok
7N1B_A A0A140T913 MHC class I antigen, A-2 alpha chain X-ray 2.81 2021-05-27 84.62 0.99 0.01 ok
7OE9_A P25440 Bromodomain-containing protein 2 X-ray 1.60 2021-05-02 64.06 0.99 0.01 ok
7OE6_AAA P25440 Bromodomain-containing protein 2 X-ray 1.76 2021-05-01 64.06 0.99 0.01 ok
6ZTC_A O60760 Hematopoietic prostaglandin D synthase X-ray 1.84 2020-07-17 97.31 0.99 0.01 ok
7RIN_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 1.85 2021-07-20 81.25 1.00 0.00 ok
6ZT2_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 1.95 2020-07-17 96.56 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.