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

Release week 2019-07-31

82
structures analysed (25 full · 30.5%)
00.0%
confidently wrong
22.4%
novel sequences
00.0%
novel & wrong
0.965
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 82 structures (0.0%) are confidently wrong; median TM-score is 0.965.

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 0.965 — 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
6E8F_A Q96QU1 Protocadherin-15 X-ray 2.99 2018-07-29 4.10 82.54 0.57 0.90 7.74 14.44 0.61 ok
6RPV_A P01034 Cystatin-C Multiple methods 2019-05-14 0.90 93.83 0.63 0.66 33.75 9.09 0.34 ok
6M9W_A P01116 GTPase KRas X-ray 1.50 2018-08-24 91.50 0.85 0.14 ok
6MQG_A P01116 GTPase KRas X-ray 1.50 2018-10-09 91.50 0.85 0.13 ok
6MXR_A V9HW68 anti-VEGF-A Fab fragment bH1 heavy chain X-ray 2.04 2018-10-31 87.00 0.86 0.12 ok
6MHF_C Q3V6T2 Girdin X-ray 2.00 2018-09-17 100.00 novel 43.27 0.46 0.65 43.06 5.44 0.12 ok
6MI3_A Q9Y6K9 NF-kB ESSENTIAL MODULATOR,NF-kappa-B essen X-ray 1.78 2018-09-19 82.00 0.86 0.11 ok
6MXS_A V9HW68 anti-VEGF-A Fab fragment bH1 heavy chain X-ray 1.95 2018-10-31 87.00 0.87 0.11 ok
6ABO_A Q13426 DNA repair protein XRCC4 X-ray 2.65 2018-07-23 74.81 0.86 0.11 ok
6ABO_B Q0D2I5 Intermediate filament family orphan 1 X-ray 2.65 2018-07-23 66.06 0.84 0.11 ok
6E6E_A P12931 Proto-oncogene tyrosine-protein kinase Src X-ray 2.15 2018-07-24 83.44 0.88 0.10 ok
6IMQ_A P29590 Protein PML X-ray 2.06 2018-10-23 70.12 0.86 0.10 ok
6H2U_B Q9UI30 Multifunctional methyltransferase subunit X-ray 1.60 2018-07-16 92.12 0.90 0.09 ok
6P3W_A P24941 Cyclin-dependent kinase 2 X-ray 2.54 2019-05-24 0.00 88.46 0.91 0.85 78.10 3.09 0.09 ok
6MY5_A V9HW68 anti-VEGF-A Fab fragment bH1 heavy chain X-ray 1.73 2018-11-01 87.00 0.91 0.08 ok
6AEE_G Q8NHL6 Leukocyte immunoglobulin-like receptor sub X-ray 3.30 2018-08-04 73.38 0.89 0.08 ok
6MY4_A V9HW68 anti-VEGF-A Fab fragment bH1 heavy chain X-ray 1.69 2018-11-01 87.00 0.91 0.08 ok
6AED_A Q8N423 Leukocyte immunoglobulin-like receptor sub X-ray 3.80 2018-08-04 75.88 0.90 0.07 ok
6H22_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.01 2018-07-12 62.59 0.88 0.07 ok
6OPG_A P28482 Mitogen-activated protein kinase 1 X-ray 2.90 2019-04-25 0.30 91.85 0.96 0.90 84.31 1.83 0.07 ok
6OPH_A P28482 Mitogen-activated protein kinase 1 X-ray 2.40 2019-04-25 0.30 91.91 0.96 0.91 86.28 1.76 0.06 ok
6P0Z_A P01116 GTPase KRas X-ray 1.01 2019-05-17 0.00 95.19 0.95 0.91 91.02 1.59 0.06 ok
6H2V_A Q9NRN9 Methyltransferase-like protein 5 X-ray 2.49 2018-07-16 92.62 0.93 0.06 ok
6MXR_B Q7Z3Y4 anti-VEGF-A Fab fragment bH1 light chain X-ray 2.04 2018-10-31 92.38 0.93 0.06 ok
6MBU_A P01116 GTPase KRas X-ray 1.45 2018-08-30 91.50 0.93 0.06 ok
6MXS_B Q7Z3Y4 anti-VEGF-A Fab fragment bH1 light chain X-ray 1.95 2018-10-31 92.38 0.94 0.06 ok
6MBQ_A P01116 GTPase KRas X-ray 1.35 2018-08-30 91.50 0.94 0.05 ok
6MOB_A P10721 Mast/stem cell growth factor receptor Kit X-ray 1.80 2018-10-04 78.19 0.93 0.05 ok
6MBT_A P01116 GTPase KRas X-ray 1.45 2018-08-30 91.50 0.95 0.05 ok
6E6G_A P01116 GTPase KRas X-ray 1.93 2018-07-24 91.50 0.95 0.05 ok
6PDM_A Q6P2P2 Protein arginine N-methyltransferase 9 X-ray 2.45 2019-06-19 71.90 novel 93.15 0.99 0.96 94.18 1.47 0.04 ok
6MQN_A P01116 GTPase KRas X-ray 1.60 2018-10-10 91.50 0.95 0.04 ok
6IWD_A Q15678 Tyrosine-protein phosphatase non-receptor X-ray 1.80 2018-12-05 0.00 92.92 0.97 0.95 93.60 1.18 0.04 ok
6E6P_A P01112 GTPase HRas X-ray 1.93 2018-07-25 91.94 0.95 0.04 ok
6H2V_B Q9UI30 Multifunctional methyltransferase subunit X-ray 2.49 2018-07-16 92.12 0.95 0.04 ok
6H2U_A Q9NRN9 Methyltransferase-like protein 5 X-ray 1.60 2018-07-16 92.62 0.95 0.04 ok
6JRP_A Q96RK0 Protein capicua homolog X-ray 3.00 2019-04-05 42.30 92.18 0.93 0.93 93.58 0.93 0.04 ok
6P5S_A Q9H2X6 Homeodomain-interacting protein kinase 2 X-ray 2.19 2019-05-30 61.40 94.59 0.98 0.96 94.74 1.35 0.04 ok
6QZS_A P31947 14-3-3 protein sigma X-ray 1.90 2019-03-12 0.00 96.02 0.96 0.97 94.69 0.96 0.04 ok
6E6C_A P01112 GTPase HRas X-ray 1.90 2018-07-24 91.94 0.96 0.04 ok
6MY5_B Q7Z3Y4 anti-VEGF-A Fab fragment bH1 light chain X-ray 1.73 2018-11-01 92.38 0.96 0.04 ok
6MY4_B Q7Z3Y4 anti-VEGF-A Fab fragment bH1 light chain X-ray 1.69 2018-11-01 92.38 0.96 0.04 ok
6NZP_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.35 2019-02-14 0.00 89.64 0.98 0.94 94.21 0.95 0.04 ok
6OPI_A P28482 Mitogen-activated protein kinase 1 X-ray 3.00 2019-04-25 0.30 93.94 0.99 0.96 95.94 0.82 0.04 ok
6NZQ_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.11 2019-02-14 0.00 89.84 0.98 0.95 95.31 0.92 0.04 ok
6E6H_A P01111 GTPase NRas X-ray 1.99 2018-07-24 92.06 0.96 0.04 ok
6S25_A O60885 Bromodomain-containing protein 4 X-ray 1.10 2019-06-20 0.00 94.30 0.97 0.95 95.47 0.83 0.04 ok
6QZR_A P31947 14-3-3 protein sigma X-ray 2.30 2019-03-12 0.00 96.41 0.96 0.97 96.44 0.84 0.04 ok
6NZR_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.56 2019-02-14 0.40 89.44 0.98 0.95 95.77 0.95 0.04 ok
6E6F_A P01116 GTPase KRas X-ray 3.40 2018-07-24 91.50 0.97 0.03 ok
6OON_A Q9HCK5 Protein argonaute-4 X-ray 1.90 2019-04-23 17.50 94.37 1.00 0.97 97.68 0.65 0.03 ok
6E74_A P02766 Transthyretin X-ray 1.60 2018-07-25 88.00 0.97 0.03 ok
6E6Z_A P02766 Transthyretin X-ray 1.75 2018-07-25 88.00 0.97 0.03 ok
6HGQ_A P07741 Adenine phosphoribosyltransferase X-ray 1.90 2018-08-23 96.94 0.97 0.03 ok
6P3W_B P20248 Cyclin-A2 X-ray 2.54 2019-05-24 0.00 96.69 0.99 0.97 98.74 0.60 0.03 ok
6E77_A P02766 Transthyretin X-ray 1.60 2018-07-25 88.00 0.97 0.02 ok
6E71_A P02766 Transthyretin X-ray 1.50 2018-07-25 88.00 0.97 0.02 ok
6E70_A P02766 Transthyretin X-ray 1.99 2018-07-25 88.00 0.97 0.02 ok
6E72_A P02766 Transthyretin X-ray 1.45 2018-07-25 88.00 0.97 0.02 ok
6E75_A P02766 Transthyretin X-ray 1.50 2018-07-25 88.00 0.97 0.02 ok
6NSV_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.30 2019-01-25 0.00 94.81 0.99 0.99 99.80 0.42 0.02 ok
6E76_A P02766 Transthyretin X-ray 1.60 2018-07-25 88.00 0.97 0.02 ok
6E78_A P02766 Transthyretin X-ray 1.50 2018-07-25 88.00 0.97 0.02 ok
6E73_A P02766 Transthyretin X-ray 1.80 2018-07-25 88.00 0.97 0.02 ok
6QUX_A P01116 GTPase KRas X-ray 1.62 2019-02-28 0.00 95.14 0.99 0.98 99.40 0.43 0.02 ok
6QUW_A P01116 GTPase KRas X-ray 1.24 2019-02-28 0.00 95.14 0.99 0.98 99.10 0.42 0.02 ok
6QUV_A P01116 GTPase KRas X-ray 1.48 2019-02-28 0.00 95.14 0.99 0.98 99.25 0.41 0.02 ok
6QUU_A P01116 GTPase KRas X-ray 1.48 2019-02-28 1.10 95.14 0.99 0.98 99.25 0.42 0.02 ok
6EFK_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 1.50 2018-08-16 89.31 0.98 0.02 ok
6AEE_A P17693 HLA class I histocompatibility antigen, al X-ray 3.30 2018-08-04 90.44 0.98 0.02 ok
6GJ8_A P01116 GTPase KRas X-ray 1.65 2018-05-16 91.50 0.99 0.01 ok
6AEE_B P61769 Beta-2-microglobulin X-ray 3.30 2018-08-04 94.06 0.99 0.01 ok
6GJ6_A P01116 GTPase KRas X-ray 1.76 2018-05-16 91.50 0.99 0.01 ok
6E6J_A P25440 Bromodomain-containing protein 2 X-ray 2.44 2018-07-25 64.06 0.98 0.01 ok
6GJ7_A P01116 GTPase KRas X-ray 1.67 2018-05-16 91.50 0.99 0.01 ok
6GJ5_A P01116 GTPase KRas X-ray 1.50 2018-05-16 91.50 0.99 0.01 ok
6HP8_A Q6V1X1 Dipeptidyl peptidase 8 X-ray 2.50 2018-09-19 90.44 0.99 0.01 ok
6H0M_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 1.25 2018-07-10 96.56 0.99 0.01 ok
6HNO_A Q9BPX1 17-beta-hydroxysteroid dehydrogenase 14 X-ray 1.68 2018-09-17 96.56 0.99 0.01 ok
6HGS_A P07741 Adenine phosphoribosyltransferase X-ray 1.55 2018-08-23 96.94 1.00 0.00 ok
6HGP_A P07741 Adenine phosphoribosyltransferase X-ray 1.70 2018-08-23 96.94 1.00 0.00 ok
6HGR_A P07741 Adenine phosphoribosyltransferase X-ray 1.52 2018-08-23 96.94 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.