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

Release week 2021-11-24

65
structures analysed (11 full · 16.9%)
00.0%
confidently wrong
46.2%
novel sequences
00.0%
novel & wrong
0.97
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 65 structures (0.0%) are confidently wrong; median TM-score is 0.97.

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 0.97 — 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
7Q63_AAA P43405 Tyrosine-protein kinase SYK X-ray 1.90 2021-11-05 0.00 90.72 0.56 0.88 13.22 12.08 0.58 ok
7Q5U_AAA P43405 Tyrosine-protein kinase SYK X-ray 2.40 2021-11-04 0.00 90.83 0.56 0.86 13.66 11.47 0.57 ok
7Q5T_AAA P43405 Tyrosine-protein kinase SYK X-ray 2.20 2021-11-04 0.00 91.33 0.51 0.87 13.73 11.60 0.56 ok
7Q5W_AAA P43405 Tyrosine-protein kinase SYK X-ray 2.20 2021-11-04 0.00 91.46 0.51 0.88 14.27 11.56 0.56 ok
7LXF_A A6NGG8 Protein enabled homolog,Photoreceptor cili X-ray 1.65 2021-03-03 0.00 43.17 0.25 0.15 0.00 41.35 0.43 ok
7Q4M_A P05067 Amyloid-beta precursor protein EM 2.80 2021-11-01 0.00 54.66 0.27 0.43 16.94 10.15 0.33 ok
7Q4B_A P05067 Amyloid-beta precursor protein EM 2.50 2021-10-30 0.00 52.55 0.31 0.52 18.38 7.95 0.27 ok
7Q5U_GGG P09693 T-cell surface glycoprotein CD3 gamma chai X-ray 2.40 2021-11-04 100.00 novel 59.17 0.25 0.70 31.94 5.31 0.19 ok
7MZX_A Q6UX46 ALK and LTK ligand 2 NMR 2021-05-24 70.12 0.74 0.18 ok
7Q5T_GGG P30273 High affinity immunoglobulin epsilon recep X-ray 2.20 2021-11-04 100.00 novel 55.12 0.16 0.67 33.33 4.96 0.17 ok
7Q5W_GGG O43914 TYRO protein tyrosine kinase-binding prote X-ray 2.20 2021-11-04 100.00 novel 56.08 0.19 0.68 43.06 3.93 0.14 ok
7MZZ_A Q6UXT8 ALK and LTK ligand 1 NMR 2021-05-24 100.00 novel 76.63 0.69 0.71 61.07 4.19 0.13 ok
7MEY_D P0CG47 Ubiquitin EM 3.67 2021-04-08 93.44 0.90 0.09 ok
7MEX_C P0CG48 Ubiquitin EM 3.35 2021-04-08 88.62 0.90 0.09 ok
7VUP_A Q00653 Nuclear factor NF-kappa-B p52 subunit X-ray 3.40 2021-11-04 74.88 0.90 0.08 ok
7VUQ_A Q00653 Nuclear factor NF-kappa-B p52 subunit X-ray 3.10 2021-11-04 74.88 0.90 0.08 ok
7MFC_A P07333 Macrophage colony-stimulating factor 1 rec X-ray 2.80 2021-04-08 77.81 0.92 0.06 ok
7N00_B Q6UX46 ALK and LTK ligand 2 EM 2.27 2021-05-24 70.12 0.91 0.06 ok
7N00_A Q9UM73 ALK tyrosine kinase receptor EM 2.27 2021-05-24 68.19 0.92 0.06 ok
7MEY_C P0CG47 Ubiquitin EM 3.67 2021-04-08 93.44 0.94 0.06 ok
7SEG_C P08637 Low affinity immunoglobulin gamma Fc regio X-ray 2.16 2021-09-30 85.69 0.95 0.05 ok
7EFR_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.49 2021-03-23 90.69 0.95 0.05 ok
7EFP_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.70 2021-03-22 90.69 0.95 0.04 ok
7BIK_A Q9Y5A9 YTH domain-containing family protein 2 X-ray 2.10 2021-01-12 59.50 0.94 0.03 ok
7RSJ_A Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 1.88 2021-08-11 83.44 0.96 0.03 ok
7MX3_A Q9Y572 Receptor-interacting serine/threonine-prot X-ray 3.23 2021-05-18 67.12 0.95 0.03 ok
7Q2J_A Q15370 Elongin-B X-ray 2.50 2021-10-25 92.50 0.97 0.03 ok
7Q2J_B Q15369 Elongin-C X-ray 2.50 2021-10-25 89.81 0.97 0.03 ok
7KEV_B Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.80 2020-10-12 85.19 0.97 0.03 ok
7RUU_A Q96EY8 Corrinoid adenosyltransferase X-ray 1.85 2021-08-18 81.75 0.97 0.03 ok
7AXU_A P61964 WD repeat-containing protein 5 X-ray 1.68 2020-11-10 93.31 0.97 0.02 ok
7BHE_B P21860 Receptor tyrosine-protein kinase erbB-3 X-ray 2.30 2021-01-11 72.44 0.97 0.02 ok
7MZY_A Q9UM73 ALK tyrosine kinase receptor X-ray 1.50 2021-05-24 68.19 0.97 0.02 ok
7BHF_B P21860 Isoform 4 of Receptor tyrosine-protein kin X-ray 2.00 2021-01-11 72.44 0.97 0.02 ok
7RUV_A Q96EY8 Corrinoid adenosyltransferase X-ray 2.10 2021-08-18 81.75 0.97 0.02 ok
7EDZ_A Q9HAB8 Phosphopantothenate--cysteine ligase X-ray 1.95 2021-03-17 93.81 0.98 0.02 ok
7VX9_C Q9BYF1 Angiotensin-converting enzyme 2 EM 4.00 2021-11-12 90.69 0.98 0.02 ok
7VXA_C Q9BYF1 Angiotensin-converting enzyme 2 EM 3.90 2021-11-12 90.69 0.98 0.02 ok
7DJN_A P02768 Serum albumin X-ray 2.04 2020-11-20 92.69 0.98 0.02 ok
7LRZ_A Q9UM73 ALK tyrosine kinase receptor X-ray 1.91 2021-02-17 68.19 0.98 0.02 ok
7O7K_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.82 2021-04-13 66.44 0.98 0.02 ok
7Q2J_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.50 2021-10-25 84.44 0.98 0.01 ok
7O7J_A Q9H422 Homeodomain-interacting protein kinase 3 X-ray 2.81 2021-04-13 51.81 0.97 0.01 ok
7RUT_A Q96EY8 Corrinoid adenosyltransferase X-ray 1.50 2021-08-18 81.75 0.98 0.01 ok
7O7I_A Q9H422 Homeodomain-interacting protein kinase 3 X-ray 2.50 2021-04-13 51.81 0.97 0.01 ok
7DJO_A Q92630 Dual specificity tyrosine-phosphorylation- X-ray 2.50 2020-11-20 75.56 0.98 0.01 ok
7RSV_A Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 1.78 2021-08-11 83.44 0.99 0.01 ok
7RSP_A Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 1.67 2021-08-11 83.44 0.99 0.01 ok
7KEV_A Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.80 2020-10-12 85.19 0.99 0.01 ok
7ERI_A P02766 Transthyretin X-ray 1.81 2021-05-06 88.00 0.99 0.01 ok
7ASJ_A P00918 Carbonic anhydrase 2 X-ray 1.43 2020-10-27 97.38 0.99 0.01 ok
7ERH_A P02766 Transthyretin X-ray 1.55 2021-05-06 88.00 0.99 0.01 ok
7FAI_A Q86X55 Histone-arginine methyltransferase CARM1 X-ray 2.10 2021-07-06 78.25 0.99 0.00 ok
7Q2J_D P61964 WD repeat-containing protein 5 X-ray 2.50 2021-10-25 93.31 1.00 0.00 ok
7ERJ_A P02766 Transthyretin X-ray 1.89 2021-05-06 88.00 0.99 0.00 ok
7AYA_A P68400 Casein kinase II subunit alpha X-ray 2.45 2020-11-11 88.94 1.00 0.00 ok
7ERK_A P02766 Transthyretin X-ray 1.70 2021-05-06 88.00 1.00 0.00 ok
7FAJ_A Q86X55 Histone-arginine methyltransferase CARM1 X-ray 2.25 2021-07-06 78.25 0.99 0.00 ok
7LU5_A Q9Y3Z3 Deoxynucleoside triphosphate triphosphohyd X-ray 3.57 2021-02-20 88.19 1.00 0.00 ok
7LTT_A Q9Y3Z3 Deoxynucleoside triphosphate triphosphohyd X-ray 1.90 2021-02-20 88.19 1.00 0.00 ok
7AY9_A P68400 Casein kinase II subunit alpha X-ray 2.25 2020-11-11 88.94 1.00 0.00 ok
6X4K_A Q9H999 Pantothenate kinase 3 X-ray 2.10 2020-05-22 94.44 1.00 0.00 ok
6X4L_A Q9H999 Pantothenate kinase 3 X-ray 2.00 2020-05-22 94.44 1.00 0.00 ok
6X4J_A Q9H999 Pantothenate kinase 3 X-ray 2.30 2020-05-22 94.44 1.00 0.00 ok
7ASQ_A P11172 Uridine 5'-monophosphate synthase X-ray 0.95 2020-10-28 92.12 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.