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

Release week 2021-09-29

82
structures analysed (6 full · 7.3%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.947
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 0.947.

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 0.947 — 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
7O7B_A Q16236 Isoform 3 of Nuclear factor erythroid 2-re NMR 2021-04-13 0.00 87.18 0.62 0.66 30.56 6.30 0.32 ok
7FIJ_R P22888 Lutropin-choriogonadotropic hormone recept EM 3.80 2021-07-31 80.12 0.74 0.21 ok
7EW0_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.42 2021-05-24 93.75 0.81 0.18 ok
7EW7_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.27 2021-05-24 93.75 0.81 0.18 ok
7EVY_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.98 2021-05-24 93.75 0.81 0.18 ok
7EW1_D P63096 Guanine nucleotide-binding protein G(i) su EM 3.40 2021-05-24 93.75 0.81 0.18 ok
7EVZ_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.07 2021-05-24 93.75 0.81 0.17 ok
7RCO_A P61812 Transforming growth factor beta-2 X-ray 2.90 2021-07-07 80.12 0.78 0.17 ok
7EW3_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.10 2021-05-24 93.75 0.81 0.17 ok
7EW2_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.10 2021-05-24 93.75 0.82 0.17 ok
7DBG_A P62826 GTP-binding nuclear protein Ran X-ray 2.06 2020-10-20 88.62 0.81 0.17 ok
7EW4_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.20 2021-05-24 93.75 0.82 0.17 ok
7EW3_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-05-24 89.56 0.83 0.15 ok
7EW1_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2021-05-24 89.56 0.84 0.14 ok
7EW4_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-05-24 89.56 0.84 0.14 ok
7EW7_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2021-05-24 89.56 0.85 0.14 ok
7EW2_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-05-24 89.56 0.85 0.13 ok
7EW0_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.42 2021-05-24 89.56 0.85 0.13 ok
7S5A_A P80075 C-C motif chemokine 8 X-ray 1.37 2021-09-10 88.69 0.85 0.13 ok
7NXV_C O75807 Protein phosphatase 1 regulatory subunit 1 X-ray 2.55 2021-03-19 49.47 0.75 0.12 ok
7EVY_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.98 2021-05-24 89.56 0.88 0.11 ok
7RBS_B P05161 Ubiquitin-like protein ISG15 X-ray 2.98 2021-07-06 85.88 0.89 0.10 ok
7EG4_B Q8IYM2 Schlafen family member 12 EM 3.20 2021-03-24 82.81 0.89 0.10 ok
7EG0_B Q8IYM2 Schlafen family member 12 EM 3.40 2021-03-23 82.81 0.89 0.10 ok
7EVZ_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.07 2021-05-24 89.56 0.89 0.09 ok
7FIG_R P22888 Lutropin-choriogonadotropic hormone recept EM 3.90 2021-07-31 80.12 0.88 0.09 ok
7FII_R P22888 Lutropin-choriogonadotropic hormone recept EM 4.30 2021-07-31 80.12 0.89 0.08 ok
7EW2_R Q99500 Sphingosine 1-phosphate receptor 3 EM 3.10 2021-05-24 79.31 0.89 0.08 ok
7FIH_Y P0DN86 Choriogonadotropin subunit beta 3 EM 3.20 2021-07-31 78.88 0.90 0.08 ok
7FII_X P01215 Glycoprotein hormones alpha chain EM 4.30 2021-07-31 91.81 0.91 0.08 ok
7EW3_R Q99500 Sphingosine 1-phosphate receptor 3 EM 3.10 2021-05-24 79.31 0.90 0.08 ok
7EW4_R Q99500 Sphingosine 1-phosphate receptor 3 EM 3.20 2021-05-24 79.31 0.90 0.08 ok
7FII_Y P0DN86 Choriogonadotropin subunit beta 3 EM 4.30 2021-07-31 78.88 0.90 0.08 ok
7FIG_Y P0DN86 Choriogonadotropin subunit beta 3 EM 3.90 2021-07-31 78.88 0.90 0.08 ok
7EW1_A Q9H228 Sphingosine 1-phosphate receptor 5 EM 3.40 2021-05-24 77.75 0.91 0.07 ok
7NZM_E P05198 Eukaryotic translation initiation factor 2 EM 3.96 2021-03-24 77.81 0.91 0.07 ok
7FIH_R P22888 Lutropin-choriogonadotropic hormone recept EM 3.20 2021-07-31 80.12 0.92 0.06 ok
7FIH_X P01215 Glycoprotein hormones alpha chain EM 3.20 2021-07-31 91.81 0.94 0.06 ok
7RBR_B P0CG47 Ubiquitin X-ray 1.88 2021-07-06 93.44 0.94 0.06 ok
7MZT_A P00736 Complement C1r subcomponent heavy chain X-ray 4.07 2021-05-24 87.00 0.94 0.05 ok
7NVJ_AAA Q9Y3C8 Ubiquitin-fold modifier-conjugating enzyme X-ray 2.20 2021-03-15 93.44 0.95 0.05 ok
7NW1_AAA Q9Y3C8 Ubiquitin-fold modifier-conjugating enzyme X-ray 1.95 2021-03-16 93.44 0.95 0.04 ok
7FIG_X P01215 Glycoprotein hormones alpha chain EM 3.90 2021-07-31 91.81 0.96 0.04 ok
7PI4_DDD Q05397 Focal adhesion kinase 1 X-ray 2.24 2021-08-19 74.50 0.95 0.04 ok
5S9R_A O60885 Bromodomain-containing protein 4 X-ray 1.85 2021-04-01 0.00 94.00 0.97 0.95 95.63 0.85 0.04 ok
5S9O_A P25440 Bromodomain-containing protein 2 X-ray 2.49 2021-04-01 8.10 94.54 0.97 0.97 97.52 0.72 0.03 ok
5S9P_A O60885 Bromodomain-containing protein 4 X-ray 2.10 2021-04-01 0.00 93.97 0.97 0.95 96.48 0.91 0.03 ok
5S9Q_A O60885 Bromodomain-containing protein 4 X-ray 1.85 2021-04-01 0.00 94.30 0.98 0.96 97.05 0.74 0.03 ok
7B13_A P31947 14-3-3 protein sigma X-ray 1.37 2020-11-23 92.88 0.97 0.03 ok
7B15_A P31947 14-3-3 protein sigma X-ray 1.59 2020-11-23 92.88 0.97 0.03 ok
7MZT_B P00736 Complement C1r subcomponent light chain X-ray 4.07 2021-05-24 87.00 0.97 0.02 ok
7BMK_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 1.85 2021-01-20 72.69 0.97 0.02 ok
7NW1_CCC Q9GZZ9 Ubiquitin-like modifier-activating enzyme X-ray 1.95 2021-03-16 71.01 0.68 0.97 100.00 0.41 0.02 ok
7PI4_BBB Q15370 Elongin-B X-ray 2.24 2021-08-19 92.50 0.98 0.02 ok
7EW4_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-05-24 97.06 0.98 0.01 ok
7EW0_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.42 2021-05-24 97.06 0.99 0.01 ok
7RCL_A P51570 Galactokinase X-ray 2.40 2021-07-07 97.19 0.99 0.01 ok
7EW2_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-05-24 97.06 0.99 0.01 ok
7EW7_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2021-05-24 97.06 0.99 0.01 ok
7EW1_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2021-05-24 97.06 0.99 0.01 ok
7PI4_CCC Q15369 Isoform 2 of Elongin-C X-ray 2.24 2021-08-19 89.81 0.99 0.01 ok
7EW3_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-05-24 97.06 0.99 0.01 ok
7PNJ_A P03950 Angiogenin X-ray 3.10 2021-09-07 89.81 0.99 0.01 ok
7PI4_AAA P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.24 2021-08-19 84.44 0.99 0.01 ok
7MCE_A O60885 Bromodomain-containing protein 4 X-ray 1.76 2021-04-02 55.31 0.98 0.01 ok
7K6G_A O60885 Bromodomain-containing protein 4 X-ray 1.70 2020-09-20 55.31 0.98 0.01 ok
7EVY_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.98 2021-05-24 97.06 0.99 0.01 ok
7M16_A O60885 Bromodomain-containing protein 4 X-ray 1.42 2021-03-12 55.31 0.98 0.01 ok
7EVZ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.07 2021-05-24 97.06 0.99 0.01 ok
7B1O_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.58 2020-11-25 93.06 0.99 0.01 ok
7KLK_A P05089 Arginase-1 X-ray 1.80 2020-10-30 97.00 0.99 0.01 ok
7KLM_A P05089 Arginase-1 X-ray 2.27 2020-10-30 97.00 0.99 0.01 ok
7KLL_A P05089 Arginase-1 X-ray 2.22 2020-10-30 97.00 0.99 0.01 ok
7PNR_A P03950 Angiogenin X-ray 1.60 2021-09-07 89.81 0.99 0.01 ok
7EG4_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester EM 3.20 2021-03-24 60.25 0.99 0.01 ok
7EG0_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester EM 3.40 2021-03-23 60.25 0.99 0.01 ok
7RCM_A P51570 Galactokinase X-ray 2.10 2021-07-07 97.19 0.99 0.01 ok
7S4C_A P51570 Galactokinase X-ray 2.20 2021-09-08 97.19 0.99 0.00 ok
7AWI_A P06276 Cholinesterase X-ray 2.30 2020-11-08 93.38 0.99 0.00 ok
7S49_A P51570 Galactokinase X-ray 2.20 2021-09-08 97.19 1.00 0.00 ok
7AWH_A P06276 Cholinesterase X-ray 2.30 2020-11-08 93.38 1.00 0.00 ok
7AWG_A P06276 Cholinesterase X-ray 2.00 2020-11-08 93.38 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.