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

Release week 2019-01-23

81
structures analysed (37 full · 45.7%)
11.2%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.983
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 81 structures (1.2%) are confidently wrong; median TM-score is 0.983.

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 0.983 — 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
6IRD_C Q8NI35 InaD-like protein X-ray 2.81 2018-11-12 2.90 84.66 0.53 0.82 9.72 11.87 0.57 ok
6HKC_A Q9UBS5 Gamma-aminobutyric acid type B receptor su NMR 2018-09-06 84.19 0.72 0.23 ok
6N52_A P41594 Metabotropic glutamate receptor 5 EM 4.00 2018-11-20 0.70 90.88 0.88 0.89 49.42 3.80 0.20 ok
6IYC_E P05067 Amyloid-beta A4 protein EM 2.60 2018-12-14 13.40 67.48 0.51 0.70 35.29 5.01 0.20 ok
6MCK_A P55072 Transitional endoplasmic reticulum ATPase X-ray 3.77 2018-08-31 82.56 0.78 0.18 ok
6N4Y_A P41594 Metabotropic glutamate receptor 5 X-ray 3.26 2018-11-20 0.30 91.90 0.90 0.94 57.54 3.09 0.16 ok
6NIY_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.34 2019-01-02 0.30 92.64 0.84 0.79 63.69 2.99 0.14 ok
6N51_A P41594 Metabotropic glutamate receptor 5 EM 4.00 2018-11-20 0.30 90.09 0.94 0.86 60.08 2.60 0.14 ok
6N4X_A P41594 Metabotropic glutamate receptor 5 X-ray 4.00 2018-11-20 0.70 91.71 0.91 0.92 62.25 2.54 0.14 ok
6N50_A P41594 Metabotropic glutamate receptor 5 X-ray 3.75 2018-11-20 0.30 92.04 0.95 0.92 69.88 2.00 0.11 ok
6ML1_C A0A0L7RG06 Ubiquitin variant 15.1a X-ray 1.90 2018-09-26 84.31 0.88 0.10 ok
6HVO_D Q9HCU8 DNA polymerase delta subunit 4 X-ray 2.10 2018-10-11 80.75 0.36 0.81 66.67 2.00 0.10 wrong
6QCG_G Q9H211 DNA replication factor Cdt1 X-ray 3.40 2018-12-28 47.67 0.38 0.56 47.50 3.22 0.10 ok
6AGH_A Q8IYU8 Calcium uptake protein 2, mitochondrial X-ray 2.74 2018-08-11 74.19 0.87 0.10 ok
6DJ9_A Q9Y4E8 Ubiquitin carboxyl-terminal hydrolase 15 X-ray 3.10 2018-05-24 75.38 0.88 0.09 ok
6HKI_A O60502 Protein O-GlcNAcase X-ray 3.30 2018-09-06 74.75 0.89 0.08 ok
6ISO_A Q9NTG7 NAD-dependent protein deacetylase sirtuin- X-ray 2.95 2018-11-17 0.00 94.15 0.95 0.93 83.61 1.72 0.08 ok
6AGJ_A Q86XE3 Calcium uptake protein 3, mitochondrial X-ray 3.00 2018-08-11 71.25 0.91 0.07 ok
6MHM_A Q13510 Acid ceramidase subunit alpha X-ray 2.74 2018-09-18 91.50 0.93 0.07 ok
6IYC_A Q92542 Nicastrin EM 2.60 2018-12-14 0.00 91.34 0.98 0.95 89.51 1.56 0.06 ok
6QC0_B Q9NZJ0 Denticleless protein homolog X-ray 3.50 2018-12-25 28.72 0.40 0.50 52.27 2.95 0.06 ok
6IAR_A P03372 Estrogen receptor X-ray 1.84 2018-11-27 66.44 0.92 0.05 ok
6NCV_A P59044 NACHT, LRR and PYD domains-containing prot EM 3.70 2018-12-12 63.00 82.23 0.91 0.85 89.29 1.33 0.05 ok
6IYC_C Q96BI3 Gamma-secretase subunit APH-1A EM 2.60 2018-12-14 0.00 94.62 0.97 0.93 92.49 1.09 0.05 ok
6NFG_A Q8N884 CYCLIC GMP-AMP SYNTHASE X-ray 2.76 2018-12-20 0.00 94.23 0.98 0.94 92.03 1.07 0.05 ok
6H1F_B P06396 Gelsolin X-ray 1.90 2018-07-11 89.12 0.95 0.05 ok
6NFO_A Q8N884 CYCLIC GMP-AMP SYNTHASE X-ray 2.93 2018-12-20 0.00 94.28 0.98 0.94 93.23 1.00 0.05 ok
6NIY_R P30988 Calcitonin receptor EM 3.34 2019-01-02 0.30 88.63 0.98 0.92 94.35 1.59 0.04 ok
6IYC_B P49768 Presenilin-1 EM 2.60 2018-12-14 0.30 86.23 0.97 0.92 92.36 1.15 0.04 ok
6NIY_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.34 2019-01-02 0.00 96.04 0.93 0.95 96.82 0.71 0.04 ok
6E8N_A Q9UM22 Mammalian ependymin-related protein 1 X-ray 3.20 2018-07-30 85.88 0.95 0.04 ok
6IYC_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 2.60 2018-12-14 0.00 92.95 0.96 0.94 95.50 0.82 0.04 ok
6QC0_A P12004 Proliferating cell nuclear antigen X-ray 3.50 2018-12-25 0.40 95.32 0.99 0.95 96.75 0.76 0.03 ok
6IE1_A Q96JJ3 Engulfment and cell motility protein 2 X-ray 2.48 2018-09-12 88.88 0.96 0.03 ok
6QCG_A P12004 Proliferating cell nuclear antigen X-ray 3.40 2018-12-28 0.40 95.66 0.99 0.95 96.81 0.68 0.03 ok
6NIY_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.34 2019-01-02 0.00 97.46 0.99 0.97 98.95 0.53 0.03 ok
6HPU_A Q9H611 ATP-dependent DNA helicase PIF1 X-ray 3.96 2018-09-21 78.00 0.96 0.03 ok
6HPT_A Q9H611 ATP-dependent DNA helicase PIF1 X-ray 1.44 2018-09-21 78.00 0.97 0.03 ok
6E7O_A Q9UM22 Mammalian ependymin-related protein 1 X-ray 3.00 2018-07-27 85.88 0.97 0.02 ok
6NDE_C P17301 Integrin alpha-2 X-ray 3.50 2018-12-13 0.00 91.02 0.99 0.97 99.21 0.45 0.02 ok
6NDF_C P17301 Integrin alpha-2 X-ray 3.05 2018-12-13 0.00 91.02 0.99 0.97 99.21 0.44 0.02 ok
6NDC_C P17301 Integrin alpha-2 X-ray 3.35 2018-12-13 0.00 91.02 0.99 0.97 99.35 0.44 0.02 ok
6NDH_C P17301 Integrin alpha-2 X-ray 2.90 2018-12-13 0.00 91.02 0.99 0.97 99.21 0.43 0.02 ok
6I2M_B Q13618 Cullin-3 X-ray 2.30 2018-11-01 90.19 0.98 0.02 ok
6NDG_C P17301 Integrin alpha-2 X-ray 3.15 2018-12-13 0.00 91.02 0.99 0.97 99.35 0.42 0.02 ok
6NDB_C P17301 Integrin alpha-2 X-ray 3.20 2018-12-13 0.00 91.02 0.99 0.97 99.21 0.43 0.02 ok
6ND9_C P17301 Integrin alpha-2 X-ray 2.90 2018-12-13 0.00 91.02 0.99 0.98 99.35 0.41 0.02 ok
6Q91_A P51570 Galactokinase X-ray 2.40 2018-12-17 0.60 97.19 1.00 0.99 99.55 0.40 0.02 ok
6Q90_A P51570 Galactokinase X-ray 2.40 2018-12-16 0.60 97.19 1.00 0.99 99.62 0.38 0.02 ok
6Q8Z_A P51570 Galactokinase X-ray 2.40 2018-12-16 0.00 97.19 1.00 0.99 99.55 0.39 0.02 ok
6IDX_A Q96JJ3 Engulfment and cell motility protein 2 X-ray 1.70 2018-09-11 88.88 0.98 0.02 ok
6Q3W_A P51570 Galactokinase X-ray 1.96 2018-12-04 0.60 97.24 1.00 0.99 99.74 0.35 0.02 ok
6HVO_A P12004 Proliferating cell nuclear antigen X-ray 2.10 2018-10-11 94.31 0.98 0.02 ok
6AGI_A Q86XE3 Calcium uptake protein 3, mitochondrial X-ray 2.80 2018-08-11 71.25 0.98 0.01 ok
6QGF_A P17931 Galectin-3 X-ray 1.34 2019-01-11 0.00 98.28 1.00 1.00 100.00 0.24 0.01 ok
6QGE_A P17931 Galectin-3 X-ray 1.16 2019-01-11 0.00 98.28 1.00 1.00 100.00 0.23 0.01 ok
6ML1_A Q9Y4E8 Ubiquitin carboxyl-terminal hydrolase 15,U X-ray 1.90 2018-09-26 75.38 0.98 0.01 ok
6MHM_B Q13510 Acid ceramidase subunit beta X-ray 2.74 2018-09-18 91.50 0.99 0.01 ok
6HPQ_A Q9H611 ATP-dependent DNA helicase PIF1 X-ray 1.43 2018-09-21 78.00 0.98 0.01 ok
6HPH_A Q9H611 ATP-dependent DNA helicase PIF1 X-ray 1.13 2018-09-20 78.00 0.99 0.01 ok
6M8C_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 1.80 2018-08-21 73.75 0.99 0.01 ok
6MO7_A P25440 Bromodomain-containing protein 2 X-ray 1.85 2018-10-04 64.06 0.98 0.01 ok
6M8A_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 1.75 2018-08-21 73.75 0.99 0.01 ok
6MOA_A P25440 Bromodomain-containing protein 2 X-ray 1.27 2018-10-04 64.06 0.98 0.01 ok
6MO9_A P25440 Bromodomain-containing protein 2 X-ray 1.80 2018-10-04 64.06 0.98 0.01 ok
6MO8_A P25440 Bromodomain-containing protein 2 X-ray 1.80 2018-10-04 64.06 0.99 0.01 ok
6IC0_A Q16875 6-phosphofructo-2-kinase/fructose-2,6-bisp X-ray 2.60 2018-12-01 86.62 0.99 0.01 ok
6M8B_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 1.80 2018-08-21 73.75 0.99 0.01 ok
6DNO_A P62136 Serine/threonine-protein phosphatase PP1-a X-ray 1.45 2018-06-07 91.25 0.99 0.01 ok
6M88_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 1.90 2018-08-21 73.75 0.99 0.01 ok
6M8D_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 2.00 2018-08-21 73.75 0.99 0.01 ok
6M89_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 1.85 2018-08-21 73.75 0.99 0.01 ok
6IBX_A Q16875 6-phosphofructo-2-kinase/fructose-2,6-bisp X-ray 2.11 2018-12-01 86.62 0.99 0.01 ok
6IBY_A Q16875 6-phosphofructo-2-kinase/fructose-2,6-bisp X-ray 2.51 2018-12-01 86.62 0.99 0.01 ok
6IBZ_A Q16875 6-phosphofructo-2-kinase/fructose-2,6-bisp X-ray 2.44 2018-12-01 86.62 0.99 0.01 ok
6M8E_A Q8NFU5 Inositol polyphosphate multikinase,Inosito X-ray 2.00 2018-08-21 73.75 0.99 0.01 ok
6I75_A P17931 Galectin-3 X-ray 1.17 2018-11-15 73.81 0.99 0.00 ok
6I77_A P17931 Galectin-3 X-ray 1.22 2018-11-15 73.81 1.00 0.00 ok
6I76_A P17931 Galectin-3 X-ray 1.20 2018-11-15 73.81 1.00 0.00 ok
6I74_A P17931 Galectin-3 X-ray 0.96 2018-11-15 73.81 1.00 0.00 ok
6I78_A P17931 Galectin-3 X-ray 1.15 2018-11-15 73.81 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.