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

Release week 2019-10-30

47
structures analysed (31 full · 66.0%)
12.1%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.967
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 47 structures (2.1%) are confidently wrong; median TM-score is 0.967.

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 0.967 — 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
6U62_D Q6IAA8 Ragulator complex protein LAMTOR1 EM 3.18 2019-08-29 0.00 94.16 0.73 0.92 55.56 2.83 0.16 ok
6SUO_A P03372 Estrogen receptor X-ray 1.74 2019-09-16 0.00 92.65 0.91 0.88 67.00 5.64 0.15 ok
6SQ0_A P03372 Estrogen receptor X-ray 1.77 2019-09-03 0.00 92.21 0.91 0.88 67.14 5.62 0.15 ok
6HVK_A Q9UKP6 Urotensin-2 receptor NMR 2018-10-11 85.43 0.38 0.69 58.33 2.71 0.14 wrong
6U62_A Q8N122 Regulatory-associated protein of mTOR EM 3.18 2019-08-29 0.00 88.93 0.96 0.88 65.63 7.97 0.12 ok
6K4I_A P0CG47 ubiquitin NMR 2019-05-24 0.00 94.12 0.84 0.83 74.01 2.75 0.11 ok
6IN2_A O95696 Bromodomain-containing protein 1 X-ray 1.75 2018-10-24 71.50 0.87 0.09 ok
6IMZ_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.10 2018-10-24 97.19 0.91 0.08 ok
6U62_G Q0VGL1 Ragulator complex protein LAMTOR4 EM 3.18 2019-08-29 1.00 91.91 0.85 0.77 80.95 1.67 0.08 ok
6U62_C Q9HB90 Ras-related GTP-binding protein C EM 3.18 2019-08-29 0.30 80.76 0.94 0.90 78.47 1.79 0.07 ok
6IQ4_B P62805 Histone H4 X-ray 2.25 2018-11-06 0.00 95.51 0.94 0.95 92.38 2.30 0.07 ok
6K0T_A P37231 Peroxisome proliferator-activated receptor X-ray 1.84 2019-05-07 0.00 93.96 0.96 0.93 89.18 1.90 0.06 ok
6U62_H O43504 Ragulator complex protein LAMTOR5 EM 3.18 2019-08-29 0.00 96.85 0.91 0.89 89.61 1.20 0.06 ok
6U62_E Q9Y2Q5 Ragulator complex protein LAMTOR2 EM 3.18 2019-08-29 0.00 91.83 0.94 0.88 91.33 1.26 0.05 ok
6T6D_A Q04771 Activin receptor type I X-ray 2.56 2019-10-18 0.00 94.42 0.97 0.93 91.78 1.66 0.05 ok
6U62_B Q7L523 Ras-related GTP-binding protein A EM 3.18 2019-08-29 0.00 95.00 0.98 0.93 92.28 0.94 0.05 ok
6IO0_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.20 2018-10-29 95.88 0.95 0.05 ok
6JJP_C Q15116 Programmed cell death protein 1 X-ray 2.90 2019-02-26 0.00 92.20 0.95 0.93 92.52 1.14 0.05 ok
6RJP_A Q16548 Bcl-2-related protein A1 X-ray 2.57 2019-04-29 8.30 91.45 0.95 0.92 92.62 1.36 0.05 ok
6U62_F Q9UHA4 Ragulator complex protein LAMTOR3 EM 3.18 2019-08-29 0.00 96.41 0.96 0.91 95.00 0.80 0.05 ok
6RZ3_A P04637 Cellular tumor antigen p53 X-ray 4.23 2019-06-12 0.00 94.85 0.97 0.93 95.15 1.43 0.05 ok
6IQ4_C P04908 Histone H2A type 1-B/E X-ray 2.25 2018-11-06 0.00 97.08 0.96 0.98 95.75 0.89 0.04 ok
6O4J_A P05067 Amyloid-beta precursor protein EM 1.40 2019-02-28 37.03 0.44 0.79 68.18 1.88 0.04 ok
6JT3_A P56817 Beta-secretase 1 X-ray 2.40 2019-04-08 0.00 96.82 0.98 0.95 95.12 1.23 0.04 ok
6RJP_C O43521 Bcl-2-like protein 11 X-ray 2.57 2019-04-29 87.27 0.60 0.98 97.06 0.66 0.03 ok
6RFI_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.31 2019-04-15 0.70 93.23 0.99 0.96 97.36 0.80 0.03 ok
6IQ4_F P62805 Histone H4 X-ray 2.25 2018-11-06 0.00 94.63 0.97 0.96 97.13 0.91 0.03 ok
6HXS_A Q8N5Y8 Mono [ADP-ribose] polymerase PARP16 X-ray 2.05 2018-10-18 88.00 0.97 0.03 ok
6K0T_B Q9UBK2 Peroxisome proliferator-activated receptor X-ray 1.84 2019-05-07 63.13 0.78 0.91 95.00 1.03 0.03 ok
6L1D_A Q96DR4 StAR-related lipid transfer protein 4 X-ray 1.95 2019-09-29 12.80 96.85 0.99 0.96 97.75 0.66 0.03 ok
6RZ3_B Q8WUF5 RelA-associated inhibitor X-ray 4.23 2019-06-12 11.00 94.03 0.99 0.98 98.20 0.56 0.03 ok
6L1M_A Q96DR4 StAR-related lipid transfer protein 4 X-ray 1.70 2019-09-29 14.30 96.64 0.99 0.98 98.62 0.59 0.03 ok
6IN4_A P53355 Death-associated protein kinase 1 X-ray 1.80 2018-10-24 82.56 0.97 0.03 ok
6RFJ_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.61 2019-04-15 0.70 93.55 0.99 0.98 98.97 0.56 0.02 ok
6IN0_A P29320 Ephrin type-A receptor 3 X-ray 1.50 2018-10-24 80.75 0.97 0.02 ok
6EF5_A P63104 14-3-3 protein zeta/delta X-ray 2.44 2018-08-16 93.94 0.98 0.02 ok
6IQ4_D P06899 Histone H2B type 1-J X-ray 2.25 2018-11-06 1.10 96.18 0.99 0.99 99.47 0.41 0.02 ok
6IN1_A O60885 Bromodomain-containing protein 4 X-ray 1.50 2018-10-24 55.31 0.96 0.02 ok
6HX4_A P01009 Alpha-1-antitrypsin X-ray 2.95 2018-10-15 88.62 0.98 0.02 ok
6INL_A P24941 Cyclin-dependent kinase 2 X-ray 1.75 2018-10-25 88.44 0.98 0.02 ok
6HXR_A Q8N5Y8 Mono [ADP-ribose] polymerase PARP16 X-ray 2.90 2018-10-18 88.00 0.98 0.02 ok
6IQ4_A P68431 Histone H3.1 X-ray 2.25 2018-11-06 0.00 95.94 0.99 0.99 98.98 0.59 0.02 ok
6MVA_A P00338 L-lactate dehydrogenase A chain X-ray 2.02 2018-10-24 96.19 0.99 0.01 ok
6MV8_A P00338 L-lactate dehydrogenase A chain X-ray 1.95 2018-10-24 96.19 0.99 0.01 ok
6HXD_A P00918 Carbonic anhydrase 2 X-ray 1.12 2018-10-17 97.38 0.99 0.01 ok
6IN3_A Q8TEK3 Histone-lysine N-methyltransferase, H3 lys X-ray 2.30 2018-10-24 52.50 0.99 0.00 ok
6HWS_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.75 2018-10-13 90.06 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.