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

Release week 2018-09-19

33
structures analysed (1 full · 3.0%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.954
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 33 structures (0.0%) are confidently wrong; median TM-score is 0.954.

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 0.954 — 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
6E83_A P68431 Histone H3 NMR 2018-07-27 61.82 0.18 0.73 41.67 4.23 0.15 ok
6E3Y_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.30 2018-07-16 91.31 0.86 0.13 ok
6E3Y_R Q16602 Calcitonin gene-related peptide type 1 rec EM 3.30 2018-07-16 78.69 0.86 0.11 ok
6MBI_A Q9NRS6 Sorting nexin-15 X-ray 2.83 2018-08-29 72.38 0.86 0.10 ok
6E83_B Q8IYH5 ZZ-type zinc finger-containing protein 3 NMR 2018-07-27 53.47 0.82 0.10 ok
6HIJ_A Q9UNQ0 ATP-binding cassette sub-family G member 2 EM 3.56 2018-08-30 85.25 0.90 0.08 ok
5ZYT_A Q9BQP7 Mitochondrial genome maintenance exonuclea X-ray 2.70 2018-05-28 75.56 0.89 0.08 ok
5ZYU_A Q9BQP7 Mitochondrial genome maintenance exonuclea X-ray 1.75 2018-05-28 75.56 0.90 0.08 ok
5ZYW_A Q9BQP7 Mitochondrial genome maintenance exonuclea X-ray 2.20 2018-05-28 75.56 0.90 0.07 ok
6E3Y_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2018-07-16 89.56 0.92 0.07 ok
6E3Y_P P06881 Calcitonin gene-related peptide 1 EM 3.30 2018-07-16 73.06 0.91 0.07 ok
6E86_B Q8IYH5 ZZ-type zinc finger-containing protein 3 NMR 2018-07-27 53.47 0.88 0.07 ok
6A69_B Q9Y639 Neuroplastin EM 4.11 2018-06-27 86.44 0.93 0.06 ok
6GFK_A Q86W50 U6 small nuclear RNA (adenine-(43)-N(6))-m X-ray 2.30 2018-04-30 78.50 0.94 0.05 ok
6GQK_A P10721 Mast/stem cell growth factor receptor Kit X-ray 2.31 2018-06-07 78.19 0.94 0.04 ok
6ACB_A O76074 cGMP-specific 3',5'-cyclic phosphodiestera X-ray 2.80 2018-07-26 82.00 0.96 0.04 ok
6A69_A P20020 Plasma membrane calcium-transporting ATPas EM 4.11 2018-06-27 74.56 0.95 0.03 ok
6GQO_A P35968 Vascular endothelial growth factor recepto X-ray 1.87 2018-06-07 71.12 0.95 0.03 ok
6GQQ_A P35968 Vascular endothelial growth factor recepto X-ray 1.52 2018-06-07 71.12 0.96 0.03 ok
6GQL_A P10721 Mast/stem cell growth factor receptor Kit X-ray 2.01 2018-06-07 78.19 0.96 0.03 ok
6GQJ_A P10721 Mast/stem cell growth factor receptor Kit X-ray 2.33 2018-06-07 78.19 0.96 0.03 ok
6GQP_A P35968 Vascular endothelial growth factor recepto X-ray 2.09 2018-06-07 71.12 0.96 0.03 ok
6GQM_A P10721 Mast/stem cell growth factor receptor Kit X-ray 2.00 2018-06-07 78.19 0.97 0.03 ok
6GFN_A Q86W50 U6 small nuclear RNA (adenine-(43)-N(6))-m X-ray 2.86 2018-05-01 78.50 0.97 0.03 ok
6GT5_A Q86W50 U6 small nuclear RNA (adenine-(43)-N(6))-m X-ray 2.45 2018-06-15 78.50 0.97 0.03 ok
6E2N_A Q99683 Mitogen-activated protein kinase kinase ki X-ray 2.10 2018-07-11 72.88 0.97 0.02 ok
6E2M_A Q99683 Mitogen-activated protein kinase kinase ki X-ray 2.25 2018-07-11 72.88 0.97 0.02 ok
5ZYV_A Q9BQP7 Mitochondrial genome maintenance exonuclea X-ray 2.72 2018-05-28 75.56 0.97 0.02 ok
5ZZ2_A O76074 cGMP-specific 3',5'-cyclic phosphodiestera X-ray 2.60 2018-05-29 82.00 0.97 0.02 ok
6E2O_A Q99683 Mitogen-activated protein kinase kinase ki X-ray 2.39 2018-07-11 72.88 0.97 0.02 ok
6E3Y_E O60894 Receptor activity-modifying protein 1 EM 3.30 2018-07-16 89.75 0.98 0.01 ok
6H3K_A P33981 Dual specificity protein kinase TTK X-ray 2.48 2018-07-19 63.44 0.98 0.01 ok
6E3Y_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2018-07-16 97.06 0.99 0.01 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.