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

Release week 2019-07-17

54
structures analysed (40 full · 74.1%)
35.6%
confidently wrong
23.7%
novel sequences
11.9%
novel & wrong
0.949
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: 3 of 54 structures (5.6%) are confidently wrong; median TM-score is 0.949.

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 0.949 — 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
6JIY_C P0DP23 Calmodulin-1 EM 3.90 2019-02-24 0.00 87.90 0.51 0.73 4.96 12.97 0.67 ok
6JV2_B P0DP23 Calmodulin-1 EM 4.40 2019-04-15 0.00 88.29 0.49 0.77 4.73 12.34 0.65 wrong
6ICH_A P62993 Growth factor receptor-bound protein 2 X-ray 2.00 2018-09-06 0.00 92.05 0.66 0.96 12.37 13.34 0.57 ok
6A8Y_A P09958 YR26_SDS NMR 2018-07-11 100.00 novel 92.87 0.34 0.44 18.27 7.38 0.44 wrong
6JII_C P0DP23 Calmodulin-1 EM 4.20 2019-02-21 2.10 86.29 0.52 0.67 26.99 6.48 0.34 ok
6E1I_A P01887 HLA-A*0201 single chain trimer with murine X-ray 1.99 2018-07-09 14.50 94.84 0.25 0.92 36.49 8.43 0.33 wrong
6JI8_C P0DP23 Calmodulin-1 EM 3.60 2019-02-20 0.00 86.29 0.54 0.65 27.72 6.24 0.32 ok
6QU1_A Q13263 Transcription intermediary factor 1-beta,T X-ray 3.70 2019-02-26 0.00 91.07 0.89 0.79 70.90 4.97 0.16 ok
6NE3_W O60264 SWI/SNF-related matrix-associated actin-de EM 3.90 2018-12-16 34.70 86.56 0.89 0.81 59.60 4.19 0.15 ok
6MAC_A O95390 Growth/differentiation factor 11 X-ray 2.34 2018-08-27 73.12 0.79 0.15 ok
6N6R_A P0CG48 Ubiquitin X-ray 1.95 2018-11-27 0.70 90.31 0.83 0.96 63.51 2.31 0.13 ok
6KCZ_A Q9Y2K6 Ubiquitin carboxyl-terminal hydrolase 20 NMR 2019-06-30 28.00 79.05 0.77 0.71 62.63 4.02 0.12 ok
6PET_A P03372 Estrogen receptor X-ray 2.20 2019-06-20 1.50 93.07 0.94 0.89 81.59 3.10 0.10 ok
6N2M_A Q9H257 Caspase recruitment domain-containing prot NMR 2018-11-13 45.30 89.54 0.88 0.83 80.28 2.67 0.09 ok
6QU1_D Q9H4L7 SWI/SNF-related matrix-associated actin-de X-ray 3.70 2019-02-26 100.00 novel 79.43 0.88 0.74 79.17 2.04 0.09 ok
6JRS_C P0DP23 Calmodulin-1 EM 3.70 2019-04-05 0.00 87.00 0.83 0.78 79.04 1.38 0.07 ok
6JIU_C P0DP23 Calmodulin-1 EM 4.20 2019-02-23 0.00 87.00 0.87 0.83 86.40 1.23 0.06 ok
6ICG_A P62993 Growth factor receptor-bound protein 2 X-ray 1.15 2018-09-06 88.69 0.93 0.06 ok
6JI0_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.20 2019-02-19 0.00 95.16 0.94 0.86 92.99 1.00 0.05 ok
6QH3_A Q16763 Ubiquitin-conjugating enzyme E2 S X-ray 2.90 2019-01-15 0.00 95.92 0.95 0.91 91.39 1.20 0.05 ok
6JIY_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.90 2019-02-24 0.00 95.16 0.94 0.86 92.52 1.03 0.05 ok
6S86_A Q86WV6 Stimulator of Interferon genes X-ray 2.60 2019-07-08 0.00 91.59 0.96 0.90 91.52 1.46 0.05 ok
6NR5_A O60341 Lysine-specific histone demethylase 1A X-ray 2.90 2019-01-22 0.00 97.49 0.99 0.98 92.37 0.99 0.05 ok
6JIU_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.20 2019-02-23 0.00 95.16 0.95 0.87 93.69 1.01 0.05 ok
6RN8_A O43353 Receptor-interacting serine/threonine-prot X-ray 2.69 2019-05-08 0.00 92.51 0.96 0.92 92.88 2.39 0.05 ok
6JII_A P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 4.20 2019-02-21 0.00 95.16 0.95 0.87 93.22 0.93 0.05 ok
6JZC_C Q8N300 Small vasohibin-binding protein X-ray 2.20 2019-05-01 0.00 97.67 0.84 1.00 95.71 0.86 0.05 ok
6RNA_A O43353 Receptor-interacting serine/threonine-prot X-ray 2.62 2019-05-08 0.00 92.71 0.96 0.92 92.78 2.38 0.05 ok
6QHK_A Q16763 Ubiquitin-conjugating enzyme E2 S X-ray 1.96 2019-01-16 0.00 95.96 0.96 0.91 93.71 1.01 0.05 ok
6QPL_B Q9Y657 Spindlin-1 X-ray 1.60 2019-02-14 0.50 95.28 0.93 0.95 93.99 1.72 0.05 ok
6JZD_B Q8N300 Small vasohibin-binding protein X-ray 2.48 2019-05-01 0.00 97.67 0.85 0.99 96.43 0.82 0.05 ok
6MAC_K P36897 TGF-beta receptor type-1 X-ray 2.34 2018-08-27 84.19 0.95 0.04 ok
6JRR_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.90 2019-04-05 0.00 95.16 0.96 0.90 95.33 0.84 0.04 ok
6O3I_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.69 2019-02-26 2.00 96.18 0.99 0.96 96.53 1.18 0.04 ok
6JI8_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.60 2019-02-20 0.00 95.16 0.96 0.91 95.79 0.77 0.04 ok
6JRS_B P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.70 2019-04-05 0.00 95.16 0.97 0.90 96.03 0.76 0.04 ok
6J5L_A P04629 High affinity nerve growth factor receptor X-ray 2.30 2019-01-11 0.00 88.09 0.98 0.93 95.04 1.30 0.04 ok
6PFM_A P03372 Estrogen receptor X-ray 2.84 2019-06-21 1.50 92.19 0.97 0.93 94.31 1.14 0.04 ok
6QI4_B P62166 Neuronal calcium sensor 1 X-ray 1.78 2019-01-17 0.00 88.51 0.97 0.94 94.39 1.22 0.04 ok
6GT6_B P00748 Coagulation factor XII X-ray 2.54 2018-06-15 76.31 0.96 0.03 ok
6KBR_C P20155 K41043 X-ray 2.00 2019-06-26 16.20 92.58 0.89 0.94 95.67 0.68 0.03 ok
6JLI_A Q13018 Secretory phospholipase A2 receptor X-ray 1.78 2019-03-06 68.90 81.30 0.96 0.93 95.97 1.15 0.03 ok
6KBR_A Q9Y5K2 Kallikrein-4 X-ray 2.00 2019-06-26 0.50 96.74 0.99 0.98 99.55 0.40 0.02 ok
6MQ5_A Q7Z460 CLIP-associating protein 1 X-ray 2.15 2018-10-09 68.38 0.97 0.02 ok
6NVB_A Q9Y5K2 Kallikrein-4 X-ray 1.64 2019-02-04 0.00 96.74 1.00 0.98 99.66 0.33 0.02 ok
6MQ7_A Q7Z460 CLIP-associating protein 1 X-ray 1.78 2018-10-09 68.38 0.98 0.02 ok
6HK7_A P49841 Glycogen synthase kinase-3 beta X-ray 3.20 2018-09-05 88.25 0.98 0.01 ok
6A9O_A P00441 Superoxide dismutase [Cu-Zn] X-ray 2.50 2018-07-14 97.94 0.99 0.01 ok
6HK4_A P49841 Glycogen synthase kinase-3 beta X-ray 2.50 2018-09-05 88.25 0.99 0.01 ok
6HK3_A P49841 Glycogen synthase kinase-3 beta X-ray 2.35 2018-09-05 88.25 0.99 0.01 ok
6E3E_A P51449 Nuclear receptor ROR-gamma X-ray 2.47 2018-07-13 74.19 0.99 0.01 ok
6MV2_A Q7L1T6 Cytochrome b5 reductase 4 X-ray 2.05 2018-10-24 86.62 0.99 0.01 ok
6MV1_A Q7L1T6 Cytochrome b5 reductase 4 X-ray 2.15 2018-10-24 86.62 0.99 0.01 ok
6H3Q_A P00918 Carbonic anhydrase 2 X-ray 1.31 2018-07-19 97.38 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.