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

Release week 2020-05-20

66
structures analysed (25 full · 37.9%)
23.0%
confidently wrong
34.5%
novel sequences
00.0%
novel & wrong
0.959
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: 2 of 66 structures (3.0%) are confidently wrong; median TM-score is 0.959.

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 0.959 — 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
6WG3_C O60216 Double-strand-break repair protein rad21 h EM 5.30 2020-04-04 0.00 85.72 0.32 0.83 0.00 45.23 0.86 wrong
6WG3_A Q14683 Structural maintenance of chromosomes prot EM 5.30 2020-04-04 0.50 86.41 0.68 0.87 2.90 23.53 0.77 ok
6WG3_B Q9UQE7 Structural maintenance of chromosomes prot EM 5.30 2020-04-04 0.50 84.09 0.55 0.84 2.89 21.23 0.72 ok
6M5G_F P46939 Utrophin EM 3.60 2020-03-10 0.50 91.03 0.39 0.40 8.33 15.20 0.66 wrong
6WGE_C O60216 Double-strand-break repair protein rad21 h EM 3.90 2020-04-05 0.00 63.22 0.46 0.56 1.11 35.15 0.57 ok
6WGE_B Q9UQE7 Structural maintenance of chromosomes prot EM 3.90 2020-04-05 82.06 0.76 0.19 ok
6VME_A Q96EY5 Multivesicular body subunit 12A X-ray 2.19 2020-01-27 100.00 novel 67.47 0.20 0.63 42.50 4.44 0.18 ok
6WUW_A P02768 Serum albumin X-ray 2.20 2020-05-05 92.69 0.85 0.14 ok
6P2J_A P35610 Sterol O-acyltransferase 1 EM 3.00 2019-05-21 40.90 90.14 0.90 0.80 67.46 2.81 0.13 ok
6P2P_A P35610 Sterol O-acyltransferase 1 EM 3.10 2019-05-21 40.90 90.14 0.90 0.80 66.97 2.80 0.13 ok
6WG6_B Q9UQE7 Structural maintenance of chromosomes prot X-ray 3.54 2020-04-04 82.06 0.86 0.11 ok
6WGE_E Q6KC79 Nipped-B-like protein EM 3.90 2020-04-05 57.78 0.81 0.11 ok
6WG3_E Q6KC79 Nipped-B-like protein EM 5.30 2020-04-04 57.78 0.82 0.11 ok
6L1Y_C P01730 T-cell surface glycoprotein CD4 X-ray 2.47 2019-10-01 0.00 93.07 0.93 0.93 81.92 1.41 0.08 ok
6PQ3_A P01116 GTPase KRas X-ray 1.75 2019-07-08 6.20 95.14 0.94 0.92 87.43 2.62 0.08 ok
6Y4Q_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.63 2020-02-22 62.59 0.88 0.08 ok
6V3J_G P43629 Killer cell immunoglobulin-like receptor 3 X-ray 1.98 2019-11-25 75.62 0.90 0.07 ok
6K3E_B Q9UKL0 REST corepressor 1 X-ray 2.87 2019-05-17 0.00 96.30 0.94 0.96 88.53 1.11 0.06 ok
6WG3_D Q8WVM7 Cohesin subunit SA-1 EM 5.30 2020-04-04 78.56 0.93 0.05 ok
6VME_C Q9H9H4 Vacuolar protein sorting-associated protei X-ray 2.19 2020-01-27 75.31 0.93 0.05 ok
6HTF_A Q06187 Tyrosine-protein kinase BTK X-ray 2.10 2018-10-04 84.44 0.94 0.05 ok
6WG6_A Q14683 Structural maintenance of chromosomes prot X-ray 3.54 2020-04-04 82.81 0.94 0.05 ok
6W9D_B Q9NVW2 E3 ubiquitin-protein ligase RLIM X-ray 3.19 2020-03-22 49.66 0.91 0.05 ok
6WG4_B Q9UQE7 Structural maintenance of chromosomes prot X-ray 2.31 2020-04-04 82.06 0.95 0.04 ok
7BXG_B P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.71 2020-04-19 95.69 0.95 0.04 ok
6KXX_A Q07869 Peroxisome proliferator-activated receptor X-ray 1.95 2019-09-14 0.80 94.29 0.97 0.95 94.20 1.29 0.04 ok
6WG4_A Q14683 Structural maintenance of chromosomes prot X-ray 2.31 2020-04-04 82.81 0.95 0.04 ok
7BXG_D P0CG48 Polyubiquitin-C X-ray 2.71 2020-04-19 88.62 0.95 0.04 ok
6VME_B Q99816 Tumor susceptibility gene 101 protein X-ray 2.19 2020-01-27 82.94 0.95 0.04 ok
6WGH_A P01111 GTPase NRas X-ray 1.65 2020-04-05 92.06 0.96 0.04 ok
6K3E_A O60341 Lysine-specific histone demethylase 1A X-ray 2.87 2019-05-17 0.00 97.27 0.99 0.99 97.39 0.68 0.04 ok
6W9A_B Q9NVW2 E3 ubiquitin-protein ligase RLIM X-ray 2.30 2020-03-22 49.66 0.93 0.04 ok
6W9A_A Q96LR5 Ubiquitin-conjugating enzyme E2 E2 X-ray 2.30 2020-03-22 85.62 0.96 0.03 ok
6P05_A O60885 Bromodomain-containing protein 4 X-ray 1.54 2019-05-16 0.00 94.30 0.98 0.96 96.85 0.74 0.03 ok
6T4B_A Q13148 TAR DNA-binding protein 43 X-ray 2.55 2019-10-13 0.00 82.55 0.95 0.93 97.44 0.82 0.03 ok
6OXB_A Q86U86 Protein polybromo-1 X-ray 1.86 2019-05-13 3.00 86.97 0.98 0.95 97.15 0.73 0.03 ok
6TWC_A P03951 Coagulation factor XI X-ray 2.86 2020-01-13 0.00 87.43 0.98 0.95 96.85 1.50 0.03 ok
6WGE_A Q14683 Structural maintenance of chromosomes prot EM 3.90 2020-04-05 82.81 0.97 0.03 ok
6KXY_A Q07869 Peroxisome proliferator-activated receptor X-ray 2.00 2019-09-14 0.80 95.26 0.99 0.97 97.53 0.61 0.03 ok
6W7Z_B Q9NVW2 E3 ubiquitin-protein ligase RLIM X-ray 1.80 2020-03-19 49.66 0.95 0.02 ok
6W9D_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 3.19 2020-03-22 96.50 0.98 0.02 ok
6W7Z_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 1.80 2020-03-19 96.50 0.98 0.02 ok
6RVZ_A Q5VTE6 Protein angel homolog 2 X-ray 2.10 2019-06-03 71.70 novel 96.02 1.00 0.98 98.77 0.49 0.02 ok
6W9D_C P0CG48 Ubiquitin X-ray 3.19 2020-03-22 88.62 0.98 0.02 ok
6SJU_A P49862 Kallikrein-7 X-ray 1.97 2019-08-13 0.00 97.36 0.99 0.98 98.88 0.42 0.02 ok
6SHH_A P49862 Kallikrein-7 X-ray 2.00 2019-08-06 0.00 97.36 0.99 0.98 98.88 0.41 0.02 ok
6V3J_A I3ZN84 HLA-B alpha chain (B*5703GB) X-ray 1.98 2019-11-25 86.56 0.98 0.02 ok
6SHI_A P49862 Kallikrein-7 X-ray 1.85 2019-08-06 0.00 97.36 0.99 0.98 98.88 0.42 0.02 ok
6V2P_B P61769 Beta-2-microglobulin X-ray 1.30 2019-11-25 94.06 0.98 0.02 ok
6V2Q_B P61769 Beta-2-microglobulin X-ray 1.60 2019-11-25 94.06 0.98 0.02 ok
6V2O_B P61769 Beta-2-microglobulin X-ray 1.27 2019-11-25 94.06 0.98 0.02 ok
6Y9R_A P49841 Glycogen synthase kinase-3 beta X-ray 2.08 2020-03-10 88.25 0.98 0.02 ok
6Y2H_A Q9NZA1 Chloride intracellular channel protein 5 X-ray 2.15 2020-02-16 68.00 0.98 0.02 ok
6RW0_A Q5VTE6 Protein angel homolog 2 X-ray 1.45 2019-06-03 71.70 novel 95.68 1.00 0.99 99.00 0.42 0.01 ok
6KXX_B Q9UBK2 PGC1alpha X-ray 1.95 2019-09-14 0.00 61.90 0.67 0.99 100.00 0.39 0.01 ok
6V3J_B P61769 Beta-2-microglobulin X-ray 1.98 2019-11-25 94.06 0.99 0.01 ok
6KXY_B Q9UBK2 PGC1alpha X-ray 2.00 2019-09-14 0.00 61.90 0.74 0.97 100.00 0.31 0.01 ok
6Y9S_A P49841 Glycogen synthase kinase-3 beta X-ray 2.03 2020-03-10 88.25 0.99 0.01 ok
6VME_E Q9UK41 Vacuolar protein sorting-associated protei X-ray 2.19 2020-01-27 91.62 0.99 0.01 ok
6YVT_A Q9GZT9 Egl nine homolog 1 X-ray 2.85 2020-04-28 71.88 0.99 0.01 ok
6Y4S_A P49862 Kallikrein-7 X-ray 2.23 2020-02-23 91.56 0.99 0.01 ok
6Y9B_A Q9UHE8 Metalloreductase STEAP1 EM 2.97 2020-03-06 84.62 0.99 0.00 ok
6V2P_A I3ZN84 HLA-B alpha chain (B*5703GB) X-ray 1.30 2019-11-25 86.56 1.00 0.00 ok
6V2Q_A I3ZN84 HLA-B alpha chain (B*5703GB) X-ray 1.60 2019-11-25 86.56 1.00 0.00 ok
6WX6_A P02792 Ferritin light chain EM 2.00 2020-05-09 96.69 1.00 0.00 ok
6V2O_A U6BR87 MHC class I antigen X-ray 1.27 2019-11-25 90.00 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.