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

Release week 2018-10-03

59
structures analysed (1 full · 1.7%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.946
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 59 structures (0.0%) are confidently wrong; median TM-score is 0.946.

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 0.946 — 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
6GPH_A P07900 Heat shock protein HSP 90-alpha X-ray 1.56 2018-06-05 85.19 0.73 0.23 ok
6GPO_A P07900 Heat shock protein HSP 90-alpha X-ray 1.48 2018-06-06 85.19 0.73 0.23 ok
6GQS_A P07900 Heat shock protein HSP 90-alpha X-ray 1.43 2018-06-08 85.19 0.73 0.23 ok
6GP8_A P07900 Heat shock protein HSP 90-alpha X-ray 1.75 2018-06-05 85.19 0.73 0.23 ok
6GR1_A P07900 Heat shock protein HSP 90-alpha X-ray 2.05 2018-06-08 85.19 0.73 0.23 ok
6GPF_A P07900 Heat shock protein HSP 90-alpha X-ray 1.55 2018-06-05 85.19 0.73 0.23 ok
6GQU_A P07900 Heat shock protein HSP 90-alpha X-ray 1.72 2018-06-08 85.19 0.73 0.23 ok
6GPP_A P07900 Heat shock protein HSP 90-alpha X-ray 1.51 2018-06-06 85.19 0.73 0.23 ok
6GQR_A P07900 Heat shock protein HSP 90-alpha X-ray 2.05 2018-06-08 85.19 0.77 0.20 ok
6GQ6_A P07900 Heat shock protein HSP 90-alpha X-ray 2.25 2018-06-07 85.19 0.79 0.18 ok
6GR3_A P07900 Heat shock protein HSP 90-alpha X-ray 1.88 2018-06-08 85.19 0.79 0.18 ok
6GPY_A P07900 Heat shock protein HSP 90-alpha X-ray 2.25 2018-06-07 85.19 0.80 0.17 ok
6GR5_A P07900 Heat shock protein HSP 90-alpha X-ray 1.34 2018-06-08 85.19 0.80 0.17 ok
6GPT_A P07900 Heat shock protein HSP 90-alpha X-ray 2.00 2018-06-07 85.19 0.80 0.17 ok
6GPR_A P07900 Heat shock protein HSP 90-alpha X-ray 2.35 2018-06-06 85.19 0.80 0.17 ok
6GP4_A P07900 Heat shock protein HSP 90-alpha X-ray 1.70 2018-06-05 85.19 0.82 0.16 ok
6GPW_A P07900 Heat shock protein HSP 90-alpha X-ray 1.60 2018-06-07 85.19 0.82 0.16 ok
6GR4_A P07900 Heat shock protein HSP 90-alpha X-ray 1.50 2018-06-08 85.19 0.82 0.15 ok
6MEW_B Q2KHR2 RFX7 peptide X-ray 1.78 2018-09-07 49.64 0.33 0.76 61.54 2.49 0.08 ok
6A5R_c P04908 Histone H2A type 1-B/E EM 8.70 2018-06-25 90.75 0.92 0.07 ok
6A5P_c P04908 Histone H2A type 1-B/E EM 7.00 2018-06-25 90.75 0.92 0.07 ok
6A5O_c P04908 Histone H2A type 1-B/E EM 9.90 2018-06-25 90.75 0.92 0.07 ok
6A5U_c P04908 Histone H2A, Histone H2A type 1-B/E EM 7.60 2018-06-25 90.75 0.92 0.07 ok
6A5T_c P04908 Histone H2A type 1-B/E EM 6.70 2018-06-25 90.75 0.92 0.07 ok
6A5L_c P04908 Histone H2A type 1-B/E EM 5.60 2018-06-24 90.75 0.92 0.07 ok
6DXK_A P04150 Glucocorticoid receptor X-ray 3.05 2018-06-29 59.59 0.88 0.07 ok
6A5U_b P62805 Histone H4 EM 7.60 2018-06-25 89.81 0.94 0.05 ok
6A5T_b P62805 Histone H4 EM 6.70 2018-06-25 89.81 0.94 0.05 ok
6A5L_b P62805 Histone H4 EM 5.60 2018-06-24 89.81 0.94 0.05 ok
6A5U_a P84243 Histone H3.3 EM 7.60 2018-06-25 85.94 0.95 0.05 ok
6A5T_a P84243 Histone H3.3 EM 6.70 2018-06-25 85.94 0.95 0.05 ok
6A5L_a P84243 Histone H3.3 EM 5.60 2018-06-24 85.94 0.95 0.05 ok
6A5R_a P84243 Histone H3.3 EM 8.70 2018-06-25 85.94 0.95 0.05 ok
6A5P_a P84243 Histone H3.3 EM 7.00 2018-06-25 85.94 0.95 0.05 ok
6A5T_d P06899 Histone H2B type 1-J EM 6.70 2018-06-25 85.50 0.95 0.05 ok
6A5U_d P06899 Histone H2B, Histone H2B type 1-J EM 7.60 2018-06-25 85.50 0.95 0.04 ok
6A5L_d P06899 Histone H2B type 1-J EM 5.60 2018-06-24 85.50 0.95 0.04 ok
6A5R_d P06899 Histone H2B type 1-J EM 8.70 2018-06-25 85.50 0.95 0.04 ok
6A5P_d P06899 Histone H2B type 1-J EM 7.00 2018-06-25 85.50 0.95 0.04 ok
6A5O_d P06899 Histone H2B type 1-J EM 9.90 2018-06-25 85.50 0.95 0.04 ok
6A5O_b P62805 Histone H4 EM 9.90 2018-06-25 89.81 0.96 0.04 ok
6A5R_b P62805 Histone H4 EM 8.70 2018-06-25 89.81 0.96 0.04 ok
6A5P_b P62805 Histone H4 EM 7.00 2018-06-25 89.81 0.96 0.04 ok
6A5O_a P84243 Histone H3.3 EM 9.90 2018-06-25 85.94 0.95 0.04 ok
6HJK_A O14965 Aurora kinase A X-ray 2.40 2018-09-04 75.06 0.95 0.04 ok
6A96_A P31644 Gamma-aminobutyric acid receptor subunit a EM 3.51 2018-07-11 81.00 0.96 0.03 ok
6A96_B P28472 Gamma-aminobutyric acid receptor subunit b EM 3.51 2018-07-11 80.06 0.97 0.03 ok
6MHV_A Q8NET8 Transient receptor potential cation channe EM 3.50 2018-09-18 76.50 0.97 0.02 ok
6MHO_A Q8NET8 Transient receptor potential cation channe EM 3.40 2018-09-18 76.50 0.97 0.02 ok
6MEW_A O14593 DNA-binding protein RFXANK X-ray 1.78 2018-09-07 78.06 0.98 0.02 ok
6MHS_A Q8NET8 Transient receptor potential cation channe EM 3.20 2018-09-18 76.50 0.98 0.02 ok
6MHW_A Q8NET8 Transient receptor potential cation channe EM 4.00 2018-09-18 76.50 0.98 0.02 ok
6MHX_A Q8NET8 Transient receptor potential cation channe EM 4.00 2018-09-18 76.50 0.98 0.02 ok
6A1G_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.15 2018-06-07 66.44 0.98 0.02 ok
6HJJ_A O14965 Aurora kinase A X-ray 2.13 2018-09-04 75.06 0.98 0.01 ok
6DWM_A P04798 Cytochrome P450 1A1 X-ray 2.85 2018-06-26 95.50 0.99 0.00 ok
6A1F_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 1.50 2018-06-07 66.44 0.99 0.00 ok
6GOT_A P00918 Carbonic anhydrase 2 X-ray 1.56 2018-06-04 97.38 1.00 0.00 ok
6DWN_A P04798 Cytochrome P450 1A1 X-ray 3.00 2018-06-26 95.50 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.