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

Release week 2020-01-08

32
structures analysed (28 full · 87.5%)
00.0%
confidently wrong
26.2%
novel sequences
00.0%
novel & wrong
0.947
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 32 structures (0.0%) are confidently wrong; median TM-score is 0.947.

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 0.947 — 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
6ORV_AP P63092 Guanine nucleotide-binding protein G(s) su EM 3.00 2019-05-01 0.00 92.97 0.86 0.78 65.13 3.00 0.14 ok
6UC5_H A8K008 Fab397 heavy chain X-ray 1.75 2019-09-13 22.30 88.21 0.85 0.88 64.06 2.93 0.13 ok
6PQQ_A O75762 Transient receptor potential cation channe EM 2.81 2019-07-09 0.30 87.90 0.93 0.93 62.21 2.63 0.13 ok
6PQO_A O75762 Transient receptor potential cation channe EM 2.88 2019-07-09 0.20 87.67 0.94 0.92 64.38 2.40 0.12 ok
6PQP_A O75762 Transient receptor potential cation channe EM 3.06 2019-07-09 0.20 87.56 0.95 0.93 67.60 2.22 0.11 ok
6NKT_A P06746 DNA polymerase beta X-ray 2.60 2019-01-07 0.30 95.97 0.92 0.94 73.21 2.02 0.11 ok
6UC5_L Q8TCD0 Fab397 light chain X-ray 1.75 2019-09-13 2.80 95.41 0.91 0.95 73.85 1.75 0.10 ok
6NKW_A P06746 DNA polymerase beta X-ray 1.98 2019-01-07 0.00 95.79 0.94 0.94 79.14 1.80 0.09 ok
6NKV_A P06746 DNA polymerase beta X-ray 1.85 2019-01-07 0.00 95.79 0.94 0.94 79.06 1.79 0.09 ok
6NKU_A P06746 DNA polymerase beta X-ray 1.90 2019-01-07 0.00 95.79 0.94 0.95 80.60 1.75 0.09 ok
6NKR_A P06746 DNA polymerase beta X-ray 2.45 2019-01-07 0.30 95.79 0.94 0.94 80.67 1.74 0.09 ok
6NL0_A P06746 DNA polymerase beta X-ray 1.97 2019-01-07 0.30 95.79 0.94 0.95 80.90 1.72 0.09 ok
6ORV_RP P43220 Glucagon-like peptide 1 receptor EM 3.00 2019-05-01 0.00 87.96 0.92 0.87 78.38 2.02 0.09 ok
6NKS_A P06746 DNA polymerase beta X-ray 2.35 2019-01-07 0.30 95.79 0.95 0.95 81.21 1.71 0.09 ok
6NKX_A P06746 DNA polymerase beta X-ray 1.98 2019-01-07 0.30 95.79 0.95 0.95 81.60 1.70 0.09 ok
6NKZ_A P06746 DNA Polymerase Beta X-ray 2.01 2019-01-07 0.30 95.79 0.95 0.95 81.44 1.69 0.09 ok
6NKY_A P06746 DNA polymerase beta X-ray 2.09 2019-01-07 0.30 95.79 0.95 0.95 81.90 1.68 0.09 ok
6RQJ_A P01031 Complement C5 EM 3.50 2019-05-15 0.20 82.09 0.97 0.88 79.71 2.37 0.08 ok
6SHC_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 3.55 2019-08-06 0.60 79.07 0.92 0.80 78.75 3.23 0.08 ok
6RQJ_B P01031 Complement C5 EM 3.50 2019-05-15 0.00 83.70 0.97 0.91 85.23 1.60 0.06 ok
6UOM_A P06746 DNA polymerase beta X-ray 2.05 2019-10-15 94.25 0.95 0.05 ok
6UOL_A P06746 DNA polymerase beta X-ray 1.94 2019-10-15 94.25 0.95 0.05 ok
6VAO_F P23528 Cofilin-1 EM 3.40 2019-12-17 87.56 0.95 0.04 ok
6UOK_A P06746 DNA polymerase beta X-ray 2.55 2019-10-15 94.25 0.95 0.04 ok
6ORV_GP P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-05-01 0.00 95.66 0.92 0.95 95.18 0.79 0.04 ok
6SCX_A Q9BQG2 Peroxisomal NADH pyrophosphatase NUDT12 X-ray 2.92 2019-07-25 71.00 novel 91.80 0.98 0.94 94.89 1.28 0.04 ok
6RPT_A P01031 Complement C5 X-ray 2.70 2019-05-14 0.00 86.80 0.96 0.94 95.35 0.93 0.04 ok
6TR7_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.47 2019-12-17 0.00 95.79 0.99 0.96 95.43 0.93 0.04 ok
6TR6_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.35 2019-12-17 0.00 95.82 0.99 0.97 96.59 0.74 0.03 ok
6O5I_A O00255 Menin X-ray 1.24 2019-03-03 0.00 95.61 0.99 0.97 97.69 1.10 0.03 ok
6ORV_BP P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-05-01 0.00 97.16 0.99 0.98 99.41 0.52 0.02 ok
6OFB_A Q6IA69 Glutamine-dependent NAD(+) synthetase X-ray 2.84 2019-03-28 73.50 novel 96.64 0.99 0.98 98.49 0.77 0.02 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.