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

Release week 2018-08-08

50
structures analysed (5 full · 10.0%)
12.0%
confidently wrong
24.0%
novel sequences
00.0%
novel & wrong
0.98
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: 1 of 50 structures (2.0%) are confidently wrong; median TM-score is 0.98.

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 0.98 — 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
6H6B_A P37840 Alpha-synuclein EM 3.40 2018-07-26 0.00 85.66 0.26 0.30 0.86 21.05 0.80 wrong
6E2Q_M P19235 Erythropoietin receptor X-ray 2.65 2018-07-11 100.00 novel 61.16 0.43 0.61 21.02 8.09 0.28 ok
6E2P_C P48357 Leptin receptor X-ray 2.83 2018-07-11 100.00 novel 58.93 0.14 0.69 35.00 5.25 0.19 ok
6GY5_U P53355 Death-associated protein kinase 1 X-ray 1.09 2018-06-28 76.75 0.51 0.66 43.18 3.79 0.18 ok
6H7X_A Q9Y230 RuvB-like 2 X-ray 2.89 2018-07-31 84.12 0.83 0.14 ok
6GXZ_A Q9H6T3 RNA polymerase II-associated protein 3 X-ray 2.96 2018-06-27 74.31 0.84 0.12 ok
6E2H_D Q9UBL3 Set1/Ash2 histone methyltransferase comple X-ray 2.24 2018-07-11 75.25 0.86 0.10 ok
6GMR_H Q16665 Hypoxia inducible factor 1alpha, residues X-ray 1.75 2018-05-28 44.48 0.20 0.80 40.62 3.71 0.10 ok
6DFF_C P84077 ADP-ribosylation factor 1 EM 3.90 2018-05-14 85.94 0.92 0.07 ok
6GHD_G P50402 Emerin X-ray 2.10 2018-05-07 60.25 0.92 0.05 ok
6DFF_B Q10567 AP-1 complex subunit beta-1 EM 3.90 2018-05-14 81.25 0.94 0.05 ok
6GMR_C Q15369 Elongin-C X-ray 1.75 2018-05-28 89.81 0.95 0.04 ok
6GWR_A Q08345 Epithelial discoidin domain-containing rec X-ray 2.07 2018-06-25 76.19 0.95 0.04 ok
6E2H_E Q9C005 Protein dpy-30 homolog X-ray 2.24 2018-07-11 76.06 0.95 0.04 ok
6GMX_B Q15369 Elongin-C X-ray 2.53 2018-05-28 89.81 0.96 0.03 ok
6GMN_B Q15369 Elongin-C X-ray 1.94 2018-05-27 89.81 0.96 0.03 ok
6GL1_A P13747 MHC class I antigen X-ray 2.62 2018-05-22 87.00 0.96 0.03 ok
6GH4_A P13747 MHC class I antigen X-ray 2.16 2018-05-04 87.00 0.96 0.03 ok
6GH1_A P13747 MHC class I antigen X-ray 2.10 2018-05-04 87.00 0.96 0.03 ok
6GMX_E Q15369 Elongin-C X-ray 2.53 2018-05-28 89.81 0.96 0.03 ok
6GXZ_D Q9NWS0 PIH1 domain-containing protein 1 X-ray 2.96 2018-06-27 78.75 0.96 0.03 ok
6GGM_A P13747 MHC class I antigen X-ray 2.73 2018-05-03 87.00 0.97 0.03 ok
6E2P_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.83 2018-07-11 86.88 0.98 0.02 ok
6GHD_A O75531 Barrier-to-autointegration factor X-ray 2.10 2018-05-07 96.75 0.98 0.02 ok
6GPG_A O95786 Probable ATP-dependent RNA helicase DDX58 X-ray 2.89 2018-06-05 85.19 0.98 0.02 ok
6E2Q_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.65 2018-07-11 86.88 0.98 0.02 ok
6GHN_A P13747 HLA class I histocompatibility antigen, E X-ray 2.54 2018-05-08 87.00 0.98 0.02 ok
6GH1_B P61769 Beta-2-microglobulin X-ray 2.10 2018-05-04 94.06 0.98 0.02 ok
6GH4_B P61769 Beta-2-microglobulin X-ray 2.16 2018-05-04 94.06 0.98 0.02 ok
6GL1_B P61769 Beta-2-microglobulin X-ray 2.62 2018-05-22 94.06 0.98 0.01 ok
6GMR_B Q15370 Elongin-B X-ray 1.75 2018-05-28 92.50 0.98 0.01 ok
6DFF_S Q96PC3 AP-1 complex subunit sigma-3 EM 3.90 2018-05-14 93.38 0.98 0.01 ok
6GHN_B P61769 Beta-2-microglobulin X-ray 2.54 2018-05-08 94.06 0.99 0.01 ok
6DXT_A P45974 Ubiquitin carboxyl-terminal hydrolase 5 X-ray 1.95 2018-06-29 80.62 0.98 0.01 ok
6GGM_B P61769 Beta-2-microglobulin X-ray 2.73 2018-05-03 94.06 0.99 0.01 ok
6GMN_D Q15370 Elongin-B X-ray 1.94 2018-05-27 92.50 0.99 0.01 ok
6GHD_B P02545 Prelamin-A/C X-ray 2.10 2018-05-07 76.38 0.98 0.01 ok
6E68_A P43490 Nicotinamide phosphoribosyltransferase X-ray 1.50 2018-07-24 94.25 0.99 0.01 ok
6H00_A Q9NVS9 Pyridoxine-5'-phosphate oxidase X-ray 1.66 2018-07-05 88.56 0.99 0.01 ok
6ACK_D Q9BYF1 Angiotensin-converting enzyme 2 EM 4.50 2018-07-26 90.69 0.99 0.01 ok
6GMN_A Q15370 Elongin-B X-ray 1.94 2018-05-27 92.50 0.99 0.01 ok
6ACJ_D Q9BYF1 Angiotensin-converting enzyme 2 EM 4.20 2018-07-26 90.69 0.99 0.01 ok
6GMX_D Q15370 Elongin-B X-ray 2.53 2018-05-28 92.50 0.99 0.01 ok
6ACG_D Q9BYF1 Angiotensin-converting enzyme 2 EM 5.40 2018-07-26 90.69 0.99 0.01 ok
6GMN_I P40337 von Hippel-Lindau disease tumor suppressor X-ray 1.94 2018-05-27 84.44 0.99 0.01 ok
6GMX_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.53 2018-05-28 84.44 0.99 0.01 ok
6GMX_A Q15370 Elongin-B X-ray 2.53 2018-05-28 92.50 0.99 0.01 ok
6GMN_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 1.94 2018-05-27 84.44 0.99 0.01 ok
6GMR_V P40337 von Hippel-Lindau disease tumor suppressor X-ray 1.75 2018-05-28 84.44 0.99 0.01 ok
6GY5_A Q9Y2M5 Kelch-like protein 20 X-ray 1.09 2018-06-28 88.44 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.