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

Release week 2021-04-28

62
structures analysed (12 full · 19.4%)
11.6%
confidently wrong
46.5%
novel sequences
11.6%
novel & wrong
0.939
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 62 structures (1.6%) are confidently wrong; median TM-score is 0.939.

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 0.939 — 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
7NGL_A P36776 Lon protease homolog, mitochondrial EM 3.80 2021-02-09 53.90 86.21 0.67 0.80 1.19 26.91 0.81 ok
7NGP_A P36776 Lon protease homolog, mitochondrial EM 15.00 2021-02-09 53.90 86.21 0.67 0.80 1.55 23.53 0.79 ok
7NGQ_A P36776 Lon protease homolog, mitochondrial EM 12.00 2021-02-09 53.90 86.21 0.67 0.80 1.64 22.64 0.78 ok
7NGF_A P36776 Lon protease homolog, mitochondrial EM 5.60 2021-02-09 53.90 86.21 0.60 0.79 4.38 24.34 0.73 ok
7LT9_B P48059 LIM and senescent cell antigen-like-contai X-ray 3.05 2021-02-19 0.00 87.06 0.56 0.89 26.91 6.45 0.34 ok
7CP9_G Q9NS69 Mitochondrial import receptor subunit TOM2 EM 3.00 2020-08-06 100.00 novel 83.60 0.61 0.74 28.78 8.69 0.32 ok
7CP9_C Q96B49 Mitochondrial import receptor subunit TOM6 EM 3.00 2020-08-06 100.00 novel 77.57 0.46 0.77 26.53 6.05 0.28 wrong
7BGB_F Q9NPE3 H/ACA ribonucleoprotein complex subunit 3 EM 3.40 2021-01-06 — 94.50 0.73 — — — 0.26 ok
7NTU_A P00734 Prothrombin X-ray 3.10 2021-03-10 — 83.94 0.70 — — — 0.25 ok
7CP9_E Q9P0U1 Mitochondrial import receptor subunit TOM7 EM 3.00 2020-08-06 — 92.81 0.76 — — — 0.23 ok
6YQV_L P00734 Prothrombin X-ray 1.45 2020-04-18 — 83.94 0.73 — — — 0.22 ok
7MC1_A Q13105 Isoform 2 of Zinc finger and BTB domain-co NMR — 2021-04-01 47.00 88.22 0.66 0.78 51.61 3.71 0.18 ok
7AUE_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.97 2020-11-02 — 89.56 0.85 — — — 0.14 ok
6YQF_C Q9BXU0 Testis-expressed protein 12 X-ray 3.33 2020-04-16 — 79.75 0.85 — — — 0.12 ok
7AUE_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.97 2020-11-02 — 91.31 0.88 — — — 0.11 ok
7CP9_A Q8N4H5 Mitochondrial import receptor subunit TOM5 EM 3.00 2020-08-06 — 88.00 0.87 — — — 0.11 ok
7DAC_A Q9Y572 Receptor-interacting serine/threonine-prot NMR — 2020-10-16 100.00 novel 34.89 0.31 0.69 36.21 4.86 0.11 ok
7BG9_L P0C0S8 Histone H2A EM 3.80 2021-01-06 — 91.12 0.90 — — — 0.09 ok
7BG9_M B4DR52 Histone H2B EM 3.80 2021-01-06 — 73.69 0.89 — — — 0.08 ok
6WMZ_A P23246 Splicing factor, proline- and glutamine-ri X-ray 2.85 2020-04-22 — 67.62 0.88 — — — 0.08 ok
7MC2_A Q13105 Isoform 2 of Zinc finger and BTB domain-co NMR — 2021-04-01 47.00 85.49 0.54 0.82 80.77 1.53 0.08 ok
7BG9_A O14746 Telomerase reverse transcriptase,Telomeras EM 3.80 2021-01-06 — 80.19 0.91 — — — 0.07 ok
6YQF_A Q6PIF2 Synaptonemal complex central element prote X-ray 3.33 2020-04-16 — 72.62 0.90 — — — 0.07 ok
7DA4_A Q9Y572 Receptor-interacting serine/threonine-prot EM 4.24 2020-10-14 100.00 novel 36.32 0.15 0.60 51.14 3.08 0.07 ok
7NTU_B P00734 Prothrombin X-ray 3.10 2021-03-10 — 83.94 0.92 — — — 0.06 ok
6YQV_H P00734 Prothrombin X-ray 1.45 2020-04-18 — 83.94 0.93 — — — 0.06 ok
7BGB_D Q9NY12 H/ACA ribonucleoprotein complex subunit 1 EM 3.40 2021-01-06 — 63.19 0.91 — — — 0.06 ok
6WMZ_B Q15233 Non-POU domain-containing octamer-binding X-ray 2.85 2020-04-22 — 76.75 0.93 — — — 0.06 ok
7NBI_A P49771 Fms-related tyrosine kinase 3 ligand X-ray 1.65 2021-01-26 — 81.31 0.93 — — — 0.06 ok
6ZL1_A P02768 Albumin X-ray 3.27 2020-06-30 — 92.69 0.94 — — — 0.05 ok
7BGB_C O60832 H/ACA ribonucleoprotein complex subunit DK EM 3.40 2021-01-06 — 79.44 0.94 — — — 0.05 ok
7KPK_A D6RDG8 Speckle-type POZ protein X-ray 1.71 2020-11-11 — 88.62 0.94 — — — 0.05 ok
7AUE_R P32245 Melanocortin receptor 4 EM 2.97 2020-11-02 — 80.12 0.94 — — — 0.05 ok
7BGB_E Q9NX24 H/ACA ribonucleoprotein complex subunit 2 EM 3.40 2021-01-06 — 80.06 0.94 — — — 0.05 ok
7KPI_A D6RDG8 Speckle-type POZ protein X-ray 1.70 2020-11-11 — 88.62 0.95 — — — 0.05 ok
6WVZ_M P08581 Hepatocyte growth factor receptor X-ray 3.10 2020-05-07 — 79.25 0.94 — — — 0.04 ok
6YOO_B Q9Y512 Sorting and assembly machinery component 5 X-ray 1.06 2020-04-14 — 34.49 0.43 0.90 75.00 1.84 0.04 ok
6YOO_A Q9H0R8 Gamma-aminobutyric acid receptor-associate X-ray 1.06 2020-04-14 — 95.00 0.96 — — — 0.04 ok
7MEU_A P06730 Eukaryotic translation initiation factor 4 X-ray 1.91 2021-04-07 — 90.94 0.96 — — — 0.04 ok
6ZIE_B Q07820 Induced myeloid leukemia cell differentiat X-ray 2.30 2020-06-25 — 63.62 0.95 — — — 0.03 ok
7L9I_A Q9NX46 ADP-ribose glycohydrolase ARH3 X-ray 1.80 2021-01-04 — 94.81 0.97 — — — 0.03 ok
7EDP_B Q8TEK3 Histone-lysine N-methyltransferase, H3 lys X-ray 2.20 2021-03-16 — 52.50 0.95 — — — 0.02 ok
7LXL_A P08684 Cytochrome P450 3A4 X-ray 2.75 2021-03-04 — 92.38 0.98 — — — 0.02 ok
7BGB_K Q9BUR4 Telomerase Cajal body protein 1 EM 3.40 2021-01-06 — 73.00 0.97 — — — 0.02 ok
7B1Q_A P56817 Beta-secretase 1 X-ray 1.94 2020-11-25 — 87.50 0.98 — — — 0.02 ok
7B1P_A P56817 Beta-secretase 1 X-ray 1.77 2020-11-25 — 87.50 0.98 — — — 0.02 ok
7B1E_A P56817 Beta-secretase 1 X-ray 1.62 2020-11-24 — 87.50 0.98 — — — 0.02 ok
7CP9_I O96008 Mitochondrial import receptor subunit TOM4 EM 3.00 2020-08-06 — 78.38 0.98 — — — 0.02 ok
7CNL_A Q99594 Transcriptional enhancer factor TEF-5 X-ray 2.60 2020-08-01 — 75.56 0.98 — — — 0.02 ok
7LT8_A Q15404 Ras suppressor protein 1 X-ray 1.76 2021-02-19 — 94.94 0.99 — — — 0.01 ok
7L9F_A Q9NX46 Poly(ADP-ribose) glycohydrolase ARH3 X-ray 1.75 2021-01-04 — 94.81 0.99 — — — 0.01 ok
6WRV_A P02786 Transferrin receptor protein 1 X-ray 2.47 2020-04-30 — 86.69 0.99 — — — 0.01 ok
6WRX_A P02786 Transferrin receptor protein 1 X-ray 3.07 2020-04-30 — 86.69 0.99 — — — 0.01 ok
6WRW_A P02786 Transferrin receptor protein 1 X-ray 2.84 2020-04-30 — 86.69 0.99 — — — 0.01 ok
7L9H_A Q9NX46 ADP-ribose glycohydrolase ARH3 X-ray 1.85 2021-01-04 — 94.81 0.99 — — — 0.01 ok
7LT9_A Q15404 Ras suppressor protein 1 X-ray 3.05 2021-02-19 — 94.94 0.99 — — — 0.01 ok
7AUE_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.97 2020-11-02 — 97.06 0.99 — — — 0.01 ok
7NUT_A Q9Y303 N-acetylglucosamine-6-phosphate deacetylas X-ray 1.90 2021-03-14 — 94.50 0.99 — — — 0.01 ok
6WM8_A Q9UQ80 Proliferation-associated protein 2G4 X-ray 2.60 2020-04-20 — 92.56 0.99 — — — 0.01 ok
6YPW_A P00918 Carbonic anhydrase 2 X-ray 1.10 2020-04-16 — 97.38 0.99 — — — 0.01 ok
7NUU_A Q9Y303 N-acetylglucosamine-6-phosphate deacetylas X-ray 1.84 2021-03-14 — 94.50 0.99 — — — 0.01 ok
7BGC_A P06276 Cholinesterase X-ray 2.40 2021-01-06 — 93.38 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.