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

Release month 2026-07

All human structures deposited in 2026-07 (from the historical archive backfill).

46
structures analysed (3 full · 6.5%)
12.2%
confidently wrong
36.5%
novel sequences
12.2%
novel & wrong
0.975
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 46 structures (2.2%) are confidently wrong; median TM-score is 0.975.

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 0.975 — 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
31FW_C Q9Y224 RNA transcription, translation and transpo EM 3.30 2026-06-02 100.00 novel 77.35 0.49 0.94 2.15 17.39 0.67 wrong
31FW_B Q52LJ0 Protein FAM98B EM 3.30 2026-06-02 100.00 novel 90.17 0.58 0.92 13.80 8.85 0.50 ok
31ZN_A Q9UHR5 SAP30-binding protein EM 2.90 2026-06-30 — 64.88 0.70 — — — 0.19 ok
31FW_A Q9BVC5 Ashwin EM 3.30 2026-06-02 100.00 novel 88.48 0.70 0.88 62.12 4.74 0.18 ok
27IQ_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.09 2026-06-03 — 69.69 0.85 — — — 0.11 ok
27IV_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.95 2026-06-03 — 69.69 0.85 — — — 0.10 ok
27JK_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.84 2026-06-03 — 69.69 0.88 — — — 0.08 ok
27IK_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.40 2026-06-02 — 69.69 0.88 — — — 0.08 ok
27JQ_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 1.95 2026-06-03 — 69.69 0.88 — — — 0.08 ok
36IU_K O60885 Isoform C of Bromodomain-containing protei EM 3.69 2026-06-12 — 55.31 0.87 — — — 0.07 ok
36IU_C P04908 Histone H2A type 1-B/E EM 3.69 2026-06-12 — 90.75 0.93 — — — 0.06 ok
36IV_C P04908 Histone H2A type 1-B/E EM 2.89 2026-06-12 — 90.75 0.94 — — — 0.06 ok
31WC_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.39 2026-06-25 — 68.19 0.92 — — — 0.06 ok
31WA_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.42 2026-06-25 — 68.19 0.92 — — — 0.06 ok
31WB_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.31 2026-06-25 — 68.19 0.92 — — — 0.06 ok
27UH_B P26447 Protein S100-A4 X-ray 1.82 2026-06-12 — 86.44 0.95 — — — 0.05 ok
27JO_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.08 2026-06-03 — 69.69 0.94 — — — 0.04 ok
36IV_K O60885 Isoform C of Bromodomain-containing protei EM 2.89 2026-06-12 — 55.31 0.93 — — — 0.04 ok
32AW_A A0A096P1Z7 Cyclin-dependent kinase 9 X-ray 3.25 2026-07-01 — 73.94 0.95 — — — 0.04 ok
36NB_A P43699 Homeobox protein Nkx-2.1 X-ray 3.26 2026-06-19 — 56.31 0.94 — — — 0.03 ok
31VO_A P01903 HLA class II histocompatibility antigen, D X-ray 2.00 2026-06-24 — 89.19 0.97 — — — 0.03 ok
36IU_D P06899 Histone H2B type 1-J EM 3.69 2026-06-12 — 85.50 0.98 — — — 0.02 ok
36JA_A P12259 Coagulation factor V EM 3.40 2026-06-12 — 61.91 0.97 — — — 0.02 ok
27JP_A Q53RT3 Retroviral-like aspartic protease 1 X-ray 2.35 2026-06-03 — 69.69 0.97 — — — 0.02 ok
36JB_A P12259 Coagulation factor V EM 2.90 2026-06-13 — 61.91 0.97 — — — 0.02 ok
36IV_D P06899 Histone H2B type 1-J EM 2.89 2026-06-12 — 85.50 0.98 — — — 0.02 ok
31ZN_B P21127 Isoform 7 of Cyclin-dependent kinase 11B EM 2.90 2026-06-30 — 64.56 0.98 — — — 0.01 ok
31OK_A P47929 Galectin-7 X-ray 1.80 2026-06-16 — 96.62 0.99 — — — 0.01 ok
31SY_A P36776 Lon protease homolog, mitochondrial EM 3.00 2026-06-23 — 76.69 0.98 — — — 0.01 ok
31LN_A P47929 Galectin-7 X-ray 1.76 2026-06-11 — 96.62 0.99 — — — 0.01 ok
31HP_A Q6IQ55 Tau-tubulin kinase 2 X-ray 1.50 2026-06-04 — 48.84 0.98 — — — 0.01 ok
31ZN_C Q96S94 Cyclin-L2 EM 2.90 2026-06-30 — 69.12 0.98 — — — 0.01 ok
36JL_A P00451 Coagulation factor VIII EM 3.15 2026-06-14 — 60.75 0.98 — — — 0.01 ok
31FW_R Q9Y3I0 RNA-splicing ligase RtcB homolog EM 3.30 2026-06-02 — 95.44 0.99 — — — 0.01 ok
31NV_A O00214 Galectin-8 X-ray 1.71 2026-06-15 — 90.69 0.99 — — — 0.01 ok
36JK_A P00451 Coagulation factor VIII EM 3.26 2026-06-14 — 60.75 0.99 — — — 0.01 ok
31HO_A Q5TCY1 Tau-tubulin kinase 1 X-ray 2.70 2026-06-04 — 51.06 0.99 — — — 0.01 ok
31NP_A O00214 Galectin-8 X-ray 1.78 2026-06-15 — 90.69 0.99 — — — 0.01 ok
31OF_A O00214 Galectin-8 X-ray 1.90 2026-06-16 — 90.69 1.00 — — — 0.00 ok
31NW_A O00214 Galectin-8 X-ray 1.90 2026-06-15 — 90.69 1.00 — — — 0.00 ok
31ML_A O00214 Galectin-8 X-ray 1.50 2026-06-12 — 90.69 1.00 — — — 0.00 ok
32AW_B O75909 Cyclin-K X-ray 3.25 2026-07-01 — 65.12 1.00 — — — 0.00 ok
9AAS_B P08684 Cytochrome P450 3A4 Integrative — 2026-06-09 — 92.38 1.00 — — — 0.00 ok
9AAS_A P05181 Cytochrome P450 2E1 Integrative — 2026-06-09 — 96.12 1.00 — — — 0.00 ok
9AAU_B P08684 Cytochrome P450 3A4 Integrative — 2026-06-09 — 92.38 1.00 — — — 0.00 ok
9AAU_A P05181 Cytochrome P450 2E1 Integrative — 2026-06-09 — 96.12 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.