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

Release week 2023-08-23

50
structures analysed (7 full · 14.0%)
12.0%
confidently wrong
12.0%
novel sequences
00.0%
novel & wrong
0.973
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 0.973.

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 0.973 — 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
8ARI_a Q9Y5P3 Retinoic acid-induced protein 2 EM 3.00 2022-08-16 4.70 61.66 0.17 0.65 12.50 9.97 0.36 ok
8SXM_A Q32MQ0 Zinc finger protein 750 NMR 2023-05-22 100.00 novel 61.62 0.40 0.47 30.56 6.33 0.21 ok
8C07_I P0CG47 Polyubiquitin-B EM 3.30 2022-12-16 93.44 0.79 0.20 ok
8A40_U P23193 Transcription elongation factor A protein EM 3.00 2022-06-09 80.06 0.82 0.15 ok
8EHW_A O94886 CSC1-like protein 1 EM 3.80 2022-09-14 74.06 0.81 0.14 ok
8C07_K P0CG47 Polyubiquitin-B EM 3.30 2022-12-16 93.44 0.85 0.14 ok
8AU4_A O15211 Ral guanine nucleotide dissociation stimul NMR 2022-08-25 71.44 0.81 0.14 ok
8EHX_A Q5T3F8 CSC1-like protein 2 EM 3.60 2022-09-14 72.56 0.81 0.14 ok
8IQM_B Q96LC9 Bcl2 modifying factor X-ray 1.97 2023-03-16 61.44 0.78 0.13 ok
8POI_A O75940 Survival of motor neuron-related-splicing NMR 2023-07-04 77.19 0.86 0.11 ok
8B69_A O15211 Ral guanine nucleotide dissociation stimul X-ray 3.07 2022-09-26 71.44 0.88 0.09 ok
8IQK_B Q96LC9 Bcl-2-modifying factor X-ray 2.88 2023-03-16 8.00 91.57 0.50 0.84 84.52 1.68 0.08 wrong
8IQL_B Q96LC9 Bcl-2-modifying factor X-ray 2.96 2023-03-16 8.00 93.10 0.65 0.93 88.16 1.70 0.07 ok
8STN_A P01116 GTPase KRas X-ray 2.03 2023-05-10 91.50 0.93 0.06 ok
8STM_A P01116 GTPase KRas X-ray 2.00 2023-05-10 91.50 0.93 0.06 ok
8IQK_A Q07817 Bcl-2-like protein 1 X-ray 2.88 2023-03-16 72.50 0.93 0.05 ok
8FDA_A P05093 Steroid 17-alpha-hydroxylase/17,20 lyase X-ray 2.20 2022-12-02 91.75 0.95 0.05 ok
8HY7_A P00533 Epidermal growth factor receptor X-ray 2.91 2023-01-06 75.94 0.94 0.04 ok
7ZVE_B P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.96 0.04 ok
7ZVE_D P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.96 0.03 ok
7ZVE_C P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.96 0.03 ok
7ZVE_F P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.96 0.03 ok
7ZVE_E P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.96 0.03 ok
7ZVE_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.97 0.03 ok
7ZVE_G P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.28 2022-05-15 94.38 0.97 0.03 ok
8AQF_A Q99685 Monoglyceride lipase X-ray 1.55 2022-08-12 93.88 0.97 0.02 ok
8ARI_A Q13363 C-terminal-binding protein 1 EM 3.00 2022-08-16 83.31 0.97 0.02 ok
8B69_B P01116 Isoform 2B of GTPase KRas X-ray 3.07 2022-09-26 91.50 0.98 0.02 ok
8PRX_A P07711 Cathepsin L X-ray 1.80 2023-07-12 93.50 0.98 0.02 ok
5SSY_A Q8NBK3 Formylglycine-generating enzyme X-ray 1.29 2022-08-12 0.70 97.06 0.99 0.98 98.91 0.68 0.02 ok
8SP8_A Q9H1D0 Transient receptor potential cation channe EM 2.79 2023-05-02 80.56 0.98 0.02 ok
8FFY_A Q9NP81 Serine--tRNA ligase, mitochondrial EM 3.60 2022-12-11 90.50 0.98 0.02 ok
5SSZ_A Q8NBK3 Formylglycine-generating enzyme X-ray 1.02 2022-08-12 0.70 96.98 0.99 0.98 99.01 0.68 0.02 ok
5SSX_A Q8NBK3 Formylglycine-generating enzyme X-ray 1.02 2022-08-12 1.00 97.06 0.99 0.98 98.83 0.63 0.02 ok
8I5E_L P61769 Beta-2-microglobulin X-ray 2.20 2023-01-25 94.06 0.98 0.02 ok
8I5D_H U5YJJ6 MHC class I antigen (Fragment) X-ray 3.30 2023-01-25 89.00 0.98 0.02 ok
8I5C_A U5YJJ6 MHC class I antigen (Fragment) X-ray 3.34 2023-01-24 89.00 0.98 0.02 ok
8I5D_L P61769 Beta-2-microglobulin X-ray 3.30 2023-01-25 94.06 0.98 0.01 ok
8I5C_B P61769 Beta-2-microglobulin X-ray 3.34 2023-01-24 94.06 0.98 0.01 ok
8G1U_A O14744 Protein arginine N-methyltransferase 5 EM 2.83 2023-02-03 93.31 0.99 0.01 ok
8H24_A P02750 Leucine-rich alpha-2-glycoprotein X-ray 2.45 2022-10-04 89.75 0.99 0.01 ok
8P7A_A Q9BZF1 Oxysterol-binding protein-related protein X-ray 2.56 2023-05-30 70.06 0.98 0.01 ok
8IQM_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.97 2023-03-16 63.62 0.98 0.01 ok
8I5E_H U5YJJ6 MHC class I antigen (Fragment) X-ray 2.20 2023-01-25 89.00 0.99 0.01 ok
7ZVD_N P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.46 2022-05-15 94.38 0.99 0.01 ok
8ATI_A P56545 Isoform 2 of C-terminal-binding protein 2 X-ray 2.60 2022-08-23 83.38 0.99 0.01 ok
8ARU_A Q8NBK3 Formylglycine-generating enzyme X-ray 1.08 2022-08-17 83.56 0.99 0.01 ok
8AQG_A P15121 Aldo-keto reductase family 1 member B1 X-ray 0.95 2022-08-12 98.31 1.00 0.00 ok
8G1U_B Q9BQA1 Methylosome protein 50 EM 2.83 2023-02-03 91.00 1.00 0.00 ok
8AQP_A P15121 Aldo-keto reductase family 1 member B1 X-ray 0.96 2022-08-13 98.31 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.