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

Release week 2021-12-29

80
structures analysed (7 full · 8.8%)
45.0%
confidently wrong
33.8%
novel sequences
22.5%
novel & wrong
0.957
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: 4 of 80 structures (5.0%) are confidently wrong; median TM-score is 0.957.

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 0.957 — 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
7SX3_D Q9P2D8 UNC79,Protein unc-79 homolog,Protein unc-7 EM 3.10 2021-11-22 100.00 novel 80.97 0.42 0.75 0.18 62.62 0.80 wrong
7SX4_D Q9P2D8 UNC79,Protein unc-79 homolog EM 3.50 2021-11-22 100.00 novel 81.01 0.42 0.74 0.18 62.25 0.80 wrong
7SX4_C P0DP23 Calmodulin-1 EM 3.50 2021-11-22 0.00 86.50 0.47 0.62 10.96 10.52 0.54 wrong
7SX3_C P0DP23 Calmodulin-1 EM 3.10 2021-11-22 0.00 86.50 0.46 0.60 10.53 10.43 0.54 wrong
7RDS_A P78549 Isoform 3 of Endonuclease III-like protein X-ray 2.50 2021-07-11 68.40 96.49 0.53 0.91 15.75 8.71 0.52 ok
7BBJ_A P21589 5'-nucleotidase X-ray 2.72 2020-12-17 0.00 96.25 0.69 0.93 25.00 11.76 0.49 ok
7SX3_E Q8N2C7 Protein unc-80 homolog EM 3.10 2021-11-22 100.00 novel 83.25 0.70 0.88 23.06 10.75 0.40 ok
7SX4_E Q8N2C7 Protein unc-80 homolog EM 3.50 2021-11-22 60.53 0.71 0.17 ok
7VUG_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.20 2021-11-02 93.75 0.82 0.17 ok
7VSH_A Q8NB49 Phospholipid-transporting ATPase IG EM 3.40 2021-10-26 82.94 0.80 0.17 ok
7V6Q_B P68431 Histone H3.1 X-ray 3.00 2021-08-20 86.06 0.81 0.16 ok
7V6Q_C P62805 Histone H4 X-ray 3.00 2021-08-20 89.81 0.84 0.15 ok
7VPL_A Q9NQ11 Polyamine-transporting ATPase 13A2 EM 3.78 2021-10-17 79.62 0.83 0.14 ok
7VPK_A Q9NQ11 Polyamine-transporting ATPase 13A2 EM 3.92 2021-10-17 79.62 0.83 0.13 ok
7MBM_D Q9UBL3 Set1/Ash2 histone methyltransferase comple EM 4.76 2021-04-01 75.25 0.84 0.12 ok
7VUH_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.22 2021-11-02 91.31 0.87 0.12 ok
7MBN_D Q9UBL3 Set1/Ash2 histone methyltransferase comple EM 4.02 2021-04-01 75.25 0.86 0.11 ok
7V6P_A P49321 Isoform 2 of Nuclear autoantigenic sperm p X-ray 2.90 2021-08-20 57.28 0.83 0.10 ok
7VUJ_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.80 2021-11-02 91.31 0.89 0.10 ok
7VUI_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.30 2021-11-02 91.31 0.89 0.10 ok
7SX4_B B1AL88 Transmembrane protein FAM155A EM 3.50 2021-11-22 61.22 0.87 0.08 ok
7SX3_B B1AL88 Transmembrane protein FAM155A EM 3.10 2021-11-22 61.22 0.88 0.08 ok
7VSG_A Q8NB49 Phospholipid-transporting ATPase IG EM 3.90 2021-10-26 82.94 0.92 0.07 ok
7MBM_A Q15291 Retinoblastoma-binding protein 5 EM 4.76 2021-04-01 77.75 0.92 0.06 ok
7VSH_C Q9NV96 Cell cycle control protein 50A EM 3.40 2021-10-26 89.50 0.94 0.06 ok
7VUJ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.80 2021-11-02 89.56 0.94 0.06 ok
7VSG_B Q9NV96 Cell cycle control protein 50A EM 3.90 2021-10-26 89.50 0.94 0.06 ok
7SX4_A Q8IZF0 Sodium leak channel non-selective protein, EM 3.50 2021-11-22 76.69 0.92 0.06 ok
7SX3_A Q8IZF0 Sodium leak channel non-selective protein, EM 3.10 2021-11-22 76.69 0.93 0.06 ok
7MBN_A Q15291 Retinoblastoma-binding protein 5 EM 4.02 2021-04-01 77.75 0.93 0.06 ok
7VUI_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2021-11-02 89.56 0.94 0.05 ok
7VPJ_A Q9NQ11 Polyamine-transporting ATPase 13A2 EM 3.54 2021-10-17 79.62 0.94 0.05 ok
7VPI_A Q9NQ11 Polyamine-transporting ATPase 13A2 EM 3.60 2021-10-17 79.62 0.94 0.05 ok
7EWB_A P01116 Isoform 2B of GTPase KRas X-ray 1.99 2021-05-25 91.50 0.95 0.05 ok
7MBM_B P61964 WD repeat-containing protein 5 EM 4.76 2021-04-01 93.31 0.95 0.05 ok
7MWI_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 1.80 2021-05-17 55.03 0.91 0.05 ok
7EWA_A P01116 Isoform 2B of GTPase KRas X-ray 2.25 2021-05-25 91.50 0.95 0.05 ok
7EW9_A P01116 Isoform 2B of GTPase KRas X-ray 2.13 2021-05-25 91.50 0.95 0.04 ok
7VDE_B P68871 Hemoglobin subunit beta EM 3.60 2021-09-06 97.19 0.96 0.04 ok
7FHJ_A Q9UIF9 Bromodomain adjacent to zinc finger domain X-ray 2.28 2021-07-29 55.03 0.92 0.04 ok
7VUG_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-11-02 89.56 0.96 0.04 ok
7RDT_A P78549 Isoform 3 of Endonuclease III-like protein X-ray 2.10 2021-07-11 82.56 0.96 0.04 ok
7VDE_A P69905 Hemoglobin subunit alpha EM 3.60 2021-09-06 98.06 0.97 0.03 ok
7NGE_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.30 2021-02-09 93.06 0.97 0.03 ok
7VUH_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2021-11-02 89.56 0.96 0.03 ok
7DQA_A Q9BYF1 Angiotensin-converting enzyme 2 EM 2.80 2020-12-22 90.69 0.97 0.03 ok
7F5O_A P17706 Tyrosine-protein phosphatase non-receptor X-ray 1.70 2021-06-22 85.88 0.97 0.03 ok
7F8H_A O00167 Eyes absent homolog 2 X-ray 3.30 2021-07-02 68.00 0.96 0.03 ok
7F8G_A O00167 Eyes absent homolog 2 X-ray 3.49 2021-07-02 68.00 0.96 0.03 ok
7QIP_A P31947 14-3-3 protein sigma X-ray 2.65 2021-12-15 92.88 0.97 0.02 ok
7SQM_A Q8TF76 Serine/threonine-protein kinase haspin X-ray 1.78 2021-11-05 62.88 0.97 0.02 ok
7T9L_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.66 2021-12-19 90.69 0.98 0.02 ok
7T9K_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.45 2021-12-19 90.69 0.98 0.02 ok
7SY7_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.81 2021-11-24 90.69 0.98 0.02 ok
7P0R_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.50 2021-06-30 93.06 0.98 0.01 ok
7SY8_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.14 2021-11-24 90.69 0.98 0.01 ok
7F5N_A P17706 Tyrosine-protein phosphatase non-receptor X-ray 1.93 2021-06-22 85.88 0.98 0.01 ok
7QIK_A P31947 14-3-3 protein sigma X-ray 2.01 2021-12-15 92.88 0.99 0.01 ok
7SY3_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.95 2021-11-24 90.69 0.99 0.01 ok
7SY4_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.35 2021-11-24 90.69 0.99 0.01 ok
7P1P_A P22303 Acetylcholinesterase X-ray 3.03 2021-07-02 92.94 0.99 0.01 ok
7SY5_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.59 2021-11-24 90.69 0.99 0.01 ok
7V6Q_D P49321 Isoform 2 of Nuclear autoantigenic sperm p X-ray 3.00 2021-08-20 57.28 0.98 0.01 ok
7SY6_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.81 2021-11-24 90.69 0.99 0.01 ok
7SY1_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.83 2021-11-24 90.69 0.99 0.01 ok
7VUJ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.80 2021-11-02 97.06 0.99 0.01 ok
7SY2_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.11 2021-11-24 90.69 0.99 0.01 ok
7P0N_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.50 2021-06-30 93.06 0.99 0.01 ok
7SXZ_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.61 2021-11-24 90.69 0.99 0.01 ok
7SY0_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.00 2021-11-24 90.69 0.99 0.01 ok
7V6Q_A Q9Y294 Histone chaperone ASF1A X-ray 3.00 2021-08-20 84.12 0.99 0.01 ok
7MBN_B P61964 WD repeat-containing protein 5 EM 4.02 2021-04-01 93.31 0.99 0.01 ok
7SXX_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.66 2021-11-24 90.69 0.99 0.01 ok
7VUI_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2021-11-02 97.06 0.99 0.01 ok
7SXY_E Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.79 2021-11-24 90.69 0.99 0.01 ok
7VUG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-11-02 97.06 0.99 0.01 ok
7VUH_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2021-11-02 97.06 0.99 0.01 ok
7P1P_aa P22303 Acetylcholinesterase X-ray 3.03 2021-07-02 92.94 1.00 0.00 ok
7VD9_A P04040 Catalase EM 2.29 2021-09-06 95.81 1.00 0.00 ok
7VD8_A P02794 Ferritin heavy chain EM 1.96 2021-09-06 95.31 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.