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

Release week 2022-07-06

94
structures analysed (11 full · 11.7%)
44.3%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.977
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 94 structures (4.3%) are confidently wrong; median TM-score is 0.977.

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 0.977 — 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
7S8V_B P06213 Insulin receptor EM 3.73 2021-09-20 0.30 88.85 0.58 0.83 3.62 15.00 0.76 ok
7S0Q_A P08069 Insulin-like growth factor 1 receptor EM 3.70 2021-08-30 2.70 87.46 0.60 0.81 7.26 14.08 0.65 ok
8D3C_A P04275 von Willebrand factor EM 3.10 2022-06-01 0.50 86.42 0.16 0.60 7.31 19.43 0.65 wrong
8D3D_A P04275 von Willebrand factor EM 3.20 2022-06-01 0.50 86.58 0.16 0.61 7.61 19.39 0.65 wrong
7L8V_A P0DP23 Calmodulin-1 NMR 2021-01-01 4.10 85.24 0.46 0.67 10.07 12.00 0.58 wrong
7TCP_B P0DP23 Calmodulin-1 EM 3.84 2021-12-27 0.00 87.13 0.51 0.78 11.13 11.69 0.57 ok
7TCI_B P0DP23 Calmodulin-1 EM 3.90 2021-12-23 0.00 87.13 0.49 0.77 11.31 11.62 0.57 wrong
7FHQ_A P04156 Major prion protein NMR 2021-07-29 0.80 74.22 0.56 0.52 7.39 18.95 0.55 ok
7X2E_A Q9Y6N9 Harmonin X-ray 1.85 2022-02-25 2.80 84.60 0.67 0.95 33.59 5.03 0.26 ok
7R94_F P13797 Plastin-3 EM 2.60 2021-06-28 88.75 0.71 0.26 ok
7RAN_D P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.45 2021-07-02 89.56 0.76 0.21 ok
7S0Q_D P05019 Insulin-like growth factor I EM 3.70 2021-08-30 0.00 70.98 0.61 0.75 38.52 5.76 0.21 ok
7S0Q_B P06213 Insulin receptor EM 3.70 2021-08-30 77.62 0.79 0.16 ok
7Z73_A Q9H3D4 Isoform 2 of Tumor protein 63 X-ray 2.27 2022-03-14 63.19 0.76 0.15 ok
7S8V_A P08069 Insulin-like growth factor 1 receptor EM 3.73 2021-09-20 78.00 0.81 0.15 ok
7XTQ_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.20 2022-05-17 91.31 0.86 0.12 ok
7XTQ_R Q8TDU6 G-protein coupled bile acid receptor 1 EM 3.20 2022-05-17 80.44 0.86 0.11 ok
7F92_A P17302 Gap junction alpha-1 protein EM 3.10 2021-07-03 69.81 0.88 0.08 ok
7XTQ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2022-05-17 89.56 0.91 0.08 ok
7F93_A P17302 Gap junction alpha-1 protein EM 3.60 2021-07-03 69.81 0.89 0.07 ok
7L8V_C Q13936 Voltage-dependent L-type calcium channel s NMR 2021-01-01 0.00 69.49 0.44 0.80 77.38 1.90 0.07 ok
7RAN_A P28223 5-hydroxytryptamine receptor 2A EM 3.45 2021-07-02 73.75 0.90 0.07 ok
7QHL_A P24941 Cyclin-dependent kinase 2 X-ray 1.70 2021-12-13 88.44 0.92 0.07 ok
7N9O_A P03372 Estrogen receptor X-ray 2.00 2021-06-18 66.44 0.90 0.06 ok
7VBT_A Q9BVS4 Serine/threonine-protein kinase RIO2 X-ray 2.54 2021-09-01 67.38 0.91 0.06 ok
7TZK_A Q12929 Epidermal growth factor receptor kinase su X-ray 1.43 2022-02-15 70.31 0.92 0.06 ok
7R62_A P03372 Estrogen receptor X-ray 1.50 2021-06-22 66.44 0.91 0.06 ok
7SJ4_B P63000 Ras-related C3 botulinum toxin substrate 1 EM 2.86 2021-10-15 93.81 0.94 0.06 ok
7VLN_A O96028 Histone-lysine N-methyltransferase NSD2 X-ray 3.09 2021-10-05 65.62 0.92 0.06 ok
7F94_A P17302 A C-terminal deletion mutant of gap juncti EM 3.60 2021-07-03 69.81 0.92 0.05 ok
7SJ4_A O75962 Triple functional domain protein EM 2.86 2021-10-15 67.81 0.93 0.05 ok
7Z72_A Q9H3D4 Isoform 9 of Tumor protein 63 X-ray 1.80 2022-03-14 63.19 0.95 0.03 ok
7XAZ_A Q9BYF1 Angiotensin-converting enzyme 2 X-ray 3.00 2022-03-19 90.69 0.97 0.03 ok
7UP4_A O75582 Ribosomal protein S6 kinase alpha-5 X-ray 3.00 2022-04-14 69.94 0.96 0.03 ok
7TV0_A O60885 Bromodomain-containing protein 4 X-ray 2.60 2022-02-03 55.31 0.95 0.03 ok
7UP8_A O75582 Ribosomal protein S6 kinase alpha-5 X-ray 2.90 2022-04-14 69.94 0.96 0.03 ok
7M4D_A Q9UGP5 DNA polymerase lambda X-ray 1.82 2021-03-21 80.38 0.97 0.03 ok
7N8V_A A8K979 ERI1 exoribonuclease 2 X-ray 2.10 2021-06-15 58.91 0.96 0.03 ok
8D41_A P35606 Coatomer subunit beta' X-ray 2.00 2022-06-01 86.50 0.97 0.02 ok
7N8W_A A8K979 ERI1 exoribonuclease 2 X-ray 2.35 2021-06-15 58.91 0.96 0.02 ok
7UP5_A O75582 Ribosomal protein S6 kinase alpha-5 X-ray 2.80 2022-04-14 69.94 0.97 0.02 ok
7XB0_A Q9BYF1 Angiotensin-converting enzyme 2 X-ray 2.90 2022-03-19 90.69 0.98 0.02 ok
7N93_A P23443 Ribosomal protein S6 kinase beta-1 X-ray 2.74 2021-06-16 72.12 0.97 0.02 ok
7XB1_A Q9BYF1 Angiotensin-converting enzyme 2 X-ray 2.70 2022-03-19 90.69 0.98 0.02 ok
7R4K_A Q4G0N4 NAD kinase 2, mitochondrial X-ray 3.33 2022-02-08 83.06 0.98 0.02 ok
7XC0_A Q9HD43 Receptor-type tyrosine-protein phosphatase X-ray 1.56 2022-03-22 83.62 0.98 0.02 ok
8A5L_A Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 1.62 2022-06-15 85.50 0.98 0.02 ok
7R4M_A Q4G0N4 NAD kinase 2, mitochondrial X-ray 2.29 2022-02-08 83.06 0.98 0.02 ok
7RAN_C P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.45 2021-07-02 97.06 0.98 0.02 ok
7P4E_A P37231 Peroxisome proliferator-activated receptor X-ray 2.40 2021-07-11 76.12 0.98 0.02 ok
7Z71_A Q9H3D4 Isoform 4 of Tumor protein 63 X-ray 1.85 2022-03-14 63.19 0.97 0.02 ok
7R4L_A Q4G0N4 NAD kinase 2, mitochondrial X-ray 2.60 2022-02-08 83.06 0.98 0.02 ok
8A8X_A Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 2.37 2022-06-24 85.50 0.98 0.02 ok
7M4H_A Q9UGP5 DNA polymerase lambda X-ray 1.92 2021-03-21 80.38 0.98 0.02 ok
8A5M_A Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 2.92 2022-06-15 85.50 0.98 0.02 ok
7M4I_A Q9UGP5 DNA polymerase lambda X-ray 2.00 2021-03-21 80.38 0.98 0.02 ok
7N91_A P23443 Ribosomal protein S6 kinase beta-1 X-ray 3.00 2021-06-16 72.12 0.98 0.02 ok
7TUQ_A O60885 Bromodomain-containing protein 4 X-ray 2.68 2022-02-03 55.31 0.97 0.01 ok
7LH8_A O60885 Bromodomain-containing protein 4 X-ray 1.75 2021-01-21 55.31 0.97 0.01 ok
7F99_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 1.98 2021-07-04 82.94 0.98 0.01 ok
7F9C_A P07814 Bifunctional glutamate/proline--tRNA ligas X-ray 2.20 2021-07-04 82.94 0.98 0.01 ok
7R4J_A Q4G0N4 NAD kinase 2, mitochondrial X-ray 2.95 2022-02-08 83.06 0.98 0.01 ok
7M4J_A Q9UGP5 DNA polymerase lambda X-ray 2.38 2021-03-21 80.38 0.98 0.01 ok
7WHU_A P08246 Neutrophil elastase X-ray 2.89 2021-12-31 88.19 0.99 0.01 ok
7M4E_A Q9UGP5 DNA polymerase lambda X-ray 1.90 2021-03-21 80.38 0.99 0.01 ok
7M4G_A Q9UGP5 DNA polymerase lambda X-ray 1.88 2021-03-21 80.38 0.99 0.01 ok
7M4F_A Q9UGP5 DNA polymerase lambda X-ray 1.95 2021-03-21 80.38 0.99 0.01 ok
7ZV3_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.55 2022-05-13 93.06 0.99 0.01 ok
7XTQ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2022-05-17 97.06 0.99 0.01 ok
7F80_A Q03181 Peroxisome proliferator-activated receptor X-ray 2.80 2021-06-30 82.88 0.99 0.01 ok
7XNE_A Q92793 CREB-binding protein X-ray 2.17 2022-04-28 52.53 0.99 0.01 ok
7XM3_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.80 2022-04-24 90.06 0.99 0.01 ok
7XM5_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.40 2022-04-24 90.06 0.99 0.01 ok
7OKV_A Q9UNN8 Endothelial protein C receptor X-ray 1.85 2021-05-18 86.44 0.99 0.01 ok
7T7M_A Q9H9B1 Histone-lysine N-methyltransferase EHMT1 X-ray 2.85 2021-12-15 63.91 0.99 0.01 ok
7M4L_A Q9UGP5 DNA polymerase lambda X-ray 1.70 2021-03-21 80.38 0.99 0.00 ok
7WCV_A Q9C0B1 Alpha-ketoglutarate-dependent dioxygenase X-ray 2.30 2021-12-20 91.00 0.99 0.00 ok
7M47_A Q9UGP5 DNA polymerase lambda X-ray 1.65 2021-03-21 80.38 0.99 0.00 ok
7M45_A Q9UGP5 DNA polymerase lambda X-ray 1.89 2021-03-21 80.38 0.99 0.00 ok
7M48_A Q9UGP5 DNA polymerase lambda X-ray 1.93 2021-03-21 80.38 0.99 0.00 ok
7XM4_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.70 2022-04-24 90.06 1.00 0.00 ok
7M4K_A Q9UGP5 DNA polymerase lambda X-ray 1.72 2021-03-21 80.38 0.99 0.00 ok
7M4B_A Q9UGP5 DNA polymerase lambda X-ray 1.66 2021-03-21 80.38 0.99 0.00 ok
7M46_A Q9UGP5 DNA polymerase lambda X-ray 1.92 2021-03-21 80.38 0.99 0.00 ok
7M4C_A Q9UGP5 DNA polymerase lambda X-ray 1.95 2021-03-21 80.38 0.99 0.00 ok
7M4A_A Q9UGP5 DNA polymerase lambda X-ray 1.87 2021-03-21 80.38 0.99 0.00 ok
7M49_A Q9UGP5 DNA polymerase lambda X-ray 1.60 2021-03-21 80.38 0.99 0.00 ok
7XBB_A Q08499 Isoform 3 of cAMP-specific 3',5'-cyclic ph X-ray 2.10 2022-03-21 67.44 0.99 0.00 ok
7M44_A Q9UGP5 DNA polymerase lambda X-ray 1.90 2021-03-21 80.38 1.00 0.00 ok
7M43_A Q9UGP5 DNA polymerase lambda X-ray 1.98 2021-03-21 80.38 1.00 0.00 ok
7T7L_A Q96KQ7 Histone-lysine N-methyltransferase EHMT2 X-ray 2.20 2021-12-15 68.31 0.99 0.00 ok
7XM2_X Q14145 Kelch-like ECH-associated protein 1 X-ray 2.30 2022-04-24 90.06 1.00 0.00 ok
7QHL_B P20248 Cyclin-A2 X-ray 1.70 2021-12-13 73.06 1.00 0.00 ok
7P4K_A P34913 Bifunctional epoxide hydrolase 2 X-ray 2.15 2021-07-11 93.31 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.