Live Stats, next update: Wed 02 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2021-04-07

90
structures analysed (8 full · 8.9%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.98
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 90 structures (0.0%) are confidently wrong; median TM-score is 0.98.

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 0.98 — 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
7BJ0_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.00 2021-01-13 2.70 90.23 0.50 0.86 2.69 17.64 0.77 ok
7NGC_A P36776 Lon protease homolog, mitochondrial EM 7.50 2021-02-09 54.10 86.21 0.60 0.77 5.51 22.25 0.70 ok
7KL5_A P0DP23 Calmodulin-1 X-ray 1.65 2020-10-29 0.00 86.25 0.55 0.89 9.31 11.88 0.58 ok
6YHG_L P00734 Prothrombin X-ray 1.33 2020-03-29 0.00 91.61 0.67 0.84 46.77 4.92 0.23 ok
7K7J_A O15197 Ephrin type-B receptor 6 X-ray 3.00 2020-09-22 80.25 0.82 0.14 ok
7BU5_A Q96NY9 MUS81 endonuclease homolog (Yeast), isofor X-ray 1.80 2020-04-04 77.94 0.84 0.13 ok
7M0L_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 2.43 2021-03-11 68.19 0.85 0.10 ok
7M0K_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 2.01 2021-03-11 68.19 0.86 0.10 ok
7BIT_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.13 2021-01-13 62.59 0.87 0.08 ok
7BIV_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.64 2021-01-13 62.59 0.87 0.08 ok
7BMG_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.83 2021-01-20 62.59 0.87 0.08 ok
7BJ6_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.59 2021-01-14 62.59 0.87 0.08 ok
7BIR_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.02 2021-01-13 62.59 0.87 0.08 ok
7D2E_A O75334 Liprin-alpha-2 X-ray 1.70 2020-09-16 66.00 0.89 0.07 ok
7D2G_A O75334 Liprin-alpha-2 X-ray 1.70 2020-09-16 66.00 0.89 0.07 ok
6YHG_H P00734 Prothrombin X-ray 1.33 2020-03-29 83.94 0.92 0.07 ok
7AEM_A P00533 Epidermal growth factor receptor X-ray 2.65 2020-09-17 75.94 0.91 0.07 ok
7M0M_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.93 2021-03-11 68.19 0.90 0.07 ok
7BU5_B Q8IY92 Structure-specific endonuclease subunit SL X-ray 1.80 2020-04-04 46.66 0.86 0.07 ok
6M2D_A Q969V5 Mitochondrial ubiquitin ligase activator o X-ray 1.79 2020-02-27 60.80 87.63 0.89 0.91 89.04 2.06 0.06 ok
7NXZ_AAA P05231 Interleukin-6 X-ray 2.00 2021-03-19 85.31 0.94 0.05 ok
7DTD_B Q8IWT1 Sodium channel subunit beta-4 EM 3.30 2021-01-04 83.06 0.95 0.04 ok
7CGW_C Q15116 Programmed cell death protein 1 X-ray 3.20 2020-07-02 74.12 0.94 0.04 ok
6M2C_E Q969V5 Mitochondrial ubiquitin ligase activator o X-ray 2.70 2020-02-27 60.80 88.37 0.92 0.90 94.09 1.52 0.04 ok
7NDY_G P50402 Emerin X-ray 1.44 2021-02-02 60.25 0.93 0.04 ok
7NDY_A O75531 Barrier-to-autointegration factor, N-termi X-ray 1.44 2021-02-02 96.75 0.96 0.04 ok
6ZBO_A Q9GZT9 Egl nine homolog 1 X-ray 1.79 2020-06-08 71.88 0.95 0.04 ok
6WBS_A P13569 Cystic fibrosis transmembrane conductance X-ray 1.86 2020-03-27 75.62 0.96 0.03 ok
7O2X_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.80 2021-03-31 79.25 0.96 0.03 ok
7KQ7_B Q9HBE5 Interleukin-21 receptor X-ray 2.20 2020-11-13 64.12 0.95 0.03 ok
7NNS_B Q04771 Activin receptor type I X-ray 2.14 2021-02-25 83.12 0.96 0.03 ok
7KJO_A Q6IQ23 Pleckstrin homology domain-containing fami X-ray 1.45 2020-10-26 56.69 0.95 0.03 ok
6M2C_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 2.70 2020-02-27 0.00 96.47 0.98 0.98 99.49 0.50 0.03 ok
7KK7_A Q6IQ23 Pleckstrin homology domain-containing fami X-ray 2.80 2020-10-27 56.69 0.96 0.02 ok
7D2H_A O75334 Liprin-alpha-2 X-ray 2.20 2020-09-16 66.00 0.96 0.02 ok
7JR7_B Q9H221 ATP-binding cassette sub-family G member 8 EM 3.30 2020-08-11 80.56 0.97 0.02 ok
7KJZ_A Q6IQ23 Pleckstrin homology domain-containing fami X-ray 2.43 2020-10-26 56.69 0.96 0.02 ok
6UL7_A P50053 Ketohexokinase X-ray 2.30 2019-10-07 1.60 97.45 0.99 0.98 98.91 0.66 0.02 ok
7NQJ_A P25440 Bromodomain-containing protein 2 X-ray 1.73 2021-03-01 64.06 0.96 0.02 ok
7NXC_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 3.14 2021-03-17 90.69 0.97 0.02 ok
6WAB_A P56470 Galectin-4 X-ray 2.28 2020-03-25 89.62 0.98 0.02 ok
6ZBN_A Q9GZT9 Egl nine homolog 1 X-ray 2.01 2020-06-08 71.88 0.97 0.02 ok
7NPL_A P01009 Alpha-1-antitrypsin X-ray 1.82 2021-02-27 88.62 0.98 0.02 ok
7NPK_A P01009 Alpha-1-antitrypsin X-ray 1.83 2021-02-27 88.62 0.98 0.02 ok
7BTT_A Q9UM73 ALK tyrosine kinase receptor X-ray 1.86 2020-04-02 68.19 0.98 0.02 ok
7CAJ_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 2.20 2020-06-08 65.06 0.98 0.01 ok
7C9N_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 2.47 2020-06-06 65.06 0.98 0.01 ok
7DTD_A P35498 Sodium channel protein type 1 subunit alph EM 3.30 2021-01-04 68.50 0.98 0.01 ok
7JR7_A Q9H222 ATP-binding cassette sub-family G member 5 EM 3.30 2020-08-11 85.06 0.98 0.01 ok
7AR4_AAA P35222 Catenin beta-1 X-ray 2.60 2020-10-23 81.06 0.99 0.01 ok
7BU4_A P68400 Casein Kinase 2 subunit alpha X-ray 1.70 2020-04-04 88.94 0.99 0.01 ok
7NEU_A Q96IY4 Carboxypeptidase B2 X-ray 2.80 2021-02-04 94.12 0.99 0.01 ok
7CD9_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 1.60 2020-06-19 65.06 0.98 0.01 ok
7O2X_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.80 2021-03-31 75.38 0.99 0.01 ok
7NEE_A Q96IY4 Carboxypeptidase B2 X-ray 2.55 2021-02-03 94.12 0.99 0.01 ok
7D85_A P21860 Receptor tyrosine-protein kinase erbB-3 X-ray 2.50 2020-10-07 72.44 0.99 0.01 ok
6YH6_A P00918 Carbonic anhydrase 2 X-ray 1.40 2020-03-28 97.38 0.99 0.01 ok
7CV1_A Q9NWX6 Probable tRNA(His) guanylyltransferase X-ray 4.00 2020-08-25 89.44 0.99 0.01 ok
6YF8_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 3.20 2020-03-26 66.44 0.99 0.01 ok
7K2N_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.22 2020-09-08 90.06 0.99 0.01 ok
6YH5_A P00918 Carbonic anhydrase 2 X-ray 1.20 2020-03-28 97.38 0.99 0.01 ok
7K2R_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.10 2020-09-08 90.06 0.99 0.01 ok
7K2C_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.11 2020-09-08 90.06 0.99 0.01 ok
6YHA_A P00918 Carbonic anhydrase 2 X-ray 1.25 2020-03-28 97.38 0.99 0.01 ok
6YHB_A P00918 Carbonic anhydrase 2 X-ray 1.65 2020-03-28 97.38 0.99 0.01 ok
6YH8_A P00918 Carbonic anhydrase 2 X-ray 1.20 2020-03-28 97.38 0.99 0.01 ok
6YH9_A P00918 Carbonic anhydrase 2 X-ray 1.55 2020-03-28 97.38 0.99 0.00 ok
6YH7_A P00918 Carbonic anhydrase 2 X-ray 1.12 2020-03-28 97.38 0.99 0.00 ok
6YH4_A P00918 Carbonic anhydrase 2 X-ray 1.30 2020-03-28 97.38 1.00 0.00 ok
7NR4_A Q96LA8 Protein arginine N-methyltransferase 6 X-ray 2.03 2021-03-02 93.44 1.00 0.00 ok
7K2S_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.13 2020-09-08 90.06 1.00 0.00 ok
7K2E_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.03 2020-09-08 90.06 1.00 0.00 ok
7K2O_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.11 2020-09-08 90.06 1.00 0.00 ok
7K2H_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.09 2020-09-08 90.06 1.00 0.00 ok
6YHC_A P00918 Carbonic anhydrase 2 X-ray 1.28 2020-03-28 97.38 1.00 0.00 ok
7K2Q_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.37 2020-09-08 90.06 1.00 0.00 ok
7K2J_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.52 2020-09-08 90.06 1.00 0.00 ok
7K2G_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.15 2020-09-08 90.06 1.00 0.00 ok
7K2F_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.37 2020-09-08 90.06 1.00 0.00 ok
7K29_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.20 2020-09-08 90.06 1.00 0.00 ok
7K2L_B Q14145 Kelch-like ECH-associated protein 1 X-ray 1.98 2020-09-08 90.06 1.00 0.00 ok
7K2D_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.21 2020-09-08 90.06 1.00 0.00 ok
7K2B_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.31 2020-09-08 90.06 1.00 0.00 ok
7K2P_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.11 2020-09-08 90.06 1.00 0.00 ok
7K2M_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.02 2020-09-08 90.06 1.00 0.00 ok
7K2K_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.98 2020-09-08 90.06 1.00 0.00 ok
7K2I_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.42 2020-09-08 90.06 1.00 0.00 ok
7K2L_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.98 2020-09-08 90.06 1.00 0.00 ok
7K2A_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.90 2020-09-08 90.06 1.00 0.00 ok
7K28_A Q14145 Kelch-like ECH-associated protein 1 X-ray 2.15 2020-09-08 90.06 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.