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

Release week 2020-03-11

97
structures analysed (50 full · 51.5%)
00.0%
confidently wrong
44.1%
novel sequences
00.0%
novel & wrong
0.951
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 97 structures (0.0%) are confidently wrong; median TM-score is 0.951.

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 0.951 — 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
6SXB_G P07992 DNA excision repair protein ERCC-1 EM 7.90 2019-09-25 0.00 92.44 0.62 0.81 8.77 14.26 0.65 ok
6SXA_F Q92889 DNA repair endonuclease XPF EM 3.60 2019-09-25 0.00 82.35 0.81 0.76 28.38 11.65 0.34 ok
6M1D_B Q9BYF1 Angiotensin-converting enzyme 2 EM 4.50 2020-02-25 1.30 93.96 0.78 0.73 30.25 5.99 0.34 ok
6SXA_G P07992 DNA excision repair protein ERCC-1 EM 3.60 2019-09-25 0.00 92.07 0.65 0.82 32.78 6.50 0.32 ok
9A07_A Q9HAJ7 SAP30L C terminal Integrative 2019-02-28 34.10 76.62 0.70 0.83 24.72 8.67 0.30 ok
6SXB_F Q92889 DNA repair endonuclease XPF EM 7.90 2019-09-25 0.00 84.58 0.81 0.76 36.63 7.96 0.30 ok
6P7J_A P01137 Transforming growth factor beta-1 proprote X-ray 3.50 2019-06-05 1.30 88.34 0.84 0.59 41.51 6.70 0.29 ok
6VO5_C P62805 Histone H4 X-ray 1.60 2020-01-30 100.00 novel 69.75 0.28 0.64 35.00 6.40 0.24 ok
6M1H_A P41586 Pituitary adenylate cyclase-activating pol EM 3.60 2020-02-26 59.80 84.39 0.81 0.85 42.60 4.94 0.23 ok
6VG4_A Q9P2E7 Protocadherin-10 X-ray 3.30 2020-01-07 73.19 0.78 0.16 ok
6M1I_F P63092 Guanine nucleotide-binding protein G(s) su EM 3.50 2020-02-26 0.00 93.42 0.85 0.75 60.44 3.18 0.16 ok
6M1H_F P63092 Guanine nucleotide-binding protein G(s) su EM 3.60 2020-02-26 0.00 93.24 0.85 0.73 61.11 3.23 0.16 ok
6KMZ_A P49662 Caspase-4 X-ray 3.61 2019-08-01 41.90 89.67 0.95 0.91 59.25 8.54 0.14 ok
9A07_C Q96ST3 SIN3A Integrative 2019-02-28 68.50 0.79 0.14 ok
6LPB_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.90 2020-01-09 0.90 93.62 0.88 0.80 65.13 2.89 0.14 ok
6KN0_A P29466 Caspase-1 X-ray 2.79 2019-08-02 0.00 91.63 0.95 0.96 62.28 5.01 0.13 ok
6VFP_A Q08174 Protocadherin-1 X-ray 3.20 2020-01-06 76.19 0.83 0.13 ok
6M17_B Q9BYF1 Angiotensin-converting enzyme 2 EM 2.90 2020-02-24 1.30 93.96 0.95 0.95 69.79 2.64 0.13 ok
9A07_B Q9HAJ7 SAP30L N terminal Integrative 2019-02-28 75.44 0.84 0.12 ok
6M18_B Q9BYF1 Angiotensin-converting enzyme 2 EM 2.90 2020-02-25 1.30 93.96 0.95 0.96 70.53 2.49 0.12 ok
6VFV_A O95206 Protocadherin-8 X-ray 2.90 2020-01-06 69.69 0.85 0.11 ok
6M1I_A P41586 Pituitary adenylate cyclase-activating pol EM 3.50 2020-02-26 54.70 83.71 0.92 0.84 73.87 2.37 0.10 ok
6LZ9_B P14210 Hepatocyte growth factor X-ray 2.80 2020-02-18 1.80 85.18 0.94 0.86 72.98 5.56 0.10 ok
6UYI_B Q99460 26S proteasome non-ATPase regulatory subun NMR 2019-11-13 52.49 0.26 0.89 58.93 2.77 0.09 ok
6UYJ_B Q99460 26S proteasome non-ATPase regulatory subun NMR 2019-11-13 52.49 0.26 0.87 57.14 2.73 0.09 ok
6M1D_A Q695T7 Sodium-dependent neutral amino acid transp EM 4.50 2020-02-25 64.80 92.31 0.97 0.82 76.61 1.62 0.09 ok
6UYI_C P0CG47 Ubiquitin NMR 2019-11-13 93.44 0.91 0.09 ok
6V7M_A P02649 Apolipoprotein E X-ray 2.00 2019-12-08 75.50 0.90 0.08 ok
6UYI_D P0CG47 Ubiquitin NMR 2019-11-13 93.44 0.92 0.07 ok
6LPB_R P41586 Pituitary adenylate cyclase-activating pol EM 3.90 2020-01-09 62.50 84.92 0.95 0.88 81.87 1.89 0.07 ok
6UYJ_D P0CG47 Ubiquitin NMR 2019-11-13 93.44 0.92 0.07 ok
6UYJ_C P0CG47 Ubiquitin NMR 2019-11-13 93.44 0.92 0.07 ok
6VOV_A P43405 Tyrosine-protein kinase SYK X-ray 1.95 2020-01-31 84.00 0.92 0.07 ok
6M17_A Q695T7 Sodium-dependent neutral amino acid transp EM 2.90 2020-02-24 64.80 92.29 0.98 0.89 84.78 2.10 0.07 ok
6M18_A Q695T7 Sodium-dependent neutral amino acid transp EM 2.90 2020-02-25 64.80 92.31 0.98 0.89 85.87 1.29 0.07 ok
6M1H_D P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2020-02-26 0.00 95.66 0.85 0.90 87.28 1.12 0.06 ok
6JLH_B P60880 Synaptosomal-associated protein 25 X-ray 2.37 2019-03-05 95.99 0.71 0.95 92.65 1.43 0.06 ok
6KMZ_E P57764 Gasdermin-D X-ray 3.61 2019-08-01 0.00 88.52 0.94 0.86 87.65 1.31 0.06 ok
6KMZ_H P57764 Gasdermin-D X-ray 3.61 2019-08-01 0.00 88.67 0.94 0.89 87.41 1.13 0.06 ok
6M1I_B P18509 Pituitary adenylate cyclase-activating pol EM 3.50 2020-02-26 0.00 84.10 0.72 0.87 87.04 1.23 0.06 ok
6I83_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 1.88 2018-11-19 78.81 0.93 0.05 ok
6O46_A P01116 GTPase KRas X-ray 1.90 2019-02-28 0.60 95.13 0.96 0.95 94.49 1.65 0.05 ok
6V7M_B P02649 Apolipoprotein E X-ray 2.00 2019-12-08 75.50 0.93 0.05 ok
6RKF_A Q99489 D-aspartate oxidase X-ray 3.22 2019-04-30 60.90 97.13 0.98 0.92 93.88 0.94 0.05 ok
6M1I_D P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2020-02-26 0.00 95.66 0.90 0.93 93.86 0.87 0.05 ok
6V0S_A Q9H8M2 Bromodomain-containing protein 9 X-ray 2.40 2019-11-19 62.97 0.92 0.05 ok
6LPB_P P18509 Pituitary adenylate cyclase-activating pol EM 3.90 2020-01-09 0.00 83.86 0.84 0.92 90.18 1.23 0.05 ok
6V1B_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.35 2019-11-20 62.97 0.92 0.05 ok
6UYJ_A Q16186 Proteasomal ubiquitin receptor ADRM1 NMR 2019-11-13 62.28 0.93 0.05 ok
6SL6_A P04637 Cellular tumor antigen p53 X-ray 1.67 2019-08-18 2.30 94.40 0.97 0.94 94.61 1.40 0.04 ok
6UYI_A Q16186 Proteasomal ubiquitin receptor ADRM1 NMR 2019-11-13 62.28 0.93 0.04 ok
6VFU_A Q8TAB3 Protocadherin-19 X-ray 3.50 2020-01-06 68.56 0.94 0.04 ok
6VFT_A O14917 Protocadherin-17 X-ray 3.71 2020-01-06 67.69 0.94 0.04 ok
6PSF_U Q6ZTQ4 Cadherin-related family member 3 EM 3.50 2019-07-12 72.00 novel 84.48 0.96 0.91 94.68 0.83 0.04 ok
6Y5R_A Q9UHW9 Solute carrier family 12 member 6 EM 3.76 2020-02-25 79.94 0.95 0.04 ok
6KN0_B P29466 Caspase-1 X-ray 2.79 2019-08-02 0.00 87.01 0.96 0.94 95.17 1.28 0.04 ok
6PPO_U Q6ZTQ4 Cadherin-related family member 3 EM 3.20 2019-07-08 100.00 novel 84.48 0.96 0.92 94.68 0.81 0.04 ok
6KN0_E P57764 Gasdermin-D X-ray 2.79 2019-08-02 0.00 85.91 0.98 0.93 95.64 0.94 0.04 ok
6VFW_A Q9P2E7 Protocadherin-10 X-ray 3.60 2020-01-06 73.19 0.95 0.04 ok
6M1H_E P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2020-02-26 0.00 97.16 0.99 0.94 98.22 0.64 0.04 ok
6KMZ_a P49662 Caspase-4 X-ray 3.61 2019-08-01 36.40 85.66 0.96 0.95 95.17 1.23 0.04 ok
6I82_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 2.05 2018-11-19 78.81 0.96 0.03 ok
6VFQ_A Q9P2E7 Protocadherin-10 X-ray 2.30 2020-01-06 73.19 0.95 0.03 ok
6M1I_E P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2020-02-26 0.00 97.16 0.99 0.95 97.93 0.60 0.03 ok
6PDV_A P00918 Carbonic anhydrase 2 X-ray 1.23 2019-06-19 0.00 97.61 0.99 0.97 98.55 0.79 0.03 ok
6Y6H_A O94768 Serine/threonine-protein kinase 17B X-ray 1.95 2020-02-26 81.19 0.96 0.03 ok
6V1L_A O60885 Bromodomain-containing protein 4 X-ray 2.10 2019-11-20 55.31 0.94 0.03 ok
6O5O_A P98082 Disabled homolog 2 X-ray 1.75 2019-03-04 2.60 95.55 0.98 0.98 97.02 0.65 0.03 ok
6Y6F_A O94768 Serine/threonine-protein kinase 17B X-ray 1.98 2020-02-26 81.19 0.96 0.03 ok
6U0K_A Q6IQ55 Tau-tubulin kinase 2 X-ray 1.74 2019-08-14 15.80 96.77 0.99 0.97 97.84 0.76 0.03 ok
6VFR_A Q9HCL0 Protocadherin-18 X-ray 2.79 2020-01-06 68.81 0.96 0.03 ok
6PPA_A Q9NPI1 Bromodomain-containing protein 7 X-ray 1.77 2019-07-05 0.00 94.03 0.99 0.99 99.15 0.46 0.02 ok
6PAU_A O60551 Glycylpeptide N-tetradecanoyltransferase 2 X-ray 1.93 2019-06-11 0.30 93.70 0.99 0.97 97.99 0.55 0.02 ok
6RLY_A P39900 Macrophage metalloelastase X-ray 2.20 2019-05-03 0.00 92.82 0.99 0.98 98.58 0.63 0.02 ok
6K7P_A Q9UHB7 AF4/FMR2 family member 4 X-ray 2.40 2019-06-08 100.00 novel 94.13 0.99 0.98 98.96 0.48 0.02 ok
6VZH_A Q99986 Serine/threonine-protein kinase VRK1 X-ray 2.55 2020-02-28 85.00 0.98 0.02 ok
6PEA_A P00918 Carbonic anhydrase 2 X-ray 1.36 2019-06-20 0.00 97.78 0.99 0.99 99.32 0.55 0.02 ok
6PAV_A P30419 Glycylpeptide N-tetradecanoyltransferase 1 X-ray 2.52 2019-06-12 0.00 95.34 1.00 0.99 99.60 0.38 0.02 ok
6V17_A Q9NPI1 Bromodomain-containing protein 7 X-ray 2.05 2019-11-19 64.62 0.97 0.02 ok
6VO5_A O14929 Histone acetyltransferase type B catalytic X-ray 1.60 2020-01-30 92.81 0.98 0.02 ok
6V1K_A O60885 Bromodomain-containing protein 4 X-ray 1.75 2019-11-20 55.31 0.97 0.02 ok
6VRK_A P31645 Sodium-dependent serotonin transporter EM 4.10 2020-02-07 84.69 0.98 0.02 ok
6V0U_A O60885 Bromodomain-containing protein 4 X-ray 1.40 2019-11-19 55.31 0.97 0.01 ok
6VRL_A P31645 Sodium-dependent serotonin transporter EM 3.80 2020-02-07 84.69 0.98 0.01 ok
6UZF_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.75 2019-11-15 62.97 0.98 0.01 ok
6VRH_A P31645 Sodium-dependent serotonin transporter EM 3.30 2020-02-07 84.69 0.99 0.01 ok
6V1U_A O60885 Bromodomain-containing protein 4 X-ray 1.73 2019-11-21 55.31 0.98 0.01 ok
6V1E_A Q9NPI1 Bromodomain-containing protein 7 X-ray 2.30 2019-11-20 64.62 0.99 0.01 ok
6V16_A Q9NPI1 Bromodomain-containing protein 7 X-ray 1.90 2019-11-19 64.62 0.99 0.01 ok
6V0Q_A Q9NPI1 Bromodomain-containing protein 7 X-ray 1.69 2019-11-19 64.62 0.99 0.01 ok
6V0X_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.50 2019-11-19 62.97 0.99 0.01 ok
6V14_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.70 2019-11-19 62.97 0.99 0.01 ok
9A07_D Q13547 HDAC1 Integrative 2019-02-28 86.25 0.99 0.01 ok
6VJ3_A P00918 Carbonic anhydrase 2 X-ray 1.35 2020-01-14 97.38 0.99 0.01 ok
6Y1E_A P09211 Glutathione S-transferase P X-ray 1.40 2020-02-12 98.00 0.99 0.01 ok
6V1H_A Q9NPI1 Bromodomain-containing protein 7 X-ray 1.93 2019-11-20 64.62 0.99 0.00 ok
6V1F_A Q9NPI1 Bromodomain-containing protein 7 X-ray 2.00 2019-11-20 64.62 0.99 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.