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

Release week 2019-10-02

79
structures analysed (65 full · 82.3%)
00.0%
confidently wrong
1316.5%
novel sequences
00.0%
novel & wrong
0.964
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 79 structures (0.0%) are confidently wrong; median TM-score is 0.964.

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 0.964 — 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
6POJ_A P29972 Aquaporin-1 NMR 2019-07-04 0.00 90.76 0.68 0.68 36.06 11.37 0.31 ok
6KM7_C Q15291 Retinoblastoma-binding protein 5 X-ray 1.80 2019-07-31 100.00 novel 80.99 0.76 0.86 42.00 6.51 0.25 ok
6IW8_A Q08379 Peptide from Golgin subfamily A member 2 X-ray 2.80 2018-12-04 100.00 novel 59.32 0.31 0.69 25.00 6.55 0.23 ok
6IWA_A Q08379 PHOSPHOSERINE GM130 X-ray 2.40 2018-12-05 100.00 novel 59.32 0.27 0.68 25.89 6.53 0.23 ok
6K06_A Q08379 Peptide from Golgin subfamily A member 2 X-ray 1.75 2019-05-05 100.00 novel 61.41 0.33 0.68 26.92 5.98 0.23 ok
6RVD_C Q15465 Sonic hedgehog protein EM 3.50 2019-05-31 0.00 88.97 0.88 0.89 44.83 7.55 0.23 ok
6HPI_A Q9UHA7 Interleukin-36 alpha NMR 2018-09-21 92.81 0.78 0.21 ok
6SPV_A P78352 Disks large homolog 4 X-ray 2.04 2019-09-02 0.00 88.45 0.75 0.92 48.68 3.93 0.20 ok
6SPZ_A P78352 Disks large homolog 4 X-ray 2.08 2019-09-03 0.00 88.45 0.76 0.93 50.00 3.79 0.20 ok
6Q2S_E P07949 Proto-oncogene tyrosine-protein kinase rec EM 3.80 2019-08-08 0.90 90.69 0.90 0.91 56.18 3.04 0.16 ok
6RVA_X P05019 Insulin-like growth factor I NMR 2019-05-31 1.50 68.41 0.65 0.72 45.42 4.38 0.16 ok
6Q2N_E P07949 Proto-oncogene tyrosine-protein kinase rec EM 4.40 2019-08-08 0.90 90.85 0.91 0.88 59.54 2.83 0.15 ok
6EEY_A Q14160 Protein scribble homolog X-ray 1.15 2018-08-15 62.53 0.79 0.13 ok
6Q2N_A P39905 Glial cell line-derived neurotrophic facto EM 4.40 2019-08-08 0.00 93.99 0.84 0.85 67.44 2.15 0.12 ok
6Q2O_E P07949 Proto-oncogene tyrosine-protein kinase rec EM 3.65 2019-08-08 0.90 90.69 0.94 0.96 68.92 2.14 0.11 ok
6Q2R_A Q99748 Neurturin EM 4.30 2019-08-08 0.00 94.16 0.82 0.87 70.66 2.03 0.11 ok
6Q2R_E P07949 Proto-oncogene tyrosine-protein kinase rec EM 4.30 2019-08-08 0.90 90.69 0.94 0.94 70.24 2.09 0.11 ok
6Q2O_A Q99748 Neurturin EM 3.65 2019-08-08 0.00 94.16 0.83 0.89 70.15 1.93 0.11 ok
6Q2J_E P07949 Proto-oncogene tyrosine-protein kinase rec EM 4.10 2019-08-08 0.90 90.63 0.95 0.94 72.55 2.02 0.10 ok
6QMP_A P23511 Nuclear transcription factor Y subunit alp X-ray 2.00 2019-02-08 0.00 88.94 0.71 0.84 78.45 2.00 0.09 ok
6RNU_A Q07817 Bcl-2-like protein 1 X-ray 2.40 2019-05-09 0.00 88.70 0.93 0.87 77.64 4.04 0.09 ok
6RVD_A Q13635 Protein patched homolog 1 EM 3.50 2019-05-31 74.70 novel 90.01 0.98 0.89 82.00 1.59 0.08 ok
6QMQ_C Q13952 Nuclear transcription factor Y subunit gam X-ray 2.50 2019-02-08 0.00 94.31 0.92 0.91 90.48 2.11 0.07 ok
6QMQ_B P25208 Nuclear transcription factor Y subunit bet X-ray 2.50 2019-02-08 0.00 97.17 0.90 0.94 90.52 1.30 0.07 ok
6Q2J_A Q99988 Growth/differentiation factor 15 EM 4.10 2019-08-08 0.00 92.66 0.93 0.90 88.43 1.18 0.06 ok
6QMP_B P25208 Nuclear transcription factor Y subunit bet X-ray 2.00 2019-02-08 0.00 96.02 0.91 0.92 89.83 1.27 0.06 ok
6Q2N_C P56159 GDNF family receptor alpha-1 EM 4.40 2019-08-08 7.00 94.04 0.96 0.88 92.12 1.18 0.05 ok
6JR1_C P04908 Histone H2A type 1-B/E X-ray 2.40 2019-04-02 1.60 96.78 0.95 0.98 93.06 1.19 0.05 ok
6QMS_B P25208 Nuclear transcription factor Y subunit bet X-ray 1.80 2019-02-08 0.00 97.17 0.93 0.95 92.24 1.00 0.05 ok
6RTW_A Q13635 Protein patched homolog 1 X-ray 1.90 2019-05-27 100.00 novel 89.68 0.96 0.91 90.07 1.55 0.05 ok
6MM1_A Q96KQ7 Histone-lysine N-methyltransferase EHMT2 X-ray 1.90 2018-09-28 68.31 0.92 0.05 ok
6RTY_A Q13635 Protein patched homolog 1 X-ray 2.10 2019-05-27 100.00 novel 89.68 0.96 0.91 90.88 1.50 0.05 ok
6Q2R_C O00451 GDNF family receptor alpha-2 EM 4.30 2019-08-08 0.00 94.56 0.98 0.92 93.57 0.96 0.05 ok
6QMS_A P23511 Nuclear transcription factor Y subunit alp X-ray 1.80 2019-02-08 100.00 novel 94.30 0.63 0.94 95.59 0.89 0.04 ok
6Q2O_C O00451 GDNF family receptor alpha-2 EM 3.65 2019-08-08 0.00 94.56 0.98 0.94 95.09 0.90 0.04 ok
6JR0_C P04908 Histone H2A type 1-B/E X-ray 2.50 2019-04-02 0.80 97.22 0.96 0.98 94.76 0.90 0.04 ok
6KHD_A P49759 Dual specificity protein kinase CLK1 X-ray 2.70 2019-07-15 0.00 96.50 0.98 0.96 93.63 0.92 0.04 ok
6KHE_A P49760 Dual specificity protein kinase CLK2 X-ray 2.80 2019-07-15 0.30 96.10 0.98 0.97 95.32 0.97 0.04 ok
6RVC_A Q13635 Protein patched homolog 1 X-ray 2.20 2019-05-31 100.00 novel 89.76 0.97 0.92 94.95 0.95 0.04 ok
6RTX_A Q13635 Protein patched homolog 1 X-ray 1.95 2019-05-27 100.00 novel 90.42 0.98 0.94 94.85 0.90 0.04 ok
6QMS_C Q13952 Nuclear transcription factor Y subunit gam X-ray 1.80 2019-02-08 0.00 94.92 0.95 0.95 96.56 0.92 0.04 ok
6Q2J_C Q6UXV0 GDNF family receptor alpha-like EM 4.10 2019-08-08 0.00 92.16 0.98 0.94 95.79 0.75 0.04 ok
6SAK_A Q96BN8 Ubiquitin thioesterase otulin X-ray 2.00 2019-07-17 0.00 95.08 0.98 0.96 95.07 0.82 0.04 ok
6PCF_A Q5JTJ3 Cytochrome c oxidase assembly factor 6 hom X-ray 2.20 2019-06-17 100.00 novel 93.52 0.95 0.96 96.98 1.03 0.04 ok
6KM7_A Q15291 Retinoblastoma-binding protein 5 X-ray 1.80 2019-07-31 0.00 95.55 0.99 0.95 96.81 0.80 0.04 ok
6QMP_C Q13952 Nuclear transcription factor Y subunit gam X-ray 2.00 2019-02-08 0.00 95.05 0.96 0.95 96.52 0.68 0.03 ok
6R63_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.89 2019-03-26 0.30 96.62 0.99 0.96 98.11 0.84 0.03 ok
6Q2S_C O60609 GDNF family receptor alpha-3 EM 3.80 2019-08-08 0.00 95.77 0.99 0.94 98.62 0.61 0.03 ok
6PF5_A P04818 Thymidylate synthase X-ray 2.39 2019-06-21 0.00 97.36 0.99 0.98 98.60 0.53 0.03 ok
6QMQ_A P23511 Nuclear transcription factor Y subunit alp X-ray 2.50 2019-02-08 100.00 novel 94.07 0.59 0.97 98.61 0.54 0.03 ok
6SAK_C Q96L92 Sorting nexin-27 X-ray 2.00 2019-07-17 1.10 87.55 0.97 0.95 97.37 0.67 0.03 ok
6KHF_A P49761 Dual specificity protein kinase CLK3 X-ray 2.60 2019-07-15 0.30 96.90 0.99 0.97 98.24 0.55 0.03 ok
6PF4_A P04818 Thymidylate synthase X-ray 2.85 2019-06-21 0.00 97.45 0.99 0.98 99.47 0.48 0.03 ok
6PF3_A P04818 Thymidylate synthase X-ray 2.39 2019-06-21 0.00 97.36 0.99 0.98 99.65 0.46 0.03 ok
6I0Q_A Q68DU8 BTB/POZ domain-containing protein KCTD16 X-ray 2.30 2018-10-26 69.06 0.96 0.03 ok
6PCE_A Q5JTJ3 Cytochrome c oxidase assembly factor 6 hom X-ray 1.65 2019-06-17 100.00 novel 93.49 0.96 0.97 98.75 0.56 0.03 ok
6NJ6_A P00918 Carbonic anhydrase 2 X-ray 1.60 2019-01-02 0.40 97.89 0.99 0.98 98.64 0.48 0.02 ok
6S41_A O75469 Nuclear receptor subfamily 1 group I membe X-ray 2.70 2019-06-26 0.00 94.53 0.95 0.98 98.89 1.52 0.02 ok
6NJ3_A P00918 Carbonic anhydrase 2 X-ray 1.01 2019-01-02 0.40 97.89 0.99 0.98 99.03 0.51 0.02 ok
6NJ2_A P00918 Carbonic anhydrase 2 X-ray 1.50 2019-01-02 0.40 97.89 0.99 0.98 99.03 0.46 0.02 ok
6NJ5_A P00918 Carbonic anhydrase 2 X-ray 1.25 2019-01-02 0.40 97.61 0.97 0.98 98.75 0.47 0.02 ok
6I2U_A O14965 Aurora kinase A X-ray 2.50 2018-11-02 75.06 0.97 0.02 ok
6N4T_A Q9Y5Y6 Suppressor of tumorigenicity 14 protein X-ray 1.95 2018-11-20 0.00 88.42 0.99 0.97 98.34 1.20 0.02 ok
6NJ4_A P00918 Carbonic anhydrase 2 X-ray 1.30 2019-01-02 0.40 97.61 0.97 0.98 99.03 0.43 0.02 ok
6JR0_B P62805 Histone H4 X-ray 2.50 2019-04-02 0.00 96.39 0.98 0.99 99.36 0.52 0.02 ok
6JR0_A P68431 Histone H3.1 X-ray 2.50 2019-04-02 0.00 96.70 0.99 1.00 99.74 0.35 0.02 ok
6JR1_D P06899 Histone H2B type 1-J X-ray 2.40 2019-04-02 1.60 96.73 0.99 0.99 99.19 0.37 0.02 ok
6JR1_B P62805 Histone H4 X-ray 2.40 2019-04-02 0.00 96.39 0.99 0.99 99.36 0.38 0.02 ok
6JR0_D P06899 Histone H2B type 1-J X-ray 2.50 2019-04-02 0.80 97.08 0.99 0.99 99.46 0.33 0.02 ok
6JR1_A P68431 Histone H3.1 X-ray 2.40 2019-04-02 0.00 96.70 0.99 1.00 99.74 0.30 0.02 ok
6GVG_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 3.00 2018-06-21 92.38 0.99 0.01 ok
6GVI_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.90 2018-06-21 92.38 0.99 0.01 ok
6GVF_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.50 2018-06-21 92.38 0.99 0.01 ok
6HOT_A P68400 Casein kinase II subunit alpha X-ray 1.50 2018-09-18 88.94 0.99 0.01 ok
6GVH_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.74 2018-06-21 92.38 0.99 0.01 ok
6HOR_A P68400 Casein kinase II subunit alpha X-ray 1.80 2018-09-18 88.94 0.99 0.01 ok
6HOP_A P68400 Casein kinase II subunit alpha X-ray 1.55 2018-09-18 88.94 0.99 0.01 ok
6HOU_A P68400 Casein kinase II subunit alpha X-ray 1.80 2018-09-18 88.94 0.99 0.01 ok
6HOQ_A P68400 Casein kinase II subunit alpha X-ray 1.55 2018-09-18 88.94 0.99 0.01 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.