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 2019-05-08

101
structures analysed (83 full · 82.2%)
00.0%
confidently wrong
76.9%
novel sequences
00.0%
novel & wrong
0.937
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 101 structures (0.0%) are confidently wrong; median TM-score is 0.937.

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 0.937 — 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
6MUD_A P0DP24 Calmodulin-1 X-ray 2.69 2018-10-23 0.00 86.40 0.58 0.93 32.31 6.11 0.31 ok
6MUE_A P0DP23 Calmodulin-1 X-ray 1.90 2018-10-23 0.00 86.66 0.62 0.95 30.76 5.87 0.31 ok
6O5W_A Q14149 NS1-linked peptide,MORC family CW-type zin X-ray 1.41 2019-03-04 0.00 84.63 0.76 0.68 35.09 8.61 0.29 ok
6OIK_A P09471 Guanine nucleotide-binding protein G(o) su EM 3.60 2019-04-09 2.20 93.58 0.78 0.76 43.89 5.20 0.26 ok
5QOH_A Q8IU60 DCP2 (NUDT20) X-ray 1.93 2019-02-22 0.00 91.32 0.89 0.90 62.75 4.56 0.16 ok
5QOO_A Q8IU60 DCP2 (NUDT20) X-ray 1.56 2019-02-22 0.00 91.32 0.89 0.90 63.76 4.58 0.16 ok
6N4O_A Q9UKV8 Protein argonaute-2 X-ray 2.90 2018-11-19 0.40 95.37 0.93 0.96 62.66 2.97 0.16 ok
5QOP_A Q8IU60 DCP2 (NUDT20) X-ray 1.86 2019-02-22 0.00 91.32 0.90 0.90 64.77 4.55 0.16 ok
5QP7_A Q8IU60 DCP2 (NUDT20) X-ray 1.88 2019-02-22 0.00 91.32 0.89 0.90 63.42 4.49 0.16 ok
5QPC_A Q8IU60 DCP2 (NUDT20) X-ray 1.66 2019-02-22 0.00 91.32 0.89 0.90 64.60 4.52 0.15 ok
5QOL_A Q8IU60 DCP2 (NUDT20) X-ray 1.85 2019-02-22 0.00 91.32 0.89 0.90 64.60 4.52 0.15 ok
5QON_A Q8IU60 DCP2 (NUDT20) X-ray 1.80 2019-02-22 0.00 91.32 0.89 0.90 64.77 4.52 0.15 ok
5QOJ_A Q8IU60 DCP2 (NUDT20) X-ray 2.05 2019-02-22 0.00 91.32 0.89 0.90 64.26 4.52 0.15 ok
5QOZ_A Q8IU60 DCP2 (NUDT20) X-ray 1.70 2019-03-21 0.00 91.32 0.89 0.91 63.59 4.48 0.15 ok
5QOI_A Q8IU60 DCP2 (NUDT20) X-ray 1.99 2019-02-22 0.00 91.32 0.89 0.90 64.93 4.51 0.15 ok
5QOM_A Q8IU60 DCP2 (NUDT20) X-ray 1.87 2019-02-22 0.00 91.32 0.89 0.90 63.93 4.49 0.15 ok
5QP3_A Q8IU60 DCP2 (NUDT20) X-ray 1.75 2019-02-22 0.00 91.32 0.89 0.90 63.42 4.47 0.15 ok
5QP8_A Q8IU60 DCP2 (NUDT20) X-ray 1.64 2019-02-22 0.00 91.32 0.90 0.91 63.42 4.49 0.15 ok
5QOQ_A Q8IU60 DCP2 (NUDT20) X-ray 1.49 2019-02-22 0.00 91.32 0.90 0.91 63.42 4.49 0.15 ok
5QP6_A Q8IU60 DCP2 (NUDT20) X-ray 1.65 2019-02-22 0.00 91.32 0.89 0.91 63.42 4.47 0.15 ok
5QOY_A Q8IU60 DCP2 (NUDT20) X-ray 1.69 2019-02-22 0.00 91.32 0.90 0.91 63.76 4.47 0.15 ok
5QOK_A Q8IU60 DCP2 (NUDT20) X-ray 2.28 2019-02-22 0.00 91.32 0.89 0.90 63.93 4.48 0.15 ok
5QP9_A Q8IU60 DCP2 (NUDT20) X-ray 1.72 2019-02-22 0.00 91.32 0.90 0.91 63.93 4.47 0.15 ok
5QP1_A Q8IU60 DCP2 (NUDT20) X-ray 1.79 2019-02-22 0.00 91.32 0.90 0.91 63.59 4.46 0.15 ok
5QPA_A Q8IU60 DCP2 (NUDT20) X-ray 1.61 2019-02-22 0.00 91.32 0.90 0.90 63.59 4.44 0.15 ok
5QOW_A Q8IU60 DCP2 (NUDT20) X-ray 1.82 2019-03-21 0.00 91.32 0.90 0.91 63.93 4.46 0.15 ok
5QOX_A Q8IU60 DCP2 (NUDT20) X-ray 1.95 2019-02-22 0.00 91.32 0.90 0.91 63.42 4.45 0.15 ok
5QOS_A Q8IU60 DCP2 (NUDT20) X-ray 1.70 2019-02-22 0.00 91.32 0.89 0.90 64.43 4.47 0.15 ok
5QPB_A Q8IU60 DCP2 (NUDT20) X-ray 1.68 2019-02-22 0.00 91.32 0.90 0.91 63.76 4.46 0.15 ok
5QOV_A Q8IU60 DCP2 (NUDT20) X-ray 1.65 2019-02-22 0.00 91.32 0.90 0.91 64.60 4.47 0.15 ok
5QOT_A Q8IU60 DCP2 (NUDT20) X-ray 1.68 2019-02-22 0.00 91.32 0.90 0.91 63.93 4.45 0.15 ok
5QP2_A Q8IU60 DCP2 (NUDT20) X-ray 1.83 2019-02-22 0.00 91.32 0.90 0.91 64.09 4.44 0.15 ok
5QP4_A Q8IU60 DCP2 (NUDT20) X-ray 1.71 2019-02-22 0.00 91.32 0.90 0.91 64.09 4.46 0.15 ok
5QOR_A Q8IU60 DCP2 (NUDT20) X-ray 1.95 2019-02-22 0.00 91.32 0.90 0.91 64.09 4.43 0.15 ok
5QOU_A Q8IU60 DCP2 (NUDT20) X-ray 2.19 2019-02-22 0.00 91.29 0.90 0.91 64.53 4.42 0.15 ok
5QP0_A Q8IU60 DCP2 (NUDT20) X-ray 2.00 2019-02-22 0.00 91.32 0.90 0.91 64.93 4.42 0.15 ok
5QP5_A Q8IU60 DCP2 (NUDT20) X-ray 1.90 2019-02-22 0.00 91.32 0.90 0.91 64.09 4.39 0.15 ok
6QVB_A P35523 Chloride channel protein 1 EM 4.34 2019-03-01 56.00 86.62 0.92 0.79 63.90 3.13 0.14 ok
6NZ7_G A8K008 429 B01 FAB heavy chain X-ray 2.95 2019-02-13 10.60 88.63 0.85 0.87 65.32 2.67 0.13 ok
6DBP_A Q96DH6 RNA-binding protein Musashi homolog 2 X-ray 1.60 2018-05-03 66.12 0.82 0.12 ok
6QVU_A P35523 Chloride channel protein 1 EM 4.20 2019-03-05 56.00 86.43 0.94 0.80 68.36 2.51 0.11 ok
6QVC_A P35523 Chloride channel protein 1 EM 4.00 2019-03-01 56.00 86.43 0.94 0.83 70.83 2.48 0.11 ok
6QVD_A P35523 Chloride channel protein 1 EM 4.34 2019-03-01 56.00 86.47 0.94 0.78 70.22 2.34 0.11 ok
6OIK_R P08172 Muscarinic acetylcholine receptor M2,Musca EM 3.60 2019-04-09 7.90 93.76 0.92 0.83 74.55 2.17 0.10 ok
6NZ7_I Q8TCD0 429 B01 FAB light chain X-ray 2.95 2019-02-13 7.10 95.24 0.92 0.92 76.87 1.90 0.10 ok
6OIJ_R P11229 Muscarinic acetylcholine receptor M1 EM 3.30 2019-04-09 30.30 92.74 0.94 0.86 82.00 2.19 0.08 ok
6NJH_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.15 2019-01-03 0.00 95.02 0.98 0.96 84.70 4.85 0.08 ok
6NJJ_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.30 2019-01-03 0.00 95.02 0.98 0.96 85.38 4.83 0.08 ok
6DKJ_A P0DOX5 Fab heavy chain X-ray 1.95 2018-05-29 91.62 0.92 0.08 ok
6OB0_A P06858 Lipoprotein lipase X-ray 2.81 2019-03-19 69.30 94.02 0.97 0.97 88.52 2.43 0.06 ok
6MUD_B Q14524 Sodium channel protein type 5 subunit alph X-ray 2.69 2018-10-23 67.25 0.91 0.06 ok
6OMO_I P22004 Bone morphogenetic protein 6 X-ray 2.80 2019-04-19 0.00 89.57 0.91 0.95 87.98 1.22 0.06 ok
6NNQ_B P55854 Small ubiquitin-related modifier 3 X-ray 2.62 2019-01-15 0.00 89.35 0.91 0.87 88.14 1.67 0.06 ok
6OMN_E P12643 Bone morphogenetic protein 2 X-ray 2.68 2019-04-19 0.00 90.81 0.92 0.95 88.83 1.19 0.06 ok
6QV6_A P35523 Chloride channel protein 1 EM 3.63 2019-03-01 56.00 87.01 0.97 0.88 88.97 1.39 0.06 ok
6I41_A O43791 Speckle-type POZ protein X-ray 1.90 2018-11-08 90.12 0.94 0.05 ok
6DKJ_C P48546 Gastric inhibitory polypeptide receptor X-ray 1.95 2018-05-29 78.50 0.93 0.05 ok
6OIJ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2019-04-09 0.00 95.12 0.91 0.90 91.95 1.09 0.05 ok
6I68_A O43791 Speckle-type POZ protein X-ray 1.85 2018-11-15 90.12 0.94 0.05 ok
6OCQ_A Q13546 Receptor-interacting serine/threonine-prot X-ray 2.79 2019-03-25 0.00 90.35 0.97 0.92 91.32 1.23 0.05 ok
6R4A_A O14965 Aurora kinase A X-ray 1.94 2019-03-22 0.00 93.14 0.97 0.93 92.36 1.41 0.05 ok
6R4B_A O14965 Aurora kinase A X-ray 2.15 2019-03-22 0.00 93.14 0.97 0.94 93.30 1.38 0.04 ok
6R4D_A O14965 Aurora kinase A X-ray 2.01 2019-03-22 0.00 93.14 0.97 0.94 94.25 1.35 0.04 ok
6NAD_A P51449 Nuclear receptor ROR-gamma X-ray 2.90 2018-12-05 0.00 95.38 0.98 0.94 96.38 1.32 0.04 ok
6OIK_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2019-04-09 0.00 95.88 0.93 0.93 97.32 0.74 0.04 ok
6N8P_A Q6P1M3 Lethal(2) giant larvae protein homolog 2 X-ray 3.19 2018-11-30 80.80 novel 95.01 0.99 0.96 96.67 0.86 0.04 ok
6DL7_A Q16740 ATP-dependent Clp protease proteolytic sub X-ray 2.00 2018-05-31 82.31 0.95 0.04 ok
6R49_A O14965 Aurora kinase A X-ray 2.21 2019-03-22 0.00 94.04 0.98 0.95 95.87 1.06 0.04 ok
6NJI_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.45 2019-01-03 0.00 93.74 0.97 0.94 95.06 2.32 0.04 ok
6R8P_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.45 2019-04-02 0.00 95.75 0.99 0.97 96.46 0.86 0.03 ok
6I5P_A O43791 Speckle-type POZ protein X-ray 1.81 2018-11-14 90.12 0.96 0.03 ok
6DIG_B Q5SU54 HLA class II histocompatibility antigen, D X-ray 2.00 2018-05-23 84.00 0.96 0.03 ok
6NNQ_A Q9P0U3 Sentrin-specific protease 1 X-ray 2.62 2019-01-15 0.00 95.80 0.99 0.95 97.43 0.79 0.03 ok
6R8R_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.27 2019-04-02 0.00 95.16 0.99 0.96 96.20 0.86 0.03 ok
6I7A_A O43791 Speckle-type POZ protein X-ray 2.20 2018-11-16 90.12 0.97 0.03 ok
6RA4_A Q9UKV8 Protein argonaute-2 X-ray 1.90 2019-04-05 0.00 93.73 0.98 0.96 96.85 0.78 0.03 ok
6R3V_A Q07960 Rho GTPase-activating protein 1 X-ray 1.75 2019-03-21 0.00 92.61 0.98 0.96 97.10 0.86 0.03 ok
6OIJ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2019-04-09 0.00 97.14 0.99 0.96 99.19 0.53 0.03 ok
6R8Q_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.50 2019-04-02 0.00 95.31 0.99 0.97 96.53 0.88 0.03 ok
6OIK_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2019-04-09 0.00 97.16 0.99 0.97 99.33 0.48 0.03 ok
6OAU_A P06858 Lipoprotein lipase X-ray 2.48 2019-03-18 69.30 95.55 0.99 0.99 97.69 1.03 0.03 ok
6DBH_A P37231 Peroxisome proliferator-activated receptor X-ray 2.60 2018-05-03 76.12 0.97 0.02 ok
6GYN_A Q9Y3Q4 Potassium/sodium hyperpolarization-activat EM 3.40 2018-06-30 59.59 0.96 0.02 ok
6DRM_A Q9NUU6 Inactive ubiquitin thioesterase FAM105A X-ray 2.06 2018-06-12 88.88 0.97 0.02 ok
6R3V_B P61586 Transforming protein RhoA X-ray 1.75 2019-03-21 0.00 96.85 0.99 0.97 98.98 0.56 0.02 ok
6N8Q_A Q6P1M3 Lethal(2) giant larvae protein homolog 2 X-ray 2.20 2018-11-30 80.80 novel 95.31 1.00 0.99 99.40 0.56 0.02 ok
6OAZ_E Q8IV16 Glycosylphosphatidylinositol-anchored high X-ray 3.04 2019-03-19 100.00 novel 96.77 0.98 0.98 98.80 0.60 0.02 ok
6OB0_E Q8IV16 Glycosylphosphatidylinositol-anchored high X-ray 2.81 2019-03-19 100.00 novel 96.77 0.98 0.98 98.80 0.59 0.02 ok
6N8S_A Q6P1M3 Lethal(2) giant larvae protein homolog 2 X-ray 3.90 2018-11-30 80.80 novel 95.06 1.00 0.98 98.62 0.94 0.02 ok
6OAZ_A P06858 Lipoprotein lipase X-ray 3.04 2019-03-19 69.30 96.06 1.00 0.99 99.22 0.55 0.02 ok
6QFH_A Q92876 Kallikrein-6 X-ray 1.65 2019-01-10 1.40 96.71 1.00 0.99 99.55 0.38 0.02 ok
6QFE_A Q9Y337 Kallikrein-5 X-ray 1.67 2019-01-10 0.00 95.53 0.99 0.97 98.46 0.52 0.02 ok
6N8R_A Q6P1M3 Lethal(2) giant larvae protein homolog 2 X-ray 1.91 2018-11-30 80.80 novel 95.27 1.00 0.99 99.46 0.50 0.02 ok
6QFF_A Q92876 Kallikrein-6 X-ray 1.64 2019-01-10 0.00 96.71 0.99 0.98 98.76 0.50 0.02 ok
6OAU_C Q8IV16 Glycosylphosphatidylinositol-anchored high X-ray 2.48 2019-03-18 100.00 novel 97.21 0.99 0.99 100.00 0.33 0.02 ok
6QFG_A Q92876 Kallikrein-6 X-ray 1.68 2019-01-10 0.50 96.60 0.99 0.98 98.65 0.50 0.02 ok
6DKJ_B V9HW34 Fab light chain X-ray 1.95 2018-05-29 93.00 0.99 0.01 ok
6DIG_A Q30066 MHC class II HLA-DQ-alpha chain X-ray 2.00 2018-05-23 92.44 0.99 0.01 ok
6GXK_A P42330 Aldo-keto reductase family 1 member C3 X-ray 1.70 2018-06-27 96.56 0.99 0.01 ok
6GXB_A P00918 Carbonic anhydrase 2 X-ray 1.35 2018-06-27 97.38 1.00 0.00 ok
6GXE_A P00918 Carbonic anhydrase 2 X-ray 1.30 2018-06-27 97.38 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.