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

Release week 2019-03-27

115
structures analysed (35 full · 30.4%)
00.0%
confidently wrong
65.2%
novel sequences
00.0%
novel & wrong
0.956
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 115 structures (0.0%) are confidently wrong; median TM-score is 0.956.

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 0.956 — 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
6NWQ_A P10636 Microtubule-associated protein tau EM 3.40 2019-02-07 0.00 67.98 0.25 0.47 0.67 24.09 0.65 ok
6NWP_A P10636 Microtubule-associated protein tau EM 2.30 2019-02-07 0.00 67.98 0.26 0.46 0.67 24.12 0.65 ok
6JE7_A P02768 Serum albumin X-ray 3.90 2019-02-04 0.00 94.97 0.86 0.90 48.97 3.94 0.22 ok
6DEU_A P55212 Caspase-6 X-ray 2.80 2018-05-13 84.88 0.87 0.11 ok
6N2S_A P06746 DNA polymerase beta X-ray 2.46 2018-11-14 0.00 95.79 0.92 0.93 74.00 2.04 0.11 ok
6DEV_A P55212 Caspase-6 X-ray 2.35 2018-05-13 84.88 0.88 0.10 ok
6N2T_A P06746 DNA polymerase beta X-ray 2.60 2018-11-14 0.00 95.79 0.95 0.94 81.75 1.72 0.09 ok
6HEK_B P0CG47 Polyubiquitin-B X-ray 3.03 2018-08-20 93.44 0.91 0.08 ok
6IRS_A P08195 4F2 cell-surface antigen heavy chain EM 3.30 2018-11-14 0.00 93.10 0.97 0.94 85.29 1.68 0.07 ok
6IRT_A P08195 4F2 cell-surface antigen heavy chain EM 3.50 2018-11-14 0.00 93.10 0.97 0.93 85.77 1.68 0.07 ok
6H4H_C P0CG47 Polyubiquitin-B X-ray 3.50 2018-07-21 93.44 0.93 0.07 ok
6NQ0_A Q8NHX9 Two pore calcium channel protein 2 EM 3.70 2019-01-18 74.60 novel 87.04 0.97 0.89 82.97 1.52 0.07 ok
6NQ1_A Q8NHX9 Two pore calcium channel protein 2 EM 3.50 2019-01-18 74.60 novel 87.04 0.98 0.92 84.30 1.45 0.07 ok
6IRS_B Q01650 Large neutral amino acids transporter smal EM 3.30 2018-11-14 74.40 novel 89.71 0.96 0.86 87.09 1.69 0.07 ok
6NQ2_A Q8NHX9 Two pore calcium channel protein 2 EM 3.40 2019-01-18 74.60 novel 87.04 0.98 0.92 86.03 1.44 0.06 ok
6QNU_D Q14126 Desmoglein-2 EM 3.80 2019-02-12 0.00 95.67 0.96 0.90 88.21 1.11 0.06 ok
6IRT_B Q01650 Large neutral amino acids transporter smal EM 3.50 2018-11-14 74.40 novel 89.71 0.97 0.86 89.44 1.60 0.06 ok
6QEY_A Q9NZI8 Insulin-like growth factor 2 mRNA-binding X-ray 2.20 2019-01-09 74.80 novel 84.79 0.93 0.91 86.76 2.08 0.06 ok
6HEI_B P0CG47 Polyubiquitin-B X-ray 1.64 2018-08-20 93.44 0.93 0.06 ok
6QSX_AAA P00751 Complement factor B X-ray 1.77 2019-02-22 0.00 91.25 0.96 0.88 89.82 1.75 0.06 ok
6Q7K_A P28482 Mitogen-activated protein kinase 1 X-ray 1.84 2018-12-13 0.00 91.80 0.96 0.92 90.46 1.73 0.05 ok
6QAQ_A P28482 Mitogen-activated protein kinase 1 X-ray 1.58 2018-12-19 0.00 92.04 0.96 0.92 90.84 1.72 0.05 ok
5QH5_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.85 2018-05-15 94.25 0.95 0.05 ok
5QGN_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.95 2018-05-15 94.25 0.95 0.05 ok
5QGR_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.96 2018-05-15 94.25 0.95 0.05 ok
5QGI_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.95 2018-05-15 94.25 0.95 0.05 ok
5QGM_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.96 2018-05-15 94.25 0.95 0.05 ok
5QHH_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.52 2018-05-15 94.25 0.95 0.05 ok
5QH1_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.65 2018-05-15 94.25 0.95 0.05 ok
5QGJ_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.95 2018-05-15 94.25 0.95 0.05 ok
5QGS_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.55 2018-05-15 94.25 0.95 0.05 ok
5QGL_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 2.27 2018-05-15 94.25 0.95 0.05 ok
5QGK_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.81 2018-05-15 94.25 0.95 0.05 ok
5QGY_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.72 2018-05-15 94.25 0.95 0.05 ok
5QGP_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 2.09 2018-05-15 94.25 0.95 0.05 ok
5QGO_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.82 2018-05-15 94.25 0.95 0.05 ok
5QGG_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.91 2018-05-15 94.25 0.95 0.05 ok
5QGU_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.71 2018-05-15 94.25 0.95 0.05 ok
5QH7_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.74 2018-05-15 94.25 0.95 0.05 ok
5QH6_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 2.00 2018-05-15 94.25 0.95 0.05 ok
5QGV_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.59 2018-05-15 94.25 0.95 0.05 ok
5QGQ_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.95 2018-05-15 94.25 0.95 0.05 ok
5QGX_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.61 2018-05-15 94.25 0.95 0.05 ok
5QGT_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.97 2018-05-15 94.25 0.95 0.05 ok
5QGH_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.82 2018-05-15 94.25 0.95 0.05 ok
5QGZ_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.65 2018-05-15 94.25 0.95 0.05 ok
5QH4_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.67 2018-05-15 94.25 0.95 0.05 ok
5QHF_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.67 2018-05-15 94.25 0.95 0.05 ok
5QHB_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.57 2018-05-15 94.25 0.95 0.05 ok
5QH3_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.65 2018-05-15 94.25 0.95 0.05 ok
5QGW_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.94 2018-05-15 94.25 0.95 0.04 ok
6QAL_A P28482 Mitogen-activated protein kinase 1 X-ray 1.57 2018-12-19 0.00 92.38 0.97 0.92 93.30 1.78 0.04 ok
5QH0_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.57 2018-05-15 94.25 0.95 0.04 ok
5QH2_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.74 2018-05-15 94.25 0.95 0.04 ok
5QHE_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.74 2018-05-15 94.25 0.95 0.04 ok
5QH8_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.75 2018-05-15 94.25 0.95 0.04 ok
5QHC_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 2.21 2018-05-15 94.25 0.95 0.04 ok
6QAG_A P28482 Mitogen-activated protein kinase 1 X-ray 2.07 2018-12-19 0.00 92.19 0.97 0.92 92.57 1.62 0.04 ok
5QHG_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.92 2018-05-15 94.25 0.95 0.04 ok
6H4J_A Q9UHP3 Ubiquitin carboxyl-terminal hydrolase 25 X-ray 3.07 2018-07-21 77.19 0.94 0.04 ok
6QNT_D Q14126 Desmoglein-2 EM 3.50 2019-02-12 7.60 95.67 0.98 0.92 96.03 0.76 0.04 ok
6QAW_A P28482 Mitogen-activated protein kinase 1 X-ray 1.84 2018-12-19 0.00 92.21 0.97 0.93 93.34 1.67 0.04 ok
5QHA_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.57 2018-09-21 94.25 0.96 0.04 ok
5QH9_A P0C024 Peroxisomal coenzyme A diphosphatase NUDT7 X-ray 1.72 2018-05-15 94.25 0.96 0.04 ok
6HIP_A Q96I25 Splicing factor 45 X-ray 1.20 2018-08-30 68.44 0.94 0.04 ok
6HUF_A P51159 Ras-related protein Rab-27A X-ray 2.82 2018-10-08 83.94 0.95 0.04 ok
6HEI_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28,U X-ray 1.64 2018-08-20 73.06 0.95 0.04 ok
6MNH_A O75385 Serine/threonine-protein kinase ULK1 X-ray 1.73 2018-10-01 59.41 0.94 0.04 ok
6H4I_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28 X-ray 3.22 2018-07-21 73.06 0.95 0.04 ok
6IZM_A P37231 Peroxisome proliferator-activated receptor X-ray 1.80 2018-12-20 0.00 93.04 0.98 0.95 96.24 0.90 0.03 ok
6IZN_A P37231 Peroxisome proliferator-activated receptor X-ray 1.75 2018-12-20 0.00 93.15 0.98 0.95 96.79 0.88 0.03 ok
6H4K_A Q9UHP3 Ubiquitin carboxyl-terminal hydrolase 25 X-ray 2.05 2018-07-21 77.19 0.96 0.03 ok
6H4H_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28 X-ray 3.50 2018-07-21 73.06 0.96 0.03 ok
6HEJ_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28 X-ray 2.79 2018-08-20 73.06 0.96 0.03 ok
6HEM_A Q9UHP3 Ubiquitin carboxyl-terminal hydrolase 25 X-ray 1.72 2018-08-20 77.19 0.96 0.03 ok
6HBN_A P68400 Casein kinase II subunit alpha X-ray 1.59 2018-08-10 88.94 0.97 0.03 ok
6QSW_AAA P00751 Complement factor B X-ray 1.64 2019-02-22 0.00 92.24 0.99 0.96 97.73 0.82 0.03 ok
6HEK_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28 X-ray 3.03 2018-08-20 73.06 0.96 0.03 ok
6Q6K_A P04062 Glucosylceramidase X-ray 1.92 2018-12-11 0.00 97.29 0.99 0.97 97.63 0.66 0.03 ok
6HFO_A O95801 Tetratricopeptide repeat protein 4 X-ray 1.65 2018-08-21 86.88 0.97 0.02 ok
6Q6L_A P04062 Glucosylceramidase X-ray 1.81 2018-12-11 0.00 97.23 0.99 0.97 97.43 0.68 0.02 ok
6HEH_A Q96RU2 Ubiquitin carboxyl-terminal hydrolase 28,U X-ray 2.26 2018-08-20 73.06 0.97 0.02 ok
6QAC_A P06276 Cholinesterase X-ray 2.77 2018-12-19 0.90 96.96 1.00 0.98 98.72 0.54 0.02 ok
6N4E_A O60760 Hematopoietic prostaglandin D synthase X-ray 1.65 2018-11-19 0.00 97.31 0.99 0.99 99.62 0.40 0.02 ok
6QAB_A P06276 Cholinesterase X-ray 2.49 2018-12-19 0.90 96.96 1.00 0.98 98.86 0.53 0.02 ok
6QAD_A P06276 Cholinesterase X-ray 2.50 2018-12-19 0.90 96.96 1.00 0.98 98.62 0.54 0.02 ok
6H5I_Ab P02786 Transferrin receptor protein 1 EM 3.90 2018-07-24 86.69 0.98 0.02 ok
6Q6N_A P04062 Glucosylceramidase X-ray 1.63 2018-12-11 0.00 97.31 1.00 0.98 98.19 0.59 0.02 ok
6QAE_A P06276 Cholinesterase X-ray 2.49 2018-12-19 0.90 96.96 1.00 0.98 98.81 0.52 0.02 ok
6HEL_A Q9UHP3 Ubiquitin carboxyl-terminal hydrolase 25 X-ray 2.94 2018-08-20 77.19 0.97 0.02 ok
6QAA_A P06276 Cholinesterase X-ray 1.90 2018-12-19 0.90 96.96 1.00 0.98 98.95 0.49 0.02 ok
6HMD_A P19784 Casein kinase II subunit alpha' X-ray 1.00 2018-09-12 94.12 0.98 0.02 ok
6H5I_Aa P02794 Ferritin heavy chain EM 3.90 2018-07-24 95.31 0.98 0.02 ok
6ECQ_A P11586 METHYLENETETRAHYDROFOLATE DEHYDROGENASE CY X-ray 2.70 2018-08-08 94.56 0.98 0.01 ok
6GJO_A P49841 Glycogen synthase kinase-3 beta X-ray 2.91 2018-05-16 88.25 0.98 0.01 ok
6IZM_C Q9UBK2 Peptide from Peroxisome proliferator-activ X-ray 1.80 2018-12-20 63.03 0.69 0.98 100.00 0.40 0.01 ok
6ECP_A P11586 Methylenetetrahydrofolate dehydrogenase cy X-ray 2.20 2018-08-08 94.56 0.99 0.01 ok
6ECR_A P11586 methylenetetrahydrofolate dehydrogenase cy X-ray 2.20 2018-08-08 94.56 0.99 0.01 ok
6IZN_C Q9UBK2 Peptide from Peroxisome proliferator-activ X-ray 1.75 2018-12-20 63.03 0.73 0.98 100.00 0.33 0.01 ok
6GSR_Ab P02786 Transferrin receptor protein 1 EM 5.50 2018-06-15 86.69 0.99 0.01 ok
6H0T_A P19835 Bile salt-activated lipase X-ray 1.90 2018-07-10 82.56 0.99 0.01 ok
6HME_A P68400 Casein kinase II subunit alpha X-ray 1.85 2018-09-12 88.94 0.99 0.01 ok
6HMB_A P19784 Casein kinase II subunit alpha' X-ray 1.04 2018-09-12 94.12 0.99 0.01 ok
6HMC_A P19784 Casein kinase II subunit alpha' X-ray 1.03 2018-09-12 94.12 0.99 0.01 ok
6HMQ_A P19784 Casein kinase II subunit alpha' X-ray 0.97 2018-09-12 94.12 0.99 0.01 ok
6H18_A P19835 Bile salt-activated lipase X-ray 1.85 2018-07-11 82.56 0.99 0.01 ok
6H1A_A P19835 Bile salt-activated lipase X-ray 1.75 2018-07-11 82.56 0.99 0.01 ok
6H19_A P19835 Bile salt-activated lipase X-ray 1.89 2018-07-11 82.56 0.99 0.01 ok
6I0C_A P06276 Cholinesterase X-ray 2.67 2018-10-25 93.38 1.00 0.00 ok
6I0B_A P06276 Cholinesterase X-ray 2.38 2018-10-25 93.38 1.00 0.00 ok
6H0V_A P19835 Bile salt-activated lipase X-ray 2.20 2018-07-10 82.56 1.00 0.00 ok
6E91_A P00918 Carbonic anhydrase 2 X-ray 1.80 2018-07-31 97.38 1.00 0.00 ok
6GSR_Aa P02794 Ferritin heavy chain EM 5.50 2018-06-15 95.31 1.00 0.00 ok
6E92_A P00918 Carbonic anhydrase 2 X-ray 1.77 2018-07-31 97.38 1.00 0.00 ok
6E8X_A P00918 Carbonic anhydrase 2 X-ray 1.60 2018-07-31 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.