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

Release week 2022-04-06

102
structures analysed (8 full · 7.8%)
11.0%
confidently wrong
43.9%
novel sequences
00.0%
novel & wrong
0.96
median TM-score

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

The worst offenders ranked, one row per protein (AlphaFold has one model per sequence, so repeat depositions are collapsed — “×N” marks how many structures of that protein exist; the worst is shown). Each row joins what AlphaFold claimed (blue, pLDDT/100) to what the experiment showed (red, TM-score) — the longer the bar, the bigger the miss. Hover a dot to preview its Cα-deviation ribbon; click to open the full entry.

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: 1 of 102 structures (1.0%) are confidently wrong; median TM-score is 0.96.

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 0.96 — 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
7M5W_A Q96RK0 Protein capicua homolog X-ray 2.95 2021-03-25 41.20 75.03 0.53 0.68 4.95 20.49 0.57 ok
7SHQ_B P0DP23 Calmodulin-1 X-ray 2.34 2021-10-11 0.00 86.25 0.43 0.78 20.00 8.53 0.43 wrong
7WWR_A P02461 Collagen alpha-1(III) chain X-ray 1.30 2022-02-14 100.00 novel 41.59 0.42 0.81 3.33 14.22 0.34 ok
7P3I_A P25942 Tumor necrosis factor receptor superfamily X-ray 2.29 2021-07-07 1.20 94.66 0.61 0.94 32.29 5.59 0.32 ok
7XAN_A P02461 Collagen alpha-1(III) chain X-ray 1.50 2022-03-18 100.00 novel 46.86 0.43 0.78 10.58 11.30 0.28 ok
7T3A_M Q6IAA8 Ragulator complex protein LAMTOR1 EM 4.00 2021-12-07 80.12 0.76 0.19 ok
7EID_C P62805 Histone H4 X-ray 2.00 2021-03-30 65.60 0.38 0.76 42.50 4.03 0.17 ok
7T3B_F Q6IAA8 Ragulator complex protein LAMTOR1 EM 3.90 2021-12-07 80.12 0.80 0.16 ok
7T3A_P Q0VGL1 Ragulator complex protein LAMTOR4 EM 4.00 2021-12-07 87.88 0.82 0.16 ok
7WWS_A P02461 Collagen alpha-1(III) chain X-ray 1.30 2022-02-14 100.00 novel 48.25 0.39 0.94 35.19 5.69 0.16 ok
7VBH_R P43220 Glucagon-like peptide 1 receptor EM 3.00 2021-08-31 81.50 0.81 0.15 ok
7T3C_F Q6IAA8 Ragulator complex protein LAMTOR1 EM 4.00 2021-12-07 80.12 0.82 0.15 ok
7T3C_I Q0VGL1 Ragulator complex protein LAMTOR4 EM 4.00 2021-12-07 87.88 0.84 0.14 ok
7T3C_J O43504 Ragulator complex protein LAMTOR5 EM 4.00 2021-12-07 96.56 0.85 0.14 ok
7T3C_G Q9Y2Q5 Ragulator complex protein LAMTOR2 EM 4.00 2021-12-07 91.44 0.85 0.14 ok
7T3C_L Q9HB90 Ras-related GTP-binding protein C EM 4.00 2021-12-07 68.75 0.81 0.13 ok
7N1J_A P22455 Fibroblast growth factor receptor 4 X-ray 2.99 2021-05-27 73.62 0.82 0.13 ok
7T3B_I Q0VGL1 Ragulator complex protein LAMTOR4 EM 3.90 2021-12-07 87.88 0.85 0.13 ok
7W7F_C O60939 Sodium channel subunit beta-2 EM 3.35 2021-12-04 85.81 0.85 0.13 ok
7T3B_C Q12980 GATOR complex protein NPRL3 EM 3.90 2021-12-07 66.06 0.81 0.13 ok
7VBH_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.00 2021-08-31 91.31 0.87 0.12 ok
7T3C_C Q12980 GATOR complex protein NPRL3 EM 4.00 2021-12-07 66.06 0.82 0.12 ok
7T3A_Q O43504 Ragulator complex protein LAMTOR5 EM 4.00 2021-12-07 96.56 0.88 0.11 ok
7T3A_L Q9HB90 Ras-related GTP-binding protein C EM 4.00 2021-12-07 68.75 0.84 0.11 ok
7T3C_H Q9UHA4 Ragulator complex protein LAMTOR3 EM 4.00 2021-12-07 95.50 0.89 0.11 ok
7T3A_C Q12980 GATOR complex protein NPRL3 EM 4.00 2021-12-07 66.06 0.85 0.10 ok
7W7F_B Q07699 Sodium channel subunit beta-1 EM 3.35 2021-12-04 87.06 0.90 0.08 ok
7T6B_D P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.19 2021-12-13 89.56 0.91 0.08 ok
7W77_B Q07699 Sodium channel subunit beta-1 EM 3.30 2021-12-03 87.06 0.91 0.08 ok
7T3A_N Q9Y2Q5 Ragulator complex protein LAMTOR2 EM 4.00 2021-12-07 91.44 0.92 0.08 ok
7EPZ_B Q9UPY5 Cystine/glutamate transporter EM 3.40 2021-04-28 85.56 0.91 0.07 ok
7T6B_R O95136 Sphingosine 1-phosphate receptor 2 EM 3.19 2021-12-13 82.56 0.91 0.07 ok
7T3B_J O43504 Ragulator complex protein LAMTOR5 EM 3.90 2021-12-07 96.56 0.93 0.07 ok
7V9L_R Q9HB45 GHRH receptor splice variant 1,GHRH recept EM 2.60 2021-08-26 71.25 0.90 0.07 ok
7T3C_B Q8WTW4 GATOR complex protein NPRL2 EM 4.00 2021-12-07 69.44 0.90 0.07 ok
7T3B_B Q8WTW4 GATOR complex protein NPRL2 EM 3.90 2021-12-07 69.44 0.90 0.07 ok
7T3B_G Q9Y2Q5 Ragulator complex protein LAMTOR2 EM 3.90 2021-12-07 91.44 0.93 0.07 ok
7W77_C O60939 Sodium channel subunit beta-2 EM 3.30 2021-12-03 85.81 0.93 0.06 ok
7T3A_O Q9UHA4 Ragulator complex protein LAMTOR3 EM 4.00 2021-12-07 95.50 0.93 0.06 ok
7T3A_B Q8WTW4 GATOR complex protein NPRL2 EM 4.00 2021-12-07 69.44 0.91 0.06 ok
7PTB_A Q8TEP8 Centrosomal protein of 192 kDa X-ray 2.08 2021-09-26 50.84 0.88 0.06 ok
7Z4V_A O00506 Serine/threonine-protein kinase 25 X-ray 1.64 2022-03-04 79.69 0.94 0.05 ok
7SHQ_A O00418 Eukaryotic elongation factor 2 kinase,Euka X-ray 2.34 2021-10-11 71.81 0.93 0.05 ok
7UIS_B Q13224 Glutamate receptor ionotropic, NMDA 2B X-ray 2.58 2022-03-29 100.00 novel 29.46 0.45 0.82 68.75 2.75 0.04 ok
7E7C_A Q03111 Protein ENL X-ray 1.84 2021-02-25 64.69 0.93 0.04 ok
7T3C_E Q9HB90 Ras-related GTP-binding protein C EM 4.00 2021-12-07 68.75 0.94 0.04 ok
7QTO_A Q14160 Protein scribble homolog X-ray 3.50 2022-01-15 62.53 0.93 0.04 ok
7QTU_A Q14160 Protein scribble homolog X-ray 2.84 2022-01-16 62.53 0.94 0.04 ok
7T3C_D Q7L523 Ras-related GTP-binding protein A EM 4.00 2021-12-07 92.50 0.96 0.04 ok
7MHC_A Q86WV6 Stimulator of interferon genes protein X-ray 2.32 2021-04-15 83.75 0.95 0.04 ok
7WVQ_A Q9BYF1 Angiotensin-converting enzyme 2 EM 4.04 2022-02-10 90.69 0.96 0.04 ok
7Q3D_C Q9BT04 Protein fuzzy homolog EM 3.35 2021-10-27 87.44 0.96 0.04 ok
7UIR_A Q9UQM7 Calcium/calmodulin-dependent protein kinas X-ray 3.10 2022-03-29 85.81 0.96 0.03 ok
7T3B_H Q9UHA4 Ragulator complex protein LAMTOR3 EM 3.90 2021-12-07 95.50 0.96 0.03 ok
7WVP_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.70 2022-02-10 90.69 0.96 0.03 ok
7UIS_A Q9UQM7 Calcium/calmodulin-dependent protein kinas X-ray 2.58 2022-03-29 85.81 0.96 0.03 ok
7T3A_K Q7L523 Ras-related GTP-binding protein A EM 4.00 2021-12-07 92.50 0.97 0.03 ok
7UIQ_A Q9UQM7 Calcium/calmodulin-dependent protein kinas X-ray 3.11 2022-03-29 85.81 0.97 0.03 ok
7Q3D_B Q9ULD6 Protein inturned EM 3.35 2021-10-27 66.94 0.96 0.03 ok
7MLE_A P04439 HLA class I histocompatibility antigen, A X-ray 2.20 2021-04-28 87.12 0.97 0.03 ok
7OP0_A P01031 Complement C5 alpha chain X-ray 2.57 2021-05-28 81.56 0.97 0.03 ok
7T3B_E Q9HB90 Ras-related GTP-binding protein C EM 3.90 2021-12-07 68.75 0.96 0.03 ok
7T3B_D Q7L523 Ras-related GTP-binding protein A EM 3.90 2021-12-07 92.50 0.97 0.03 ok
7OP0_B P01031 Complement C5 beta chain X-ray 2.57 2021-05-28 81.56 0.97 0.02 ok
7QTP_A Q14160 Protein scribble homolog X-ray 1.90 2022-01-15 62.53 0.96 0.02 ok
7Z8X_A Q9Y5A9 YTH domain-containing family protein 2 X-ray 1.96 2022-03-18 59.50 0.96 0.02 ok
7EIF_A O95619 YEATS domain-containing protein 4 X-ray 1.58 2021-03-30 91.56 0.98 0.02 ok
7T3C_A O75140 GATOR complex protein DEPDC5 EM 4.00 2021-12-07 64.00 0.97 0.02 ok
7PT5_A Q9C0F1 Centrosomal protein of 44 kDa X-ray 2.30 2021-09-26 67.56 0.97 0.02 ok
7EIG_A O60885 Bromodomain-containing protein 4 X-ray 1.30 2021-03-31 55.31 0.97 0.02 ok
7EJV_B Q92630 Dual specificity tyrosine-phosphorylation- X-ray 2.50 2021-04-02 75.56 0.98 0.02 ok
7EPZ_A P08195 4F2 cell-surface antigen heavy chain EM 3.40 2021-04-28 78.69 0.98 0.02 ok
7Q3D_A O95876 WD repeat-containing and planar cell polar EM 3.35 2021-10-27 76.31 0.98 0.02 ok
7EIL_A O60885 Bromodomain-containing protein 4 X-ray 1.70 2021-03-31 55.31 0.97 0.02 ok
7W7F_D Q9NY46 Sodium channel protein type 3 subunit alph EM 3.35 2021-12-04 68.25 0.98 0.02 ok
7ZC3_A O00244 Copper transport protein ATOX1 X-ray 1.90 2022-03-25 97.69 0.98 0.02 ok
7W77_D Q9NY46 Sodium channel protein type 3 subunit alph EM 3.30 2021-12-03 68.25 0.98 0.01 ok
7T3B_A O75140 GATOR complex protein DEPDC5 EM 3.90 2021-12-07 64.00 0.98 0.01 ok
7T3A_A O75140 GATOR complex protein DEPDC5 EM 4.00 2021-12-07 64.00 0.98 0.01 ok
7EIK_A O60885 Bromodomain-containing protein 4 X-ray 1.70 2021-03-31 55.31 0.97 0.01 ok
7MLE_B P61769 Beta-2-microglobulin X-ray 2.20 2021-04-28 94.06 0.99 0.01 ok
7EJV_A Q92630 Dual specificity tyrosine-phosphorylation- X-ray 2.50 2021-04-02 75.56 0.99 0.01 ok
7R9V_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.69 2021-06-29 92.38 0.99 0.01 ok
7EIE_A Q9ULM3 YEATS domain-containing protein 2 X-ray 1.67 2021-03-30 49.84 0.98 0.01 ok
7EID_A P42568 Protein AF-9 X-ray 2.00 2021-03-30 61.84 0.98 0.01 ok
7R9Y_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.85 2021-06-29 92.38 0.99 0.01 ok
7QZU_A P30613 PKL X-ray 1.96 2022-01-31 90.69 0.99 0.01 ok
7EJC_A Q06609 DNA repair protein RAD51 homolog 1 EM 2.97 2021-04-02 91.44 0.99 0.01 ok
7M8H_A Q9Y316 Protein MEMO1 X-ray 1.75 2021-03-29 97.56 0.99 0.01 ok
7EIY_A P19113 Histidine decarboxylase X-ray 2.20 2021-04-01 80.44 0.99 0.01 ok
7EIC_A P42568 Protein AF-9 X-ray 1.95 2021-03-30 61.84 0.99 0.01 ok
7EIX_A P19113 Histidine decarboxylase X-ray 1.90 2021-04-01 80.44 0.99 0.01 ok
7TED_A P04181 Ornithine aminotransferase, mitochondrial X-ray 2.63 2022-01-04 94.06 0.99 0.01 ok
7T6B_C P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.19 2021-12-13 97.06 0.99 0.01 ok
7EIW_A P19113 Histidine decarboxylase X-ray 2.10 2021-04-01 80.44 1.00 0.00 ok
7SV1_A P00918 Carbonic anhydrase 2 X-ray 1.56 2021-11-18 97.38 1.00 0.00 ok
7MCR_A P27695 DNA-(apurinic or apyrimidinic site) endonu X-ray 1.90 2021-04-02 90.44 1.00 0.00 ok
7SUY_A P00918 Carbonic anhydrase 2 X-ray 1.41 2021-11-18 97.38 1.00 0.00 ok
7SV8_A P00918 Carbonic anhydrase 2 X-ray 1.39 2021-11-18 97.38 1.00 0.00 ok
7SUW_A P00918 Carbonic anhydrase 2 X-ray 1.46 2021-11-18 97.38 1.00 0.00 ok
7TFP_A P04181 Ornithine aminotransferase, mitochondrial X-ray 2.71 2022-01-06 94.06 1.00 0.00 ok
7TEV_A P04181 Ornithine aminotransferase, mitochondrial X-ray 1.91 2022-01-05 94.06 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.