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

Release week 2023-11-15

103
structures analysed (3 full · 2.9%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.959
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 103 structures (0.0%) are confidently wrong; median TM-score is 0.959.

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 0.959 — 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
8JSP_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.65 2023-06-20 93.75 0.78 0.20 ok
8JLJ_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2023-06-02 89.56 0.79 0.19 ok
7YAA_A Q07817 Bcl-2-like protein 1 X-ray 1.40 2022-06-27 72.50 0.74 0.19 ok
8JSP_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.65 2023-06-20 89.56 0.80 0.18 ok
7Y8D_A Q07817 Bcl-2-like protein 1 X-ray 2.00 2022-06-23 72.50 0.75 0.18 ok
8JLO_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.52 2023-06-02 89.56 0.82 0.16 ok
8JLK_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2023-06-02 89.56 0.82 0.16 ok
8JLP_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.23 2023-06-02 89.56 0.84 0.14 ok
8JHF_D O60814 Histone H2B type 1-K EM 3.68 2023-05-23 87.81 0.85 0.13 ok
8U26_S P20366 Protachykinin-1 EM 2.50 2023-09-05 58.73 0.31 0.70 50.00 3.44 0.13 ok
8JLN_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.24 2023-06-02 89.56 0.86 0.12 ok
8U26_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.50 2023-09-05 91.31 0.86 0.12 ok
8IR4_C Q9NS91 SER-ASP-SER-CYS-ASN-SER-SEP-SER-SER-ASP-IL X-ray 1.62 2023-03-17 52.40 0.43 0.73 48.44 3.99 0.12 ok
8HG7_B Q13113 PDZK1-interacting protein 1 EM 3.10 2022-11-14 64.75 0.81 0.12 ok
8IR2_C Q9NS91 SER-ASP-SER-CYS-ASN-SER-SEP-SER-SEP-ASP-IL X-ray 1.75 2023-03-17 52.40 0.41 0.72 48.44 3.90 0.12 ok
8HEZ_B Q13113 PDZK1-interacting protein 1 EM 2.80 2022-11-09 64.75 0.82 0.12 ok
8JLQ_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.84 2023-06-02 89.56 0.87 0.12 ok
7YRB_A B3KUR1 F-box protein 11, isoform CRA_f X-ray 1.51 2022-08-09 86.50 0.87 0.11 ok
8JLO_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.52 2023-06-02 91.31 0.88 0.11 ok
8AMR_A O75382 Tripartite motif-containing protein 3 X-ray 3.80 2022-08-04 83.12 0.88 0.10 ok
8JHF_K Q4FZB7 Histone-lysine N-methyltransferase KMT5B EM 3.68 2023-05-23 54.91 0.82 0.10 ok
8JSP_R P08908 5-hydroxytryptamine receptor 1A EM 3.65 2023-06-20 77.81 0.88 0.09 ok
8U2C_A Q9UNQ0 Broad substrate specificity ATP-binding ca EM 2.50 2023-09-05 85.25 0.89 0.09 ok
8U26_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.50 2023-09-05 89.56 0.90 0.09 ok
7Y90_A P10415 Apoptosis regulator Bcl-2 X-ray 2.09 2022-06-24 72.00 0.88 0.08 ok
8WSW_A P53671 LIM domain kinase 2 X-ray 2.50 2023-10-17 76.19 0.89 0.08 ok
8AMS_E P0CG48 Polyubiquitin-C X-ray 2.40 2022-08-04 88.62 0.91 0.08 ok
8BJ0_A Q14160 Protein scribble homolog X-ray 2.60 2022-11-03 62.53 0.88 0.08 ok
8JHF_C P0C0S5 Histone H2A.Z EM 3.68 2023-05-23 90.38 0.92 0.08 ok
8JUL_A Q9NXL6 SID1 transmembrane family member 1 EM 2.92 2023-06-26 80.25 0.91 0.07 ok
7YA5_A P10415 Apoptosis regulator Bcl-2 X-ray 1.85 2022-06-27 72.00 0.91 0.07 ok
8CMS_AAA Q96DC9 Ubiquitin thioesterase OTUB2 X-ray 1.77 2023-02-21 94.19 0.93 0.07 ok
8JHF_B P62805 Histone H4 EM 3.68 2023-05-23 89.81 0.93 0.06 ok
8U26_R P25103 Substance-P receptor EM 2.50 2023-09-05 78.38 0.92 0.06 ok
8BIA_A Q14160 Protein scribble homolog X-ray 2.40 2022-11-02 62.53 0.90 0.06 ok
8HCU_C Q6W2J9 BCL-6 corepressor X-ray 2.20 2022-11-03 39.66 0.85 0.06 ok
8G7T_B Q8IUD6 E3 ubiquitin-protein ligase RNF135 EM 3.20 2023-02-17 76.12 0.92 0.06 ok
8JHF_A P68431 Histone H3.1 EM 3.68 2023-05-23 86.06 0.93 0.06 ok
8G7U_B Q8IUD6 E3 ubiquitin-protein ligase RNF135 EM 4.00 2023-02-17 76.12 0.93 0.06 ok
8JLR_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2023-06-02 89.56 0.94 0.05 ok
8WRA_A P29466 Caspase-1 X-ray 1.45 2023-10-13 81.69 0.94 0.05 ok
8G7V_B Q8IUD6 E3 ubiquitin-protein ligase RNF135 EM 3.90 2023-02-17 76.12 0.93 0.05 ok
8G7U_A O95786 Antiviral innate immune response receptor EM 4.00 2023-02-17 85.19 0.94 0.05 ok
8POE_A Q674R7 Autophagy-related protein 9B EM 4.20 2023-07-04 67.94 0.93 0.05 ok
8AMS_C Q9C040 Tripartite motif-containing protein 2 X-ray 2.40 2022-08-04 84.56 0.94 0.05 ok
7YB7_A P10415 Apoptosis regulator Bcl-2,Bcl-2-like prote X-ray 2.20 2022-06-29 72.00 0.94 0.04 ok
8OWZ_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.65 2023-04-28 81.69 0.95 0.04 ok
8JUN_A Q9NXL6 SID1 transmembrane family member 1 EM 2.38 2023-06-26 80.25 0.94 0.04 ok
8IR2_A Q9BQI6 SMC5-SMC6 complex localization factor prot X-ray 1.75 2023-03-17 69.19 0.94 0.04 ok
8IR4_A Q9BQI6 SMC5-SMC6 complex localization factor prot X-ray 1.62 2023-03-17 69.19 0.94 0.04 ok
8HEO_A Q8IUQ4 E3 ubiquitin-protein ligase SIAH1 X-ray 2.53 2022-11-08 89.12 0.96 0.04 ok
8WR8_A Q8N884 Cyclic GMP-AMP synthase X-ray 3.10 2023-10-13 76.75 0.96 0.03 ok
8BHG_A P31644 Gamma-aminobutyric acid receptor subunit a X-ray 2.39 2022-10-31 81.00 0.96 0.03 ok
8WTF_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.00 2023-10-18 83.94 0.96 0.03 ok
8G7V_A O95786 Antiviral innate immune response receptor EM 3.90 2023-02-17 85.19 0.97 0.03 ok
8AMS_A P61077 Ubiquitin-conjugating enzyme E2 D3 X-ray 2.40 2022-08-04 96.38 0.97 0.03 ok
8PC2_G Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 2.80 2023-06-09 92.50 0.97 0.03 ok
8PC2_C Q15369 Elongin-C X-ray 2.80 2023-06-09 89.81 0.97 0.03 ok
8HCU_A Q8NHM5 cDNA FLJ55590, highly similar to JmjC doma X-ray 2.20 2022-11-03 67.81 0.96 0.03 ok
8G7T_A O95786 Antiviral innate immune response receptor EM 3.20 2023-02-17 85.19 0.97 0.03 ok
8WR5_A Q15819 Ubiquitin-conjugating enzyme E2 variant 2 X-ray 1.70 2023-10-13 94.38 0.97 0.03 ok
8TU6_B P27986 Phosphatidylinositol 3-kinase regulatory s EM 3.12 2023-08-15 83.19 0.97 0.03 ok
8PC2_A P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.80 2023-06-09 84.44 0.97 0.02 ok
8HCU_B Q9BSM1 Polycomb group RING finger protein 1 X-ray 2.20 2022-11-03 81.75 0.97 0.02 ok
7XRD_A P62330 ADP-ribosylation factor 6 EM 3.90 2022-05-10 94.00 0.98 0.02 ok
8PDF_A P62942 Peptidyl-prolyl cis-trans isomerase FKBP1A X-ray 1.20 2023-06-12 96.25 0.98 0.02 ok
8JLN_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.24 2023-06-02 97.06 0.98 0.02 ok
8JSP_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.65 2023-06-20 97.06 0.98 0.02 ok
8JLP_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.23 2023-06-02 97.06 0.98 0.02 ok
7ZRR_A P00749 Urokinase-type plasminogen activator X-ray 1.64 2022-05-05 82.12 0.98 0.02 ok
8UQ4_E P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.64 2023-10-23 94.88 0.98 0.02 ok
8JLQ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.84 2023-06-02 97.06 0.98 0.02 ok
8UQ3_E P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.18 2023-10-23 94.88 0.98 0.02 ok
7ZRT_A P00749 Urokinase-type plasminogen activator X-ray 1.80 2022-05-05 82.12 0.98 0.02 ok
8HEZ_A P31639 Sodium/glucose cotransporter 2 EM 2.80 2022-11-09 83.81 0.98 0.02 ok
8BHG_B P18507 Gamma-aminobutyric acid receptor subunit g X-ray 2.39 2022-10-31 77.19 0.98 0.02 ok
8UQ2_E P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 2.98 2023-10-23 94.88 0.98 0.02 ok
8JLO_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.52 2023-06-02 97.06 0.98 0.02 ok
8BI5_A P35790 Choline kinase alpha X-ray 2.50 2022-11-01 82.31 0.98 0.02 ok
8HG7_A P31639 Sodium/glucose cotransporter 2 EM 3.10 2022-11-14 83.81 0.98 0.01 ok
8JLK_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2023-06-02 97.06 0.99 0.01 ok
8JSO_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2023-06-20 97.06 0.99 0.01 ok
8HGF_A P14618 Pyruvate kinase PKM X-ray 3.10 2022-11-14 96.81 0.99 0.01 ok
8PC2_D Q15370 Elongin-B X-ray 2.80 2023-06-09 92.50 0.99 0.01 ok
8JLJ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2023-06-02 97.06 0.99 0.01 ok
8BI6_A P35790 Choline kinase alpha X-ray 2.40 2022-11-01 82.31 0.99 0.01 ok
8U26_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.50 2023-09-05 97.06 0.99 0.01 ok
8JLR_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2023-06-02 97.06 0.99 0.01 ok
8HEJ_A P02766 Transthyretin X-ray 1.54 2022-11-08 88.00 0.99 0.01 ok
8TU6_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki EM 3.12 2023-08-15 92.38 0.99 0.01 ok
8T98_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.30 2023-06-23 86.75 0.99 0.01 ok
8T99_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.50 2023-06-23 86.75 0.99 0.01 ok
8TFA_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.40 2023-07-09 86.75 0.99 0.00 ok
8TF9_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.55 2023-07-09 86.75 0.99 0.00 ok
8PBC_A Q06609 DNA repair protein RAD51 homolog 1 EM 2.61 2023-06-09 91.44 0.99 0.00 ok
8PBD_A Q06609 DNA repair protein RAD51 homolog 1 EM 2.83 2023-06-09 91.44 1.00 0.00 ok
8PKW_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.54 2023-06-27 90.06 1.00 0.00 ok
8PKU_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.73 2023-06-27 90.06 1.00 0.00 ok
8BJM_A P43351 DNA repair protein RAD52 homolog EM 2.20 2022-11-04 69.62 0.99 0.00 ok
8PKX_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.79 2023-06-27 90.06 1.00 0.00 ok
8PKV_A Q14145 Kelch-like ECH-associated protein 1 X-ray 1.55 2023-06-27 90.06 1.00 0.00 ok
8BJL_A P15121 aldose reductase X-ray 0.97 2022-11-04 98.31 1.00 0.00 ok
8SWA_A Q00266 S-adenosylmethionine synthase isoform type X-ray 2.00 2023-05-18 96.56 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.