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 2025-09-17

88
structures analysed (7 full · 8.0%)
55.7%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.973
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: 5 of 88 structures (5.7%) are confidently wrong; median TM-score is 0.973.

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 0.973 — 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
9JI8_F P37840 Alpha-synuclein EM 2.85 2024-09-11 0.00 83.53 0.29 0.34 0.79 21.67 0.79 wrong
9PW7_A Q07820 Maltodextrin-binding protein,Induced myelo X-ray 1.95 2025-08-04 0.60 66.44 0.32 0.52 0.41 35.37 0.62 ok
9Y0R_B P15336 Cyclic AMP-dependent transcription factor X-ray 2.20 2025-08-29 4.00 96.72 0.33 0.57 22.92 8.81 0.49 wrong
9HR6_A Q13546 Receptor-interacting serine/threonine-prot EM 2.57 2024-12-17 0.00 68.35 0.27 0.76 13.54 9.88 0.39 ok
9DLV_C P60896 26S proteasome complex subunit SEM1 EM 2.97 2024-09-11 0.00 73.53 0.32 0.69 17.65 7.82 0.36 wrong
9DLR_C P60896 26S proteasome complex subunit SEM1 EM 3.08 2024-09-11 0.00 73.50 0.33 0.68 20.00 7.61 0.35 wrong
9HR9_A Q13546 Receptor-interacting serine/threonine-prot NMR 2024-12-17 0.00 70.23 0.13 0.70 26.14 7.01 0.30 wrong
8YNF_D P10145 IL-8(9-77) EM 3.65 2024-03-11 88.06 0.70 0.26 ok
9BSB_A P09471 Guanine nucleotide-binding protein G(o) su EM 2.32 2024-05-13 94.50 0.76 0.23 ok
9KUV_R P35414 Apelin Receptor EM 3.21 2024-12-04 81.69 0.86 0.12 ok
9R1P_A Q9UNE7 E3 ubiquitin-protein ligase CHIP X-ray 2.29 2025-04-28 89.31 0.88 0.11 ok
9KUW_Q P35414 Apelin receptor EM 3.49 2024-12-04 81.69 0.87 0.11 ok
9VSQ_A Q9BSA9 Endosomal/lysosomal proton channel TMEM175 EM 2.74 2025-07-09 81.75 0.87 0.10 ok
9VSP_A Q9BSA9 Endosomal/lysosomal proton channel TMEM175 EM 3.40 2025-07-09 81.75 0.87 0.10 ok
9VSR_A Q9BSA9 Endosomal/lysosomal proton channel TMEM175 EM 2.92 2025-07-09 81.75 0.88 0.10 ok
9KUX_Q P35414 Apelin receptor EM 3.57 2024-12-04 81.69 0.89 0.09 ok
9DK5_C Q07699 Sodium channel subunit beta-1 EM 2.90 2024-09-08 87.06 0.90 0.09 ok
9HPS_A Q07817 BclxLdeltaLT X-ray 1.95 2024-12-16 72.50 0.89 0.08 ok
9IF2_A Q9Y6M5 Proton-coupled zinc antiporter SLC30A1 X-ray 2.11 2025-02-17 67.38 0.89 0.08 ok
9P7Q_B P17707 S-adenosylmethionine decarboxylase beta ch X-ray 2.21 2025-06-21 93.38 0.92 0.07 ok
9DI2_C P0CG48 Ubiquitin EM 2.60 2024-09-04 88.62 0.92 0.07 ok
9HRS_A Q9Y6M5 Proton-coupled zinc antiporter SLC30A1 X-ray 1.92 2024-12-18 67.38 0.90 0.07 ok
9DI1_C P0CG48 Ubiquitin EM 2.70 2024-09-04 88.62 0.93 0.06 ok
9BSB_R P14416 Soluble cytochrome b562,D(2) dopamine rece EM 2.32 2024-05-13 72.44 0.92 0.06 ok
9BS9_R P14416 Soluble cytochrome b562,D(2) dopamine rece EM 2.28 2024-05-13 72.44 0.92 0.06 ok
9DBP_B Q9UKL0 REST corepressor 1 X-ray 2.66 2024-08-23 68.50 0.93 0.05 ok
9DLV_D Q13838 Spliceosome RNA helicase DDX39B EM 2.97 2024-09-11 84.81 0.94 0.05 ok
9PBB_B P17707 S-adenosylmethionine decarboxylase beta ch X-ray 2.17 2025-06-26 93.38 0.95 0.05 ok
9QEN_A O60502 Protein O-GlcNAcase EM 3.08 2025-03-10 74.75 0.94 0.05 ok
9DLV_B Q5JVF3 PCI domain-containing protein 2 EM 2.97 2024-09-11 95.56 0.95 0.05 ok
8YNF_A Q16570 Atypical chemokine receptor 1 EM 3.65 2024-03-11 78.31 0.95 0.04 ok
9PLK_A P08684 Cytochrome P450 3A4 X-ray 2.25 2025-07-15 92.38 0.96 0.04 ok
9JJ5_A P24941 Cyclin-dependent kinase 2 X-ray 1.71 2024-09-12 88.44 0.96 0.04 ok
9PW6_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.07 2025-08-04 63.62 0.94 0.04 ok
9P1H_B P17707 S-adenosylmethionine decarboxylase beta ch X-ray 1.81 2025-06-10 93.38 0.96 0.03 ok
8ZYE_A P28907 ADP-ribosyl cyclase/cyclic ADP-ribose hydr X-ray 2.72 2024-06-17 90.88 0.96 0.03 ok
9BSB_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.32 2024-05-13 89.56 0.96 0.03 ok
9QFF_A Q07889 Son of sevenless homolog 1 X-ray 1.88 2025-03-11 76.38 0.96 0.03 ok
9K2S_C Q8N742 KIR2DL2 X-ray 2.40 2024-10-18 71.69 0.96 0.03 ok
9DI1_B O94782 Ubiquitin carboxyl-terminal hydrolase 1 EM 2.70 2024-09-04 59.59 0.95 0.03 ok
9HQ4_B P07437 Tubulin beta chain EM 3.28 2024-12-16 92.06 0.97 0.03 ok
9PLJ_A P08684 Cytochrome P450 3A4 X-ray 2.72 2025-07-15 92.38 0.97 0.03 ok
9K2R_B P61769 Beta-2-microglobulin X-ray 2.98 2024-10-18 94.06 0.97 0.03 ok
9K2S_A A0A165EYK7 MHC class I antigen X-ray 2.40 2024-10-18 89.62 0.97 0.02 ok
9K2T_A A0A165EYK7 MHC class I antigen X-ray 2.20 2024-10-18 89.62 0.98 0.02 ok
9DLV_A Q96PV6 Leukocyte receptor cluster member 8 EM 2.97 2024-09-11 55.56 0.96 0.02 ok
9DLR_B Q5JVF3 PCI domain-containing protein 2 EM 3.08 2024-09-11 95.56 0.98 0.02 ok
9DI2_B O94782 Ubiquitin carboxyl-terminal hydrolase 1 EM 2.60 2024-09-04 59.59 0.97 0.02 ok
9SL0_A A5I8L1 MHC class I antigen X-ray 1.60 2025-09-02 90.25 0.98 0.02 ok
9GOW_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 3.00 2024-09-06 72.69 0.98 0.02 ok
9R19_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.69 2025-04-25 90.69 0.98 0.02 ok
9OSW_A O75417 DNA polymerase theta EM 2.67 2025-05-26 59.34 0.97 0.02 ok
9DK5_A Q9UQD0 Sodium channel protein type 8 subunit alph EM 2.90 2024-09-08 68.38 0.98 0.02 ok
9K2R_A A0A165EYK7 MHC class I antigen X-ray 2.98 2024-10-18 89.62 0.98 0.02 ok
9K2T_B P61769 Beta-2-microglobulin X-ray 2.20 2024-10-18 94.06 0.98 0.01 ok
9OSY_A O75417 DNA polymerase theta EM 2.90 2025-05-26 59.34 0.98 0.01 ok
9K2S_B P61769 Beta-2-microglobulin X-ray 2.40 2024-10-18 94.06 0.98 0.01 ok
9SKO_A A5I8L1 MHC class I antigen X-ray 1.49 2025-09-02 90.25 0.98 0.01 ok
9PBB_A P17707 S-adenosylmethionine decarboxylase alpha c X-ray 2.17 2025-06-26 93.38 0.98 0.01 ok
9RLS_A Q53GL7 Poly [ADP-ribose] polymerase 10 X-ray 2.75 2025-06-17 67.62 0.98 0.01 ok
9K2U_B P61769 Beta-2-microglobulin X-ray 2.10 2024-10-18 94.06 0.99 0.01 ok
9DKP_B Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 2.16 2024-09-09 83.44 0.98 0.01 ok
9DLR_A Q96PV6 Leukocyte receptor cluster member 8 EM 3.08 2024-09-11 55.56 0.98 0.01 ok
9P7Q_A P17707 S-adenosylmethionine decarboxylase alpha c X-ray 2.21 2025-06-21 93.38 0.99 0.01 ok
9SKP_B P61769 Beta-2-microglobulin X-ray 1.89 2025-09-02 94.06 0.99 0.01 ok
9DI2_A Q8TAF3 WD repeat-containing protein 48 EM 2.60 2024-09-04 88.88 0.99 0.01 ok
9DI1_A Q8TAF3 WD repeat-containing protein 48 EM 2.70 2024-09-04 88.88 0.99 0.01 ok
9SL0_B P61769 Beta-2-microglobulin X-ray 1.60 2025-09-02 94.06 0.99 0.01 ok
9SKP_A A5I8L1 MHC class I antigen X-ray 1.89 2025-09-02 90.25 0.99 0.01 ok
9P1H_A P17707 S-adenosylmethionine decarboxylase alpha c X-ray 1.81 2025-06-10 93.38 0.99 0.01 ok
9SKO_B P61769 Beta-2-microglobulin X-ray 1.49 2025-09-02 94.06 0.99 0.01 ok
9K2U_A A0A165EYK7 MHC class I antigen X-ray 2.10 2024-10-18 89.62 0.99 0.01 ok
9Q5B_A Q16539 Mitogen-activated protein kinase 14 X-ray 2.05 2025-08-20 89.75 0.99 0.01 ok
9HQ4_A P68363 Tubulin alpha-1B chain EM 3.28 2024-12-16 91.56 0.99 0.01 ok
9HCO_A P31645 Sodium-dependent serotonin transporter EM 2.78 2024-11-11 84.69 0.99 0.01 ok
9RLQ_A Q460N3 Protein mono-ADP-ribosyltransferase PARP15 X-ray 1.80 2025-06-17 79.06 0.99 0.01 ok
9GOO_AAA P00918 Carbonic anhydrase 2 X-ray 1.40 2024-09-05 97.38 0.99 0.01 ok
9RLP_A Q460N3 Protein mono-ADP-ribosyltransferase PARP15 X-ray 1.80 2025-06-17 79.06 0.99 0.01 ok
9S0V_A P05186 Alkaline phosphatase, tissue-nonspecific i X-ray 3.35 2025-07-17 93.31 0.99 0.01 ok
9RLR_A Q460N3 Protein mono-ADP-ribosyltransferase PARP15 X-ray 2.60 2025-06-17 79.06 0.99 0.01 ok
9R0L_A O43570 Carbonic anhydrase 12 X-ray 1.45 2025-04-24 87.81 0.99 0.00 ok
9DBP_A O60341 Lysine-specific histone demethylase 1A X-ray 2.66 2024-08-23 84.19 0.99 0.00 ok
9RLO_A Q460N3 Protein mono-ADP-ribosyltransferase PARP15 X-ray 1.90 2025-06-17 79.06 0.99 0.00 ok
9BSB_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.32 2024-05-13 97.06 1.00 0.00 ok
9R0U_A O43570 Carbonic anhydrase 12 X-ray 1.19 2025-04-24 87.81 1.00 0.00 ok
9R31_A O43570 Carbonic anhydrase 12 X-ray 1.25 2025-05-02 87.81 1.00 0.00 ok
9R30_A A0A2R9BYT1 Carbonic anhydrase X-ray 2.00 2025-05-02 74.38 1.00 0.00 ok
9NTB_A Q92769 Histone deacetylase 2 X-ray 1.80 2025-03-18 85.56 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.