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 2023-07-26

111
structures analysed (7 full · 6.3%)
21.8%
confidently wrong
10.9%
novel sequences
00.0%
novel & wrong
0.954
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: 2 of 111 structures (1.8%) are confidently wrong; median TM-score is 0.954.

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 0.954 — 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
8HIA_A Q15582 Transforming growth factor-beta-induced pr EM 4.90 2022-11-19 4.40 96.62 0.16 0.75 1.09 19.66 0.86 wrong
8TBX_A Q92499 ATP-dependent RNA helicase DDX1 X-ray 2.71 2023-06-29 69.20 89.82 0.52 0.90 2.52 21.48 0.80 ok
8HGA_A Q15582 Transforming growth factor-beta-induced pr NMR 2022-11-14 4.40 96.62 0.24 0.68 3.26 13.99 0.79 wrong
8FY3_A A5YKK6 CCR4-NOT transcription complex subunit 1 EM 2.88 2023-01-25 3.00 78.21 0.59 0.83 0.00 22.91 0.74 ok
8T2U_B P05106 Integrin beta-3 EM 3.10 2023-06-06 0.00 93.91 0.64 0.81 11.82 10.04 0.56 ok
8FY3_C Q9UKZ1 CCR4-NOT transcription complex subunit 11 EM 2.88 2023-01-25 100.00 novel 65.13 0.25 0.85 4.61 19.17 0.50 ok
8S90_A Q8IU99 Calcium homeostasis modulator protein 1 EM 4.73 2023-03-27 74.94 0.75 0.18 ok
8S8Z_A Q8IU99 Calcium homeostasis modulator protein 1 EM 3.91 2023-03-27 74.94 0.75 0.18 ok
8GT9_A A8MW95 Beclin-2 X-ray 2.00 2022-09-07 75.94 0.78 0.17 ok
8DZV_C P19429 cTnI peptide X-ray 1.20 2022-08-08 78.62 0.82 0.14 ok
8GMR_A Q8IU99 Calcium homeostasis modulator protein 1 EM 3.76 2023-03-27 74.94 0.82 0.14 ok
8OW4_A Q13469 Nuclear factor of activated T-cells, cytop X-ray 2.75 2023-04-27 56.72 0.76 0.13 ok
8GMP_A Q8IU99 Calcium homeostasis modulator protein 1 EM 2.80 2023-03-27 74.94 0.83 0.13 ok
8FW5_C Q12980 GATOR complex protein NPRL3 EM 3.08 2023-01-20 66.06 0.82 0.12 ok
8SW0_A P55786 Puromycin-sensitive aminopeptidase X-ray 2.30 2023-05-17 91.31 0.87 0.12 ok
8SW1_A P55786 Puromycin-sensitive aminopeptidase X-ray 3.65 2023-05-17 91.31 0.87 0.12 ok
8JKB_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2023-06-01 2.80 95.88 0.69 0.87 68.75 1.79 0.11 ok
8HLN_B P10415 Apoptosis regulator Bcl-2 X-ray 2.35 2022-11-30 72.00 0.85 0.11 ok
8OOS_P P62807 Histone H2B EM 3.29 2023-04-05 88.12 0.89 0.10 ok
8OOP_P P62807 Histone H2B EM 2.70 2023-04-05 88.12 0.89 0.09 ok
8OO7_P P62807 Histone H2B EM 2.80 2023-04-04 88.12 0.89 0.09 ok
8OOA_P P62807 Histone H2B EM 3.18 2023-04-04 88.12 0.90 0.09 ok
8HLM_B P10415 Apoptosis regulator Bcl-2 X-ray 2.52 2022-11-30 72.00 0.88 0.08 ok
8HLL_B P10415 Apoptosis regulator Bcl-2 X-ray 2.62 2022-11-30 72.00 0.89 0.08 ok
8G1Q_A Q15370 Elongin-B X-ray 3.73 2023-02-02 92.50 0.91 0.08 ok
8F7A_A Q96P70 Importin-9 EM 3.78 2022-11-18 88.25 0.92 0.07 ok
8I60_C O95619 YEATS domain-containing protein 4 X-ray 2.30 2023-01-26 91.56 0.93 0.07 ok
8CMB_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 1.84 2023-02-19 84.94 0.92 0.07 ok
8G1Q_B Q15369 Elongin-C X-ray 3.73 2023-02-02 89.81 0.93 0.07 ok
8D1B_C Q63HQ2 Pikachurin EM 3.57 2022-05-27 80.56 0.92 0.06 ok
7YV1_A P01116 Isoform 2B of GTPase KRas X-ray 1.45 2022-08-18 91.50 0.93 0.06 ok
8JJS_A P01116 Isoform 2B of GTPase KRas X-ray 1.53 2023-05-31 91.50 0.94 0.06 ok
8FW5_B Q8WTW4 GATOR complex protein NPRL2 EM 3.08 2023-01-20 69.44 0.92 0.06 ok
8CMH_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 1.64 2023-02-19 84.94 0.93 0.06 ok
8D1B_A Q6PRD1 Probable G-protein coupled receptor 179 EM 3.57 2022-05-27 42.78 0.87 0.05 ok
8GU7_C A8MW95 Beclin-2 X-ray 2.60 2022-09-11 75.94 0.93 0.05 ok
8CMI_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 2.60 2023-02-19 84.94 0.94 0.05 ok
8STH_A Q86WV6 Stimulator of interferon genes protein X-ray 1.97 2023-05-10 83.75 0.94 0.05 ok
8STI_A Q86WV6 Stimulator of interferon genes protein X-ray 1.72 2023-05-10 83.75 0.94 0.05 ok
8CMC_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 1.42 2023-02-19 84.94 0.94 0.05 ok
8OOP_O Q93077 Histone H2A EM 2.70 2023-04-05 91.00 0.95 0.05 ok
8CMF_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 2.20 2023-02-19 84.94 0.94 0.05 ok
8OOS_O Q93077 Histone H2A EM 3.29 2023-04-05 91.00 0.95 0.05 ok
8GK3_A P24462 Cytochrome P450 3A7 X-ray 2.60 2023-03-16 92.31 0.95 0.05 ok
7YL2_A O60885 Bromodomain-containing protein 4 X-ray 1.62 2022-07-25 55.31 0.91 0.05 ok
8OOA_O Q93077 Histone H2A EM 3.18 2023-04-04 91.00 0.95 0.05 ok
8OO7_O Q93077 Histone H2A EM 2.80 2023-04-04 91.00 0.95 0.05 ok
8T2V_B P05106 Integrin beta-3 EM 3.40 2023-06-06 87.00 0.95 0.05 ok
7YW3_A Q86TN4 tRNA 2'-phosphotransferase 1 X-ray 2.50 2022-08-21 85.69 0.95 0.04 ok
8FY3_B Q9H9A5 CCR4-NOT transcription complex subunit 10 EM 2.88 2023-01-25 79.25 0.95 0.04 ok
8IL7_A Q96PN6 Adenylate cyclase type 10 X-ray 1.95 2023-03-02 81.06 0.95 0.04 ok
8CME_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 2.26 2023-02-19 84.94 0.95 0.04 ok
8P01_A Q86WV6 Stimulator of interferon genes protein X-ray 2.09 2023-05-09 83.75 0.95 0.04 ok
8JKB_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2023-06-01 97.06 0.96 0.04 ok
7YUZ_A P01116 Isoform 2B of GTPase KRas X-ray 1.88 2022-08-18 91.50 0.96 0.04 ok
8CMD_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 2.54 2023-02-19 84.94 0.95 0.04 ok
8CMD_A P01903 HLA class II histocompatibility antigen, D X-ray 2.54 2023-02-19 89.19 0.96 0.04 ok
8P8C_A P28907 ADP-ribosyl cyclase/cyclic ADP-ribose hydr X-ray 1.65 2023-05-31 90.88 0.96 0.04 ok
8T2V_A P08514 Integrin alpha-IIb EM 3.40 2023-06-06 88.12 0.96 0.04 ok
8CMF_A P01903 HLA class II histocompatibility antigen, D X-ray 2.20 2023-02-19 89.19 0.96 0.04 ok
8CMG_A P01903 HLA class II histocompatibility antigen, D X-ray 1.64 2023-02-19 89.19 0.96 0.04 ok
7YL1_A P53779 Mitogen-activated protein kinase 10 X-ray 2.48 2022-07-25 79.31 0.96 0.03 ok
8T2U_A P08514 Integrin alpha-IIb EM 3.10 2023-06-06 88.12 0.96 0.03 ok
8CMI_A P01903 HLA class II histocompatibility antigen, D X-ray 2.60 2023-02-19 89.19 0.96 0.03 ok
8FW5_A O75140 GATOR complex protein DEPDC5 EM 3.08 2023-01-20 64.00 0.95 0.03 ok
8G1P_G P51531 Probable global transcription activator SN X-ray 2.70 2023-02-02 65.06 0.95 0.03 ok
8CME_A P01903 HLA class II histocompatibility antigen, D X-ray 2.26 2023-02-19 89.19 0.97 0.03 ok
8CMC_A P01903 HLA class II histocompatibility antigen, D X-ray 1.42 2023-02-19 89.19 0.97 0.03 ok
8G1Q_H P51532 Transcription activator BRG1 X-ray 3.73 2023-02-02 64.00 0.95 0.03 ok
8OOA_N P62805 Histone H4 EM 3.18 2023-04-04 89.81 0.97 0.03 ok
8OO7_N P62805 Histone H4 EM 2.80 2023-04-04 89.81 0.97 0.03 ok
8CMG_B D7RIG0 Human leukocyte antigen DR beta chain allo X-ray 1.64 2023-02-19 84.94 0.97 0.03 ok
8C2D_AAA P31947 14-3-3 protein sigma X-ray 2.15 2022-12-22 92.88 0.97 0.03 ok
8CMH_A P01903 HLA class II histocompatibility antigen, D X-ray 1.64 2023-02-19 89.19 0.97 0.03 ok
8G1P_B Q15369 Elongin-C X-ray 2.70 2023-02-02 89.81 0.97 0.03 ok
8CMB_A P01903 HLA class II histocompatibility antigen, D X-ray 1.84 2023-02-19 89.19 0.97 0.03 ok
8I79_B Q13618 Cullin-3 EM 2.80 2023-01-31 90.19 0.97 0.02 ok
8OOS_N P62805 Histone H4 EM 3.29 2023-04-05 89.81 0.97 0.02 ok
8G1P_A Q15370 Elongin-B X-ray 2.70 2023-02-02 92.50 0.98 0.02 ok
8OOP_N P62805 Histone H4 EM 2.70 2023-04-05 89.81 0.98 0.02 ok
8E13_B P61769 Beta-2-microglobulin X-ray 1.37 2022-08-09 94.06 0.98 0.02 ok
7YG3_C P61769 Beta-2-microglobulin X-ray 1.50 2022-07-11 94.06 0.98 0.02 ok
8EC5_B P61769 Beta-2-microglobulin X-ray 1.22 2022-09-01 94.06 0.98 0.02 ok
8GLA_A P12004 Proliferating cell nuclear antigen X-ray 3.77 2023-03-21 94.31 0.98 0.02 ok
7YJJ_B O75891 Cytosolic 10-formyltetrahydrofolate dehydr EM 6.31 2022-07-20 94.00 0.98 0.02 ok
8GL9_A P12004 Proliferating cell nuclear antigen X-ray 2.81 2023-03-21 94.31 0.98 0.02 ok
8E8I_B P61769 Beta-2-microglobulin X-ray 1.49 2022-08-25 94.06 0.98 0.02 ok
8G1Q_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 3.73 2023-02-02 84.44 0.98 0.02 ok
8HLN_A P04637 Cellular tumor antigen p53 X-ray 2.35 2022-11-30 75.06 0.98 0.02 ok
8OO7_M P68431 Histone H3.1 EM 2.80 2023-04-04 86.06 0.98 0.01 ok
8OOA_M P68431 Histone H3.1 EM 3.18 2023-04-04 86.06 0.98 0.01 ok
8PIQ_A O60885 Bromodomain-containing protein 4 X-ray 1.12 2023-06-22 55.31 0.98 0.01 ok
8E13_A Q5SS57 MHC class I antigen X-ray 1.37 2022-08-09 86.31 0.98 0.01 ok
8E8I_A Q5SS57 MHC class I antigen X-ray 1.49 2022-08-25 86.31 0.98 0.01 ok
8S9A_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 1.83 2023-03-27 81.75 0.99 0.01 ok
8G1P_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.70 2023-02-02 84.44 0.99 0.01 ok
8SB6_A P25440 Bromodomain containing 2 X-ray 1.80 2023-04-02 64.06 0.98 0.01 ok
8S99_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 1.71 2023-03-27 81.75 0.99 0.01 ok
8S98_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 1.87 2023-03-27 81.75 0.99 0.01 ok
8OOS_M P68431 Histone H3.1 EM 3.29 2023-04-05 86.06 0.99 0.01 ok
8OOP_M P68431 Histone H3.1 EM 2.70 2023-04-05 86.06 0.99 0.01 ok
8HLM_A P04637 Cellular tumor antigen p53 X-ray 2.52 2022-11-30 75.06 0.99 0.01 ok
7UMO_A Q13432 Protein unc-119 homolog A X-ray 2.30 2022-04-07 77.88 0.99 0.01 ok
8HLL_A P04637 Cellular tumor antigen p53 X-ray 2.62 2022-11-30 75.06 0.99 0.01 ok
7UAD_A P17706 Tyrosine-protein phosphatase non-receptor X-ray 2.04 2022-03-12 85.88 0.99 0.01 ok
8PDI_A Q92835 Phosphatidylinositol 3,4,5-trisphosphate 5 X-ray 1.30 2023-06-12 71.25 0.99 0.01 ok
8EC5_A Q5SS57 MHC class I antigen X-ray 1.22 2022-09-01 86.31 0.99 0.01 ok
8OUS_A Q12852 Mitogen-activated protein kinase kinase ki X-ray 2.20 2023-04-24 59.28 0.99 0.01 ok
8OUT_A Q12852 Mitogen-activated protein kinase kinase ki X-ray 1.94 2023-04-24 59.28 0.99 0.01 ok
8OUR_A Q12852 Mitogen-activated protein kinase kinase ki X-ray 1.95 2023-04-24 59.28 0.99 0.00 ok
7YG3_A F4NBP7 MHC class I antigen X-ray 1.50 2022-07-11 90.12 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.