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

Release week 2026-04-08

118
structures analysed (27 full · 22.9%)
43.4%
confidently wrong
21.7%
novel sequences
10.8%
novel & wrong
0.972
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: 4 of 118 structures (3.4%) are confidently wrong; median TM-score is 0.972.

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 0.972 — 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
9U02_A Q08431 Lactadherin EM 2.70 2026-01-26 34.00 93.83 0.32 0.61 1.00 15.76 0.82 wrong
9RIV_A P05067 Amyloid-beta protein 40 EM 2.63 2025-06-11 0.00 46.83 0.30 0.50 0.00 20.31 0.45 ok
9RIW_A P05067 Amyloid-beta protein 40 EM 3.10 2025-06-11 0.00 54.42 0.23 0.60 13.46 10.11 0.34 ok
9ZZ4_A Q9NZU7 Calcium-binding protein 1 NMR 2026-01-06 0.00 77.29 0.52 0.81 27.12 6.69 0.31 ok
21AG_C P09471 Guanine nucleotide-binding protein G(o) su EM 3.13 2025-12-04 41.50 93.50 0.76 0.75 35.36 6.10 0.30 ok
9QPO_E Q9NZL9 Isoform 2 of Methionine adenosyltransferas EM 2.60 2025-03-27 0.00 78.96 0.42 0.58 32.69 5.22 0.26 wrong
9T9W_C P25963 NF-kappa-B inhibitor alpha X-ray 1.16 2025-11-17 65.38 0.29 0.51 35.00 4.90 0.20 ok
9Q2B_G Q06609 DNA repair protein RAD51 homolog 1 EM 3.20 2025-08-14 91.44 0.81 0.17 ok
9Q2B_C O43502 DNA repair protein RAD51 homolog 3 EM 3.20 2025-08-14 84.38 0.84 0.14 ok
9Z30_A Q6VY07 Phosphofurin acidic cluster sorting protei NMR 2025-11-05 64.81 0.81 0.12 ok
9Q2B_D O75771 DNA repair protein RAD51 homolog 4 EM 3.20 2025-08-14 88.06 0.88 0.10 ok
9JB7_A Q92887 ATP-binding cassette sub-family C member 2 EM 3.55 2024-08-26 81.19 0.88 0.10 ok
9VEF_B Q9P1T7 MyoD family inhibitor domain-containing pr EM 3.75 2025-06-09 100.00 novel 60.76 0.39 0.79 56.82 3.04 0.10 ok
9RCS_A P40199 Cell adhesion molecule CEACAM6 X-ray 3.01 2025-05-29 88.19 0.89 0.09 ok
9Q2B_R O43542 DNA repair protein XRCC3 EM 3.20 2025-08-14 87.31 0.89 0.09 ok
9QPP_E Q9NZL9 Isoform 1 of Methionine adenosyltransferas EM 2.60 2025-03-27 94.00 0.90 0.09 ok
9OVV_E O95406 Protein cornichon homolog 1 EM 3.76 2025-05-31 84.31 0.89 0.09 ok
21AG_R P30939 5-hydroxytryptamine receptor 1F EM 3.13 2025-12-04 53.50 90.85 0.92 0.84 77.71 2.12 0.09 ok
21AH_R P30939 5-hydroxytryptamine receptor 1F EM 3.18 2025-12-04 53.50 90.85 0.93 0.84 78.17 2.10 0.09 ok
9TDZ_B Q9HAW4 Claspin X-ray 1.35 2025-11-24 31.16 0.35 0.65 42.50 4.45 0.08 ok
9RAP_B Q15596 Nuclear receptor coactivator 2 X-ray 2.20 2025-05-21 47.59 0.84 0.08 ok
9TES_B Q53EL6 Programmed cell death protein 4 X-ray 1.22 2025-11-26 35.02 0.32 0.64 47.73 3.51 0.08 ok
9RCU_A P40199 Cell adhesion molecule CEACAM6 X-ray 2.99 2025-05-29 88.19 0.92 0.07 ok
9UAU_A P24941 Cyclin-dependent kinase 2 X-ray 1.47 2025-04-01 88.44 0.92 0.07 ok
23XM_A P19634 Sodium/hydrogen exchanger 1 EM 3.24 2026-02-24 0.00 86.47 0.96 0.89 83.51 1.67 0.07 ok
23XK_A P19634 Sodium/hydrogen exchanger 1 EM 3.10 2026-02-24 0.00 86.47 0.96 0.88 83.27 1.65 0.07 ok
9VEE_D A0A1B0GVS7 MyoD family inhibitor domain-containing pr EM 3.36 2025-06-09 100.00 novel 72.42 0.49 0.86 82.14 2.21 0.07 wrong
9RSC_7 Q9H7D7 WD repeat-containing protein 26 EM 3.42 2025-07-01 79.19 0.91 0.07 ok
9RSD_7 Q9H7D7 WD repeat-containing protein 26 EM 3.38 2025-07-01 79.19 0.91 0.07 ok
9UAW_A P24941 Cyclin-dependent kinase 2 X-ray 1.72 2025-04-01 88.44 0.92 0.07 ok
23XO_A P19634 Sodium/hydrogen exchanger 1 EM 3.16 2026-02-24 0.00 86.47 0.96 0.89 85.65 1.60 0.07 ok
9SYA_A P61570 Surface protein X-ray 2.25 2025-10-10 68.25 0.91 0.06 ok
9QTG_B P63165 Small ubiquitin-related modifier 1 X-ray 1.55 2025-04-08 78.31 0.92 0.06 ok
9YR9_A P27448 MAP/microtubule affinity-regulating kinase X-ray 2.40 2025-10-16 68.25 0.91 0.06 ok
9UBD_B P06899 Histone H2B type 1-J X-ray 2.53 2025-04-02 85.50 0.94 0.06 ok
9YSQ_A P27448 MAP/microtubule affinity-regulating kinase X-ray 2.40 2025-10-19 68.25 0.92 0.05 ok
21AG_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.13 2025-12-04 0.00 94.40 0.91 0.94 93.75 1.10 0.05 ok
9SPA_C Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 1.79 2025-09-16 90.69 0.95 0.05 ok
29MP_A P49761 Dual specificity protein kinase CLK3 X-ray 2.50 2026-03-23 0.00 96.63 0.98 0.97 94.85 1.45 0.05 ok
9UBD_A P0C0S5 Histone H2A.Z X-ray 2.53 2025-04-02 90.38 0.95 0.05 ok
9ZZ4_B Q13936 Voltage-dependent L-type calcium channel s NMR 2026-01-06 0.00 65.74 0.57 0.92 84.78 1.18 0.05 ok
9ZZW_A P27448 MAP/microtubule affinity-regulating kinase X-ray 2.76 2026-01-08 68.25 0.93 0.05 ok
9VIN_A P19438 Tumor necrosis factor receptor superfamily EM 3.41 2025-06-18 71.38 0.94 0.04 ok
9RSD_B O60885 Bromodomain-containing protein 4 EM 3.38 2025-07-01 55.31 0.92 0.04 ok
9GUA_B P62166 Neuronal calcium sensor 1 X-ray 1.65 2024-09-19 87.81 0.95 0.04 ok
9JKI_A Q01959 Sodium-dependent dopamine transporter EM 2.69 2024-09-16 86.94 0.95 0.04 ok
11OY_A Q16539 Mitogen-activated protein kinase 14 X-ray 2.02 2026-03-06 0.00 92.77 0.98 0.95 94.66 1.21 0.04 ok
28KD_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.02 2026-02-04 0.50 94.97 0.99 0.98 95.93 0.81 0.04 ok
29MO_A P49761 Dual specificity protein kinase CLK3 X-ray 2.10 2026-03-23 0.00 96.47 0.99 0.98 96.96 1.22 0.04 ok
10HZ_A O14757 Serine/threonine-protein kinase Chk1 X-ray 1.67 2026-01-21 0.00 91.63 0.98 0.95 94.37 1.00 0.04 ok
9RDF_A P30613 Isoform L-type of Pyruvate kinase PKLR X-ray 1.62 2025-06-02 90.69 0.96 0.04 ok
21AG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.13 2025-12-04 2.30 97.16 0.99 0.94 97.56 0.67 0.04 ok
9RSC_Y P62699 Protein yippee-like 5 EM 3.42 2025-07-01 93.06 0.96 0.04 ok
9UED_A Q8NET8 Transient receptor potential cation channe EM 3.29 2025-04-08 76.50 0.95 0.04 ok
9RSD_Y P62699 Protein yippee-like 5 EM 3.38 2025-07-01 93.06 0.96 0.04 ok
9RSC_B O60885 Bromodomain-containing protein 4 EM 3.42 2025-07-01 55.31 0.93 0.04 ok
9JKK_A Q01959 Sodium-dependent dopamine transporter EM 3.00 2024-09-16 86.94 0.96 0.04 ok
10IA_A O14757 Serine/threonine-protein kinase Chk1 X-ray 1.74 2026-01-21 0.00 91.63 0.98 0.95 95.23 0.93 0.04 ok
9V9C_A P19438 Tumor necrosis factor receptor superfamily EM 2.62 2025-05-30 71.38 0.95 0.04 ok
9Z2H_A P00533 Epidermal growth factor receptor X-ray 2.45 2025-11-05 0.00 80.47 0.44 0.93 98.61 0.72 0.03 wrong
9JKH_A Q01959 Sodium-dependent dopamine transporter EM 3.20 2024-09-16 86.94 0.96 0.03 ok
9RVT_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.39 2025-07-08 90.69 0.97 0.03 ok
10HY_A O14757 Serine/threonine-protein kinase Chk1 X-ray 2.03 2026-01-21 0.00 91.77 0.99 0.96 96.46 0.82 0.03 ok
9P24_A Q14524 Sodium channel protein type 5 subunit alph EM 3.48 2025-06-11 67.25 0.96 0.03 ok
9ZXM_A Q16531 DNA damage-binding protein 1 X-ray 2.19 2026-01-05 92.00 0.97 0.02 ok
9JKM_A Q01959 Sodium-dependent dopamine transporter EM 3.44 2024-09-16 86.94 0.97 0.02 ok
9V9E_A Q13546 Receptor-interacting serine/threonine-prot EM 2.87 2025-05-30 69.75 0.97 0.02 ok
9QKQ_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 1.74 2025-03-20 75.19 0.97 0.02 ok
9ZXN_A Q16531 DNA damage-binding protein 1 X-ray 2.07 2026-01-05 92.00 0.97 0.02 ok
9GUZ_A P62166 Neuronal calcium sensor 1 X-ray 2.28 2024-09-20 87.81 0.98 0.02 ok
9QN5_B Q9UBT2 SUMO-activating enzyme subunit 2 X-ray 1.97 2025-03-24 85.25 0.97 0.02 ok
9VIN_E Q15628 Tumor necrosis factor receptor type 1-asso EM 3.41 2025-06-18 83.25 0.98 0.02 ok
9Q2B_X O43543 DNA repair protein XRCC2 EM 3.20 2025-08-14 87.12 0.98 0.02 ok
9SFS_A Q07869 Peroxisome proliferator-activated receptor X-ray 2.00 2025-08-20 80.19 0.98 0.02 ok
9UA8_A Q6IQ43 Tyrosine-protein phosphatase non-receptor X-ray 2.00 2025-03-31 85.88 0.98 0.02 ok
9MPI_A O60885 Bromodomain-containing protein 4 X-ray 2.87 2024-12-30 55.31 0.97 0.02 ok
9JKJ_A Q01959 Sodium-dependent dopamine transporter EM 2.69 2024-09-16 86.94 0.98 0.02 ok
9VIN_i Q13546 Receptor-interacting serine/threonine-prot EM 3.41 2025-06-18 69.75 0.98 0.02 ok
9U7T_B Q5TAQ9 DDB1- and CUL4-associated factor 8 EM 3.10 2025-03-25 74.38 0.98 0.01 ok
9MPD_A O60885 Bromodomain-containing protein 4 X-ray 2.50 2024-12-30 55.31 0.97 0.01 ok
9MPF_A Q15059 Bromodomain-containing protein 3 X-ray 2.70 2024-12-30 66.88 0.98 0.01 ok
9MPK_A Q15059 Bromodomain-containing protein 3 X-ray 2.70 2024-12-30 66.88 0.98 0.01 ok
9V5P_A P26358 DNA (cytosine-5)-methyltransferase 1 EM 2.85 2025-05-26 77.81 0.98 0.01 ok
9Y8O_A Q53G59 Kelch-like protein 12 X-ray 1.29 2025-09-11 93.31 0.99 0.01 ok
9Y8V_A Q53G59 Kelch-like protein 12 X-ray 1.27 2025-09-11 93.31 0.99 0.01 ok
9Y8S_A Q53G59 Kelch-like protein 12 X-ray 1.29 2025-09-11 93.31 0.99 0.01 ok
9VGD_A Q15628 Tumor necrosis factor receptor type 1-asso EM 3.30 2025-06-13 83.25 0.98 0.01 ok
9Y8U_A Q53G59 Kelch-like protein 12 X-ray 1.01 2025-09-11 93.31 0.99 0.01 ok
9Y8N_A Q53G59 Kelch-like protein 12 X-ray 1.31 2025-09-11 93.31 0.99 0.01 ok
9Y8J_A Q53G59 Kelch-like protein 12 X-ray 2.70 2025-09-11 93.31 0.99 0.01 ok
9Y8R_A Q53G59 Kelch-like protein 12 X-ray 1.33 2025-09-11 93.31 0.99 0.01 ok
9Y8Q_A Q53G59 Kelch-like protein 12 X-ray 1.20 2025-09-11 93.31 0.99 0.01 ok
9Y8M_A Q53G59 Kelch-like protein 12 X-ray 1.33 2025-09-11 93.31 0.99 0.01 ok
9Y8T_A Q53G59 Kelch-like protein 12 X-ray 1.40 2025-09-11 93.31 0.99 0.01 ok
9Y8K_A Q53G59 Kelch-like protein 12 X-ray 1.27 2025-09-11 93.31 0.99 0.01 ok
9Y8L_A Q53G59 Kelch-like protein 12 X-ray 1.27 2025-09-11 93.31 0.99 0.01 ok
9UB2_A Q02127 Dihydroorotate dehydrogenase (quinone), mi X-ray 1.90 2025-04-02 96.12 0.99 0.01 ok
9MPN_A Q15059 Bromodomain-containing protein 3 X-ray 1.60 2024-12-30 66.88 0.98 0.01 ok
9MPJ_A P25440 Bromodomain-containing protein 2 X-ray 2.92 2024-12-30 64.06 0.98 0.01 ok
9MPM_A Q15059 Bromodomain-containing protein 3 X-ray 2.60 2024-12-30 66.88 0.98 0.01 ok
9QN5_A Q9UBE0 SUMO-activating enzyme subunit 1 X-ray 1.97 2025-03-24 91.44 0.99 0.01 ok
9RFQ_A P30613 Isoform L-type of Pyruvate kinase PKLR X-ray 2.38 2025-06-04 90.69 0.99 0.01 ok
9MPG_A P25440 Bromodomain-containing protein 2 X-ray 1.80 2024-12-30 64.06 0.99 0.01 ok
9MPL_A P25440 Bromodomain-containing protein 2 X-ray 3.11 2024-12-30 64.06 0.99 0.01 ok
9U7T_A Q16531 DNA damage-binding protein 1 EM 3.10 2025-03-25 92.00 0.99 0.01 ok
9RFT_A P30613 Isoform L-type of Pyruvate kinase PKLR X-ray 2.27 2025-06-04 90.69 0.99 0.01 ok
9MPH_A Q15059 Bromodomain-containing protein 3 X-ray 2.25 2024-12-30 66.88 0.99 0.01 ok
9QPO_A P31153 S-adenosylmethionine synthase isoform type EM 2.60 2025-03-27 96.06 0.99 0.01 ok
9QPP_A P31153 S-adenosylmethionine synthase isoform type EM 2.60 2025-03-27 96.06 0.99 0.01 ok
9UD7_A Q16769 Glutaminyl-peptide cyclotransferase X-ray 2.49 2025-04-06 92.44 0.99 0.01 ok
9TFU_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.00 2025-11-27 79.69 0.99 0.01 ok
9R18_A Q99523 Sortilin X-ray 2.80 2025-04-25 82.88 0.99 0.01 ok
9TES_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 1.22 2025-11-26 79.69 0.99 0.00 ok
9T95_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.15 2025-11-13 79.69 0.99 0.00 ok
9T8Y_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 1.79 2025-11-13 79.69 0.99 0.00 ok
9TG7_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 1.68 2025-11-28 79.69 0.99 0.00 ok
9T9W_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 1.16 2025-11-17 79.69 1.00 0.00 ok
9TDZ_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 1.35 2025-11-24 79.69 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.