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

Release week 2025-11-05

125
structures analysed (17 full · 13.6%)
75.6%
confidently wrong
10.8%
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.

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: 7 of 125 structures (5.6%) 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
9HX3_A P02766 Transthyretin EM 3.00 2025-01-06 0.00 97.94 0.28 0.48 0.54 22.56 0.95 wrong
9KCO_F P37840 Alpha-synuclein EM 3.10 2024-11-01 1.50 84.13 0.23 0.32 0.00 21.80 0.81 wrong
9KCP_D P37840 Alpha-synuclein EM 2.70 2024-11-01 0.00 84.74 0.31 0.30 0.82 22.09 0.80 wrong
9KCN_L P37840 Alpha-synuclein EM 2.60 2024-11-01 0.00 84.13 0.25 0.33 0.81 20.60 0.80 wrong
9KC2_C P37840 Alpha-synuclein EM 2.90 2024-10-31 0.00 83.97 0.29 0.32 0.82 21.50 0.79 wrong
9LQ1_A Q9Y6K1 Isoform 1 of DNA (cytosine-5)-methyltransf EM 3.36 2025-01-27 0.50 93.21 0.67 0.82 4.89 16.77 0.76 ok
9UC8_B P0DP23 Calmodulin-1 EM 3.36 2025-04-03 0.00 86.26 0.40 0.60 9.03 12.90 0.61 wrong
9U7F_B P0DP23 Calmodulin-1 EM 2.90 2025-03-24 0.00 86.26 0.50 0.73 13.02 11.32 0.55 wrong
9H5V_A P10809 60 kDa heat shock protein, mitochondrial EM 3.96 2024-10-23 0.20 91.97 0.65 0.86 19.14 12.64 0.52 ok
9HX4_A P06727 Apolipoprotein A-IV EM 3.30 2025-01-06 0.40 66.11 0.29 0.31 7.79 14.89 0.49 ok
9YMG_C Q8NI77 Kinesin-like protein KIF18A, DARPin fusion X-ray 2.41 2025-10-09 0.00 87.26 0.69 0.72 23.02 22.09 0.44 ok
9L93_C Q13772 Nuclear receptor coactivator 4 X-ray 1.73 2024-12-29 100.00 novel 61.41 0.39 0.46 15.96 9.99 0.34 ok
9H75_A Q92974 Rho guanine nucleotide exchange factor 2 NMR 2024-10-26 69.19 0.71 0.20 ok
9H5M_A O60443 Gasdermin-E, N-terminal EM 3.60 2024-10-22 77.44 0.74 0.20 ok
9UC8_A P51787 Potassium voltage-gated channel subfamily EM 3.36 2025-04-03 67.75 0.71 0.19 ok
9H7Q_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 1.72 2024-10-28 60.78 0.70 0.18 ok
9H7T_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 1.85 2024-10-28 60.78 0.71 0.18 ok
9H7S_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 1.99 2024-10-28 60.78 0.71 0.18 ok
9H7R_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 2.52 2024-10-28 60.78 0.71 0.17 ok
9H5F_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 2.30 2024-10-22 60.78 0.71 0.17 ok
9H5H_A O75030 Isoform M1 of Microphthalmia-associated tr X-ray 1.74 2024-10-22 60.78 0.72 0.17 ok
8Z87_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.73 2024-04-21 93.75 0.82 0.17 ok
9H79_A P00734 Thrombin light chain X-ray 3.00 2024-10-27 0.00 92.23 0.66 0.84 66.67 2.93 0.13 ok
9H5N_A P00734 Thrombin light chain X-ray 3.10 2024-10-22 0.00 92.23 0.64 0.83 68.33 2.87 0.13 ok
9H77_C Q99549 M-phase phosphoprotein 8 X-ray 2.01 2024-10-26 56.44 0.78 0.13 ok
9KLA_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.78 2024-11-14 62.97 0.81 0.12 ok
9ECJ_C Q14344 Guanine nucleotide-binding protein subunit EM 2.90 2024-11-14 91.44 0.87 0.12 ok
9U7F_C P15382 Potassium voltage-gated channel subfamily EM 2.90 2025-03-24 1.60 90.45 0.59 0.79 67.86 2.34 0.12 ok
9UC8_C P15382 Potassium voltage-gated channel subfamily EM 3.36 2025-04-03 0.00 89.24 0.64 0.78 68.33 2.50 0.11 ok
9UDV_A Q8TED4 Glucose-6-phosphate exchanger SLC37A2 EM 3.60 2025-04-07 83.94 0.88 0.10 ok
9UDX_A Q8TED4 Glucose-6-phosphate exchanger SLC37A2 EM 3.70 2025-04-07 83.94 0.89 0.10 ok
9UCM_A Q8TED4 Glucose-6-phosphate exchanger SLC37A2 EM 3.20 2025-04-04 83.94 0.89 0.09 ok
9U7F_A P51787 Potassium voltage-gated channel subfamily EM 2.90 2025-03-24 67.75 0.87 0.09 ok
9H5T_a P61604 10 kDa heat shock protein, mitochondrial EM 3.44 2024-10-23 87.62 0.91 0.08 ok
9H5S_a P61604 10 kDa heat shock protein, mitochondrial EM 2.98 2024-10-23 87.62 0.91 0.08 ok
9H79_B P00734 Prothrombin X-ray 3.00 2024-10-27 83.94 0.91 0.08 ok
9UDW_A Q8TED4 Glucose-6-phosphate exchanger SLC37A2 EM 3.50 2025-04-07 83.94 0.92 0.07 ok
9H5N_B P00734 Prothrombin X-ray 3.10 2024-10-22 83.94 0.92 0.07 ok
9PUO_C P41159 Leptin X-ray 3.10 2025-07-31 81.12 0.92 0.07 ok
9N94_A Q13158 FAS-associated death domain protein EM 3.07 2025-02-10 72.12 0.91 0.06 ok
9T31_A Q56A73 Spindlin-4 X-ray 2.04 2025-10-24 81.94 0.93 0.06 ok
9HIA_A P14618 Pyruvate kinase PKM X-ray 2.02 2024-11-25 96.81 0.94 0.06 ok
9NCQ_H Q13158 FAS-associated death domain protein EM 3.51 2025-02-17 72.12 0.92 0.06 ok
9ECJ_B Q86VZ1 P2Y purinoceptor 8 EM 2.90 2024-11-14 84.25 0.94 0.05 ok
9NCQ_A P25445 Tumor necrosis factor receptor superfamily EM 3.51 2025-02-17 77.88 0.93 0.05 ok
9H5T_A P10809 60 kDa heat shock protein, mitochondrial EM 3.44 2024-10-23 88.12 0.94 0.05 ok
9H5S_A P10809 60 kDa heat shock protein, mitochondrial EM 2.98 2024-10-23 88.12 0.94 0.05 ok
8Z87_R Q9BXC0 Hydroxycarboxylic acid receptor 1 EM 2.73 2024-04-21 80.94 0.94 0.05 ok
9HIC_A P14618 Pyruvate kinase PKM X-ray 2.90 2024-11-25 96.81 0.95 0.05 ok
9YEA_B P0CG48 Ubiquitin X-ray 1.83 2025-09-23 88.62 0.94 0.05 ok
9HIB_A P14618 Pyruvate kinase PKM X-ray 2.17 2024-11-25 96.81 0.95 0.05 ok
9KLY_A Q9H8M2 Bromodomain-containing protein 9 X-ray 2.15 2024-11-15 62.97 0.93 0.05 ok
9YE9_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 2.01 2025-09-23 96.50 0.95 0.04 ok
9QJZ_C Q14676 Mediator of DNA damage checkpoint protein X-ray 2.31 2025-03-19 32.48 0.37 0.81 67.50 2.10 0.04 ok
9WJH_A Q16572 Maltose/maltodextrin-binding periplasmic p EM 3.40 2025-08-31 76.19 0.95 0.04 ok
9NZN_A P01116 Isoform 2B of GTPase KRas X-ray 1.50 2025-04-01 91.50 0.96 0.04 ok
9OGS_C P0C0S5 Histone H2A.Z EM 3.05 2025-05-01 90.38 0.95 0.04 ok
9UGA_A Q6SZW1 NAD(+) hydrolase SARM1 EM 3.06 2025-04-11 85.69 0.95 0.04 ok
9NZM_A P01116 Isoform 2B of GTPase KRas X-ray 1.59 2025-04-01 91.50 0.96 0.04 ok
9WJI_A Q16572 Maltose/maltodextrin-binding periplasmic p EM 3.40 2025-08-31 76.19 0.95 0.04 ok
9H6P_A O95848 Uridine diphosphate glucose pyrophosphatas X-ray 3.16 2024-10-24 94.69 0.96 0.04 ok
9ND3_A O60674 Tyrosine-protein kinase JAK2 X-ray 1.62 2025-02-17 86.88 0.96 0.04 ok
9Q3F_A Q9UL18 Protein argonaute-1 EM 3.30 2025-08-18 91.00 0.96 0.04 ok
8Z87_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.73 2024-04-21 89.56 0.96 0.04 ok
9OGZ_C P0C0S5 Histone H2A.Z EM 3.05 2025-05-02 90.38 0.96 0.04 ok
9OGZ_A Q71DI3 Histone H3.2 EM 3.05 2025-05-02 86.00 0.96 0.03 ok
9OH2_C P0C0S5 Histone H2A.Z EM 3.14 2025-05-02 90.38 0.96 0.03 ok
9OGS_A Q71DI3 Histone H3.2 EM 3.05 2025-05-01 86.00 0.96 0.03 ok
9ND5_A O60674 Tyrosine-protein kinase JAK2 X-ray 2.40 2025-02-17 86.88 0.96 0.03 ok
9KLZ_A Q4U2R8 Solute carrier family 22 member 6 EM 3.88 2024-11-15 83.06 0.96 0.03 ok
9KM1_A Q9H8M2 Bromodomain-containing protein 9 X-ray 2.68 2024-11-15 62.97 0.95 0.03 ok
9OGS_B P62805 Histone H4 EM 3.05 2025-05-01 89.81 0.97 0.03 ok
9LQ1_B P56279 T-cell leukemia/lymphoma protein 1A EM 3.36 2025-01-27 90.12 0.97 0.03 ok
9OH1_C P0C0S5 Histone H2A.Z EM 3.09 2025-05-02 90.38 0.97 0.03 ok
9BN7_A P01375 Tumor necrosis factor X-ray 1.92 2024-05-02 84.56 0.97 0.03 ok
9OH2_B P62805 Histone H4 EM 3.14 2025-05-02 89.81 0.97 0.03 ok
9OGS_D P06899 Histone H2B type 1-J EM 3.05 2025-05-01 85.50 0.97 0.03 ok
9OH0_C P0C0S5 Histone H2A.Z EM 2.78 2025-05-02 90.38 0.97 0.02 ok
9OGZ_D P06899 Histone H2B type 1-J EM 3.05 2025-05-02 85.50 0.97 0.02 ok
9OGZ_B P62805 Histone H4 EM 3.05 2025-05-02 89.81 0.97 0.02 ok
9OGR_C P0C0S5 Histone H2A.Z EM 2.78 2025-05-01 90.38 0.98 0.02 ok
9QZQ_A Q14973 Sodium/bile acid cotransporter EM 3.11 2025-04-23 83.50 0.97 0.02 ok
9M6P_AAA Q99640 Membrane-associated tyrosine- and threonin X-ray 2.38 2025-03-07 75.69 0.97 0.02 ok
9YEA_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 1.83 2025-09-23 96.50 0.98 0.02 ok
9S9T_A P05771 Isoform Beta-II of Protein kinase C beta t X-ray 3.42 2025-08-06 85.50 0.98 0.02 ok
9OH1_B P62805 Histone H4 EM 3.09 2025-05-02 89.81 0.98 0.02 ok
9KKK_A Q4U2R8 Solute carrier family 22 member 6 EM 3.85 2024-11-13 83.06 0.98 0.02 ok
9OGR_B P62805 Histone H4 EM 2.78 2025-05-01 89.81 0.98 0.02 ok
9OH2_A Q71DI3 Histone H3.2 EM 3.14 2025-05-02 86.00 0.98 0.02 ok
9OH0_B P62805 Histone H4 EM 2.78 2025-05-02 89.81 0.98 0.02 ok
9OH2_D P06899 Histone H2B type 1-J EM 3.14 2025-05-02 85.50 0.98 0.02 ok
9OH0_A Q71DI3 Histone H3.2 EM 2.78 2025-05-02 86.00 0.98 0.02 ok
9N88_C Q15369 Elongin-C EM 2.60 2025-02-07 89.81 0.98 0.02 ok
9QJZ_A Q9H2K2 Poly [ADP-ribose] polymerase tankyrase-2 X-ray 2.31 2025-03-19 83.81 0.98 0.02 ok
9OGR_A Q71DI3 Histone H3.2 EM 2.78 2025-05-01 86.00 0.98 0.02 ok
9OH1_A Q71DI3 Histone H3.2 EM 3.09 2025-05-02 86.00 0.98 0.02 ok
9E6U_A Q9H6P5 Threonine aspartase 1 X-ray 2.49 2024-10-31 86.81 0.98 0.01 ok
9R10_A Q96FL8 Multidrug and toxin extrusion protein 1 EM 3.30 2025-04-24 85.81 0.98 0.01 ok
9N88_A O75460 Serine/threonine-protein kinase/endoribonu EM 2.60 2025-02-07 72.69 0.98 0.01 ok
9OH1_D P06899 Histone H2B type 1-J EM 3.09 2025-05-02 85.50 0.99 0.01 ok
9UNX_A Q4U2R8 Solute carrier family 22 member 6 EM 3.45 2025-04-24 83.06 0.99 0.01 ok
9OGR_D P06899 Histone H2B type 1-J EM 2.78 2025-05-01 85.50 0.99 0.01 ok
9WH2_A P62942 Peptidyl-prolyl cis-trans isomerase FKBP1A X-ray 2.00 2025-08-25 96.25 0.99 0.01 ok
9SH5_A P05186 Alkaline phosphatase, tissue-nonspecific i EM 2.27 2025-08-25 93.31 0.99 0.01 ok
9YTY_A Q16539 Mitogen-activated protein kinase 14 X-ray 2.25 2025-10-21 89.75 0.99 0.01 ok
9OH0_D P06899 Histone H2B type 1-J EM 2.78 2025-05-02 85.50 0.99 0.01 ok
9V8D_A P37231 Peroxisome proliferator-activated receptor X-ray 1.44 2025-05-29 76.12 0.99 0.01 ok
9R1G_A Q96FL8 Multidrug and toxin extrusion protein 1 EM 2.95 2025-04-26 85.81 0.99 0.01 ok
9KL5_A Q4U2R8 Solute carrier family 22 member 6 EM 3.33 2024-11-14 83.06 0.99 0.01 ok
9R1F_A Q96FL8 Multidrug and toxin extrusion protein 1 EM 2.31 2025-04-26 85.81 0.99 0.01 ok
9R1E_A Q96FL8 Multidrug and toxin extrusion protein 1 EM 3.20 2025-04-26 85.81 0.99 0.01 ok
9ECJ_D P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2024-11-14 97.06 0.99 0.01 ok
9V8F_A P37231 Peroxisome proliferator-activated receptor X-ray 1.75 2025-05-29 76.12 0.99 0.01 ok
9N88_B P40337 von Hippel-Lindau disease tumor suppressor EM 2.60 2025-02-07 84.44 0.99 0.01 ok
9SRK_A Q9BWP8 Collectin-11 X-ray 1.80 2025-09-24 78.31 0.99 0.01 ok
9V8G_A P37231 Peroxisome proliferator-activated receptor X-ray 1.39 2025-05-29 76.12 0.99 0.01 ok
9H5X_A P02766 Transthyretin X-ray 1.70 2024-10-23 88.00 0.99 0.01 ok
9V8E_A P37231 Peroxisome proliferator-activated receptor X-ray 1.70 2025-05-29 76.12 0.99 0.01 ok
9HTR_A P30405 Peptidyl-prolyl cis-trans isomerase F, mit X-ray 2.25 2024-12-19 88.31 0.99 0.01 ok
9H0S_A P30405 Peptidyl-prolyl cis-trans isomerase F, mit X-ray 1.45 2024-10-08 88.31 0.99 0.01 ok
8Z87_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.73 2024-04-21 97.06 0.99 0.01 ok
9V8H_A P37231 Peroxisome proliferator-activated receptor X-ray 1.39 2025-05-29 76.12 0.99 0.00 ok
9VG4_A Q9C0B1 Alpha-ketoglutarate-dependent dioxygenase X-ray 2.30 2025-06-12 91.00 1.00 0.00 ok
9H5Y_A P02766 Transthyretin X-ray 1.67 2024-10-23 88.00 1.00 0.00 ok
9H5U_A P10809 60 kDa heat shock protein, mitochondrial EM 3.14 2024-10-23 88.12 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.