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

Release week 2024-09-25

100
structures analysed (7 full · 7.0%)
55.0%
confidently wrong
22.0%
novel sequences
22.0%
novel & wrong
0.95
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 100 structures (5.0%) are confidently wrong; median TM-score is 0.95.

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 0.95 — 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
9A8S_A P02647 Membrane Scaffold Protein (MSP) Apolipopro Integrative 2024-09-05 0.00 80.19 0.44 0.84 0.00 18.38 0.78 wrong
8UXQ_A P45973 Chromobox protein homolog 5 EM 6.30 2023-11-09 2.50 77.68 0.37 0.56 8.38 14.93 0.52 wrong
8TB9_B Q92833 Protein Jumonji EM 4.00 2023-06-28 0.00 60.36 0.43 0.29 11.21 10.10 0.36 ok
8ZPT_L P81277 Prolactin-releasing peptide PrRP20 EM 2.96 2024-05-31 100.00 novel 70.91 0.23 0.70 37.50 5.20 0.21 wrong
8ZPS_L P81277 Prolactin-releasing peptide PrRP20 EM 2.97 2024-05-31 100.00 novel 70.91 0.25 0.75 40.00 5.09 0.20 wrong
8RX1_e Q6P582 Mitotic-spindle organizing protein 2A EM 3.57 2024-02-06 65.06 0.73 0.17 ok
8S8O_A P13861 cAMP-dependent protein kinase type II-alph NMR 2024-03-06 2.00 84.59 0.47 0.72 53.12 3.31 0.15 wrong
8WF6_E P07359 S559 phosphorylated peptide X-ray 2.47 2023-09-19 64.31 0.77 0.15 ok
8QJ2_B P63092 Guanine nucleotide-binding protein G(s) su EM 3.40 2023-09-12 91.31 0.84 0.14 ok
8T9G_M Q6ZN18 Zinc finger protein AEBP2 EM 6.20 2023-06-23 61.84 0.78 0.14 ok
8QJ2_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2023-09-12 89.56 0.85 0.14 ok
8ZPS_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.97 2024-05-31 91.31 0.85 0.13 ok
8T9G_C Q15910 Histone-lysine N-methyltransferase EZH2 EM 6.20 2023-06-23 76.25 0.84 0.12 ok
8TB9_E Q15910 Histone-lysine N-methyltransferase EZH2 EM 4.00 2023-06-28 76.25 0.84 0.12 ok
8TAS_E Q15910 Histone-lysine N-methyltransferase EZH2 EM 4.10 2023-06-27 76.25 0.85 0.11 ok
8ZPT_A P63092 Guanine nucleotide-binding protein G(324) EM 2.96 2024-05-31 91.31 0.88 0.11 ok
8RQC_B Q13422 DNA-binding protein Ikaros X-ray 2.15 2024-01-17 47.75 0.78 0.10 ok
8TAS_Y Q6ZN18 Zinc finger protein AEBP2 EM 4.10 2023-06-27 61.84 0.84 0.10 ok
8WIE_A P02794 Peptide 10-1,Ferritin heavy chain X-ray 2.30 2023-09-24 95.31 0.90 0.09 ok
8QKI_A P08034 Gap junction beta-1 protein EM 3.46 2023-09-15 80.25 0.89 0.09 ok
8RX1_G Q96SN8 CM1 EM 3.57 2024-02-06 1.00 82.38 0.65 0.93 71.77 1.93 0.09 ok
8WM3_A Q9NP91 Sodium- and chloride-dependent transporter EM 3.34 2023-10-02 93.12 0.90 0.09 ok
8QK6_A P08034 Gap junction beta-1 protein EM 3.18 2023-09-14 80.25 0.89 0.09 ok
8TB9_Y Q6ZN18 Zinc finger protein AEBP2 EM 4.00 2023-06-28 61.84 0.87 0.08 ok
8RX1_1 P23258 Tubulin gamma-1 chain EM 3.57 2024-02-06 91.62 0.91 0.08 ok
8YZS_A Q96RE7 Nucleus accumbens-associated protein 1 X-ray 2.31 2024-04-08 63.06 0.88 0.08 ok
8ZPT_R P49683 Prolactin-releasing peptide receptor EM 2.96 2024-05-31 80.56 0.91 0.07 ok
8TB9_A P07305 Histone H1.0 EM 4.00 2023-06-28 68.75 0.90 0.07 ok
8WRD_A Q05940 Synaptic vesicular amine transporter EM 3.05 2023-10-13 77.69 0.91 0.07 ok
8QKO_A P17302 Gap junction alpha-1 protein EM 3.73 2023-09-16 69.81 0.90 0.07 ok
8ZPS_R P49683 Prolactin-releasing peptide receptor EM 2.97 2024-05-31 80.56 0.92 0.07 ok
8QJF_A P08034 Gap junction beta-1 protein EM 2.86 2023-09-13 80.25 0.92 0.07 ok
8ZPS_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.97 2024-05-31 89.56 0.92 0.07 ok
8WRE_A Q05940 Synaptic vesicular amine transporter EM 2.90 2023-10-13 77.69 0.91 0.07 ok
8WM3_B Q9BYF1 Angiotensin-converting enzyme 2 EM 3.34 2023-10-02 90.69 0.93 0.06 ok
8WVG_A Q05940 Synaptic vesicular amine transporter EM 3.18 2023-10-23 77.69 0.92 0.06 ok
8RX1_a Q08AG7 Mitotic-spindle organizing protein 1 EM 3.57 2024-02-06 92.19 0.93 0.06 ok
8RX1_L Q96RT7 Gamma-tubulin complex component 6 EM 3.57 2024-02-06 59.56 0.90 0.06 ok
8WFP_A P53350 Serine/threonine-protein kinase PLK1 X-ray 1.99 2023-09-20 84.06 0.93 0.06 ok
8ZPT_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.96 2024-05-31 89.56 0.94 0.05 ok
8SUY_B P52298 Nuclear cap-binding protein subunit 2 EM 3.38 2023-05-14 93.44 0.95 0.05 ok
8T9G_L Q09028 Histone-binding protein RBBP4 EM 6.20 2023-06-23 91.69 0.95 0.05 ok
8SRR_B P52298 Nuclear cap-binding protein subunit 2 EM 3.22 2023-05-06 93.44 0.95 0.05 ok
8VK8_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 2.99 2024-01-08 96.50 0.95 0.05 ok
8RX1_I Q9UGJ1 Gamma-tubulin complex component 4 EM 3.57 2024-02-06 82.00 0.94 0.05 ok
9CD7_A P22607 Fibroblast growth factor receptor 3 X-ray 2.53 2024-06-24 74.19 0.94 0.04 ok
8RX1_A Q9BSJ2 Gamma-tubulin complex component 2 EM 3.57 2024-02-06 75.62 0.94 0.04 ok
8VK9_A P62837 Ubiquitin-conjugating enzyme E2 D2 X-ray 2.00 2024-01-08 96.50 0.96 0.04 ok
8T9G_B Q15022 Polycomb protein SUZ12 EM 6.20 2023-06-23 71.00 0.94 0.04 ok
8TB9_D Q15022 Polycomb protein SUZ12 EM 4.00 2023-06-28 71.00 0.94 0.04 ok
8TAS_D Q15022 Polycomb protein SUZ12 EM 4.10 2023-06-27 71.00 0.94 0.04 ok
9CD5_A P11362 Fibroblast growth factor receptor 1 X-ray 2.94 2024-06-24 73.88 0.94 0.04 ok
8RX1_J Q96RT8 Gamma-tubulin complex component 5 EM 3.57 2024-02-06 69.19 0.94 0.04 ok
9BS4_A P18858 DNA ligase 1 X-ray 2.40 2024-05-12 76.75 0.95 0.04 ok
9BS3_A P18858 DNA ligase 1 X-ray 2.69 2024-05-12 76.75 0.95 0.04 ok
8RX1_B Q96CW5 Gamma-tubulin complex component 3 EM 3.57 2024-02-06 73.69 0.95 0.04 ok
8RQ9_A Q96SW2 Protein cereblon X-ray 2.91 2024-01-17 86.62 0.96 0.04 ok
8RQ1_A Q96SW2 Protein cereblon X-ray 3.11 2024-01-17 86.62 0.96 0.03 ok
8TAS_O Q09028 Histone-binding protein RBBP4 EM 4.10 2023-06-27 91.69 0.96 0.03 ok
8QJH_A P08034 Gap junction beta-1 protein EM 2.91 2023-09-13 80.25 0.96 0.03 ok
8TB9_O Q09028 Histone-binding protein RBBP4 EM 4.00 2023-06-28 91.69 0.96 0.03 ok
8RQA_A Q96SW2 Protein cereblon X-ray 2.50 2024-01-17 86.62 0.96 0.03 ok
8V0E_A Q86YT6 E3 ubiquitin-protein ligase MIB1 X-ray 2.39 2023-11-17 83.56 0.96 0.03 ok
9EOY_A Q9UQM7 Calcium/calmodulin-dependent protein kinas X-ray 2.10 2024-03-15 85.81 0.97 0.03 ok
8T9G_F O75530 Polycomb protein EED EM 6.20 2023-06-23 86.50 0.97 0.03 ok
8RQ8_A Q96SW2 Protein cereblon X-ray 2.19 2024-01-17 86.62 0.97 0.03 ok
8RQ9_B O60885 Bromodomain-containing protein 4 X-ray 2.91 2024-01-17 55.31 0.95 0.03 ok
9J2N_A Q6PXP3 Solute carrier family 2, facilitated gluco EM 3.30 2024-08-07 87.88 0.97 0.03 ok
8TAS_G O75530 Polycomb protein EED EM 4.10 2023-06-27 86.50 0.97 0.02 ok
9BVD_C Q05066 Sex-determining region Y protein X-ray 2.48 2024-05-20 67.62 0.97 0.02 ok
9B3S_A P48730 Casein kinase I isoform delta X-ray 2.40 2024-03-20 81.00 0.97 0.02 ok
8TB9_G O75530 Polycomb protein EED EM 4.00 2023-06-28 86.50 0.97 0.02 ok
8WE2_A P63104 14-3-3 protein zeta/delta X-ray 2.11 2023-09-16 93.94 0.98 0.02 ok
8RQC_A Q96SW2 Protein cereblon X-ray 2.15 2024-01-17 86.62 0.98 0.02 ok
9INR_A Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.93 2024-07-08 91.62 0.98 0.02 ok
9GPJ_A P09651 Heterogeneous nuclear ribonucleoprotein A1 X-ray 1.53 2024-09-08 67.56 0.98 0.01 ok
8R8E_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.22 2023-11-29 66.44 0.98 0.01 ok
9DKZ_A P13727 Bone marrow proteoglycan EM 3.20 2024-09-10 75.94 0.98 0.01 ok
9DJ9_A P51452 Dual specificity protein phosphatase 3 X-ray 1.92 2024-09-06 95.88 0.99 0.01 ok
8QJ2_C P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.40 2023-09-12 97.06 0.99 0.01 ok
8UYN_A P80188 Neutrophil gelatinase-associated lipocalin X-ray 2.00 2023-11-13 91.25 0.99 0.01 ok
8YZT_A Q8N9N5 Protein BANP X-ray 2.58 2024-04-08 53.62 0.98 0.01 ok
9EP8_A O75116 Rho-associated protein kinase 2 X-ray 2.63 2024-03-18 76.44 0.99 0.01 ok
8UV1_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.83 2023-11-02 80.62 0.99 0.01 ok
9CTT_A O76090 Bestrophin-1 EM 2.50 2024-07-25 71.88 0.99 0.01 ok
9CTR_A O76090 Bestrophin-1 EM 2.42 2024-07-25 71.88 0.99 0.01 ok
9CTS_A O76090 Bestrophin-1 EM 2.45 2024-07-25 71.88 0.99 0.01 ok
8R8E_D Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.22 2023-11-29 66.44 0.99 0.01 ok
9CTQ_A O76090 Bestrophin-1 EM 2.41 2024-07-25 71.88 0.99 0.01 ok
8WF6_A P63104 14-3-3 protein zeta/delta X-ray 2.47 2023-09-19 93.94 0.99 0.01 ok
8ZPT_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.96 2024-05-31 97.06 0.99 0.01 ok
8ZPS_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.97 2024-05-31 97.06 0.99 0.01 ok
8V0C_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.62 2023-11-17 80.62 0.99 0.01 ok
8UZ9_A P80188 Neutrophil gelatinase-associated lipocalin X-ray 2.08 2023-11-14 91.25 0.99 0.01 ok
8V0B_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.65 2023-11-17 80.62 0.99 0.01 ok
9B3B_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.62 2024-03-18 80.62 0.99 0.01 ok
8UZV_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.85 2023-11-16 80.62 0.99 0.01 ok
8UZZ_A Q9NUW8 Tyrosyl-DNA phosphodiesterase 1 X-ray 1.93 2023-11-16 80.62 0.99 0.01 ok
8SRR_A Q09161 Nuclear cap-binding protein subunit 1 EM 3.22 2023-05-06 94.31 0.99 0.01 ok
8SUY_A Q09161 Nuclear cap-binding protein subunit 1 EM 3.38 2023-05-14 94.31 0.99 0.01 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.