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

Release week 2026-02-25

78
structures analysed (11 full · 14.1%)
22.6%
confidently wrong
56.4%
novel sequences
11.3%
novel & wrong
0.953
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 78 structures (2.6%) are confidently wrong; median TM-score is 0.953.

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 0.953 — 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
10XU_A P37840 Alpha-synuclein EM 3.18 2026-02-11 0.00 84.39 0.22 0.30 0.78 21.19 0.79 wrong
9E00_L Q9UBC3 Isoform 3 of DNA (cytosine-5)-methyltransf EM 3.75 2024-10-17 39.90 92.31 0.55 0.68 8.12 16.14 0.69 ok
9TZX_A P10636 Isoform Tau-F of Microtubule-associated pr EM 2.75 2026-01-25 1.40 68.36 0.27 0.49 0.70 24.15 0.66 ok
9T2I_A P23497 Isoform Sp100-C of Nuclear autoantigen Sp- X-ray 1.35 2025-10-22 1.20 66.47 0.34 0.34 0.00 23.43 0.66 ok
9UIQ_A Q8WVB6 Chromosome transmission fidelity protein 1 EM 3.20 2025-04-16 71.00 novel 82.52 0.56 0.73 5.42 12.15 0.60 ok
9Z7U_B P27105 Stomatin EM 2.00 2025-11-17 4.00 86.10 0.68 0.84 14.32 11.62 0.51 ok
9OZC_D Q5BLP8 NELL2-interacting cell ontogeny regulator EM 4.00 2025-06-05 100.00 novel 80.12 0.65 0.82 32.92 8.06 0.28 ok
9OZ8_A Q5BLP8 NELL2-interacting cell ontogeny regulator EM 4.10 2025-06-05 100.00 novel 80.12 0.65 0.82 35.42 7.97 0.27 ok
9OZH_A Q5BLP8 NELL2-interacting cell ontogeny regulator EM 4.20 2025-06-05 100.00 novel 80.12 0.66 0.81 36.67 7.43 0.26 ok
9PR5_A O60928 Inward rectifier potassium channel 13 EM 3.30 2025-07-23 83.00 0.72 0.23 ok
9PR7_A O60928 Inward rectifier potassium channel 13 EM 4.00 2025-07-23 83.00 0.74 0.22 ok
9R4I_C Q9H147 Deoxynucleotidyltransferase terminal-inter EM 2.92 2025-05-07 68.38 0.75 0.17 ok
9WEY_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.30 2025-08-20 91.31 0.85 0.13 ok
9SMK_A Q8TD43 Transient receptor potential cation channe EM 3.80 2025-09-08 77.44 0.84 0.12 ok
9IGP_A Q8N6Q3 CD177 antigen X-ray 2.70 2025-02-19 85.25 0.86 0.12 ok
10FT_B Q99435 Protein kinase C-binding protein NELL2 EM 3.21 2026-01-17 69.50 81.60 0.89 0.86 68.78 2.73 0.11 ok
9ZD2_E P27105 Stomatin EM 3.10 2025-11-24 84.31 0.87 0.11 ok
9PWQ_B Q99435 Protein kinase C-binding protein NELL2 EM 4.45 2025-08-05 80.94 0.87 0.11 ok
9UIQ_D P35249 Replication factor C subunit 4 EM 3.20 2025-04-16 82.06 0.89 0.09 ok
9J87_D P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.84 2024-08-20 89.56 0.91 0.08 ok
9O6J_A Q96LC7 Sialic acid-binding Ig-like lectin 10 X-ray 3.39 2025-04-13 73.25 0.89 0.08 ok
9PR6_A O60928 Inward rectifier potassium channel 13 EM 3.90 2025-07-23 83.00 0.91 0.08 ok
9MUN_A O00400 Acetyl-coenzyme A transporter 1 EM 3.26 2025-01-14 82.38 0.92 0.07 ok
9O6N_A Q96LC7 Sialic acid-binding Ig-like lectin 10 X-ray 2.98 2025-04-14 73.25 0.91 0.06 ok
9QMO_A P53350 Serine/threonine-protein kinase PLK1 X-ray 1.60 2025-03-24 84.06 0.93 0.06 ok
9O6O_A Q96LC7 Sialic acid-binding Ig-like lectin 10 X-ray 2.70 2025-04-14 73.25 0.92 0.06 ok
9WEY_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2025-08-20 89.56 0.94 0.05 ok
9R4I_B Q6PJG2 Mitotic deacetylase-associated SANT domain EM 2.92 2025-05-07 48.34 0.89 0.05 ok
9Y0G_A P01111 GTPase NRas X-ray 1.80 2025-08-28 92.06 0.94 0.05 ok
9J87_A P28223 5-hydroxytryptamine receptor 2A EM 2.84 2024-08-20 73.75 0.93 0.05 ok
9Y3W_A P01111 GTPase NRas X-ray 1.56 2025-09-02 92.06 0.95 0.05 ok
9Y1X_A P01111 GTPase NRas X-ray 1.72 2025-08-31 92.06 0.95 0.05 ok
9Y1W_A P01111 GTPase NRas X-ray 1.95 2025-08-31 92.06 0.95 0.05 ok
9Y1Z_A P01111 GTPase NRas X-ray 1.92 2025-08-31 92.06 0.95 0.05 ok
9HUG_A Q9Y345 Sodium- and chloride-dependent glycine tra EM 2.97 2024-12-22 73.44 0.94 0.05 ok
9Y1Y_A P01111 GTPase NRas X-ray 1.70 2025-08-31 92.06 0.95 0.05 ok
9O4Y_A O95619 YEATS domain-containing protein 4 X-ray 2.30 2025-04-09 91.56 0.95 0.04 ok
9Z44_D Q9NR83 SLC2A4 regulator X-ray 7.20 2025-11-08 100.00 novel 88.72 0.41 0.80 94.74 0.78 0.04 wrong
9NF2_A P01116 Isoform 2B of GTPase KRas X-ray 1.70 2025-02-20 91.50 0.95 0.04 ok
9QWR_A Q16891 MICOS complex subunit MIC60 X-ray 2.78 2025-04-15 73.81 0.94 0.04 ok
9UIQ_B P35250 Replication factor C subunit 2 EM 3.20 2025-04-16 86.69 0.96 0.04 ok
9E00_B P62805 Histone H4 EM 3.75 2024-10-17 89.81 0.96 0.04 ok
9R1H_A Q9Y345 Sodium- and chloride-dependent glycine tra EM 3.02 2025-04-26 73.44 0.95 0.04 ok
9ZJV_A Q5K651 Sterile alpha motif domain-containing prot EM 3.13 2025-12-05 83.56 0.96 0.03 ok
9ZJW_A Q5K651 Sterile alpha motif domain-containing prot EM 2.80 2025-12-05 83.56 0.96 0.03 ok
9ZJS_A Q5K651 Sterile alpha motif domain-containing prot EM 3.04 2025-12-05 83.56 0.96 0.03 ok
9ZJU_A Q5K651 Sterile alpha motif domain-containing prot EM 2.60 2025-12-05 83.56 0.96 0.03 ok
9ZJR_A Q5K651 Sterile alpha motif domain-containing prot EM 2.53 2025-12-05 83.56 0.96 0.03 ok
9TYI_B P28482 Mitogen-activated protein kinase 1 EM 3.60 2026-01-19 90.38 0.97 0.03 ok
9UIQ_E P40938 Replication factor C subunit 3 EM 3.20 2025-04-16 87.50 0.97 0.03 ok
9UIQ_C P40937 Replication factor C subunit 5 EM 3.20 2025-04-16 90.44 0.97 0.03 ok
9ZJZ_A Q5K651 Sterile alpha motif domain-containing prot EM 2.87 2025-12-05 83.56 0.97 0.03 ok
9E00_K Q9Y6K1 DNA (cytosine-5)-methyltransferase 3A EM 3.75 2024-10-17 72.94 0.97 0.02 ok
9NAL_A O15067 Phosphoribosylformylglycinamidine synthase EM 3.22 2025-02-12 92.31 0.98 0.02 ok
9E00_A Q71DI3 Histone H3.2 EM 3.75 2024-10-17 86.00 0.98 0.02 ok
9I5N_C P29965 CD40 ligand, soluble form EM 3.40 2025-01-28 82.62 0.98 0.02 ok
9TU0_A P27361 Mitogen-activated protein kinase 3 X-ray 2.17 2026-01-08 88.00 0.98 0.02 ok
9UIQ_F P12004 Proliferating cell nuclear antigen EM 3.20 2025-04-16 94.31 0.98 0.02 ok
9YZ5_A Q9BVA6 Protein adenylyltransferase FICD X-ray 2.58 2025-10-30 83.56 0.98 0.01 ok
9YK2_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.16 2025-10-06 70.75 0.98 0.01 ok
9N3L_A P12004 Proliferating cell nuclear antigen X-ray 1.90 2025-01-31 94.31 0.98 0.01 ok
9HUE_A Q9Y345 Sodium- and chloride-dependent glycine tra EM 2.49 2024-12-22 73.44 0.98 0.01 ok
9HUF_A Q9Y345 Sodium- and chloride-dependent glycine tra EM 2.79 2024-12-22 73.44 0.98 0.01 ok
9IGO_B Q8N6Q3 CD177 antigen X-ray 1.50 2025-02-19 85.25 0.99 0.01 ok
9J87_C P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.84 2024-08-20 97.06 0.99 0.01 ok
9WEY_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2025-08-20 97.06 0.99 0.01 ok
9N9W_A O15067 Phosphoribosylformylglycinamidine synthase EM 3.31 2025-02-11 92.31 0.99 0.01 ok
9NB3_A O15067 Phosphoribosylformylglycinamidine synthase EM 3.19 2025-02-13 92.31 0.99 0.01 ok
9R4I_A Q13547 Histone deacetylase 1 EM 2.92 2025-05-07 86.25 0.99 0.01 ok
9ZD2_A P29972 Aquaporin-1 EM 3.10 2025-11-24 90.75 0.99 0.01 ok
9IGO_A P24158 Myeloblastin X-ray 1.50 2025-02-19 89.56 0.99 0.01 ok
9SJR_A P02794 Ferritin heavy chain, N-terminally process EM 1.99 2025-09-01 95.31 1.00 0.00 ok
9ZCZ_A P29972 Aquaporin-1 EM 2.30 2025-11-24 90.75 1.00 0.00 ok
9SJT_A P02794 Ferritin heavy chain, N-terminally process EM 1.96 2025-09-01 95.31 1.00 0.00 ok
9SJU_A P02794 Ferritin heavy chain, N-terminally process EM 2.08 2025-09-01 95.31 1.00 0.00 ok
9SJS_A P02794 Ferritin heavy chain, N-terminally process EM 2.06 2025-09-01 95.31 1.00 0.00 ok
9ZD0_A Q13336 Urea transporter 1 EM 2.80 2025-11-24 93.00 1.00 0.00 ok
9SJV_A P02794 Ferritin heavy chain, N-terminally process EM 1.89 2025-09-01 95.31 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.