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

Release week 2026-01-07

56
structures analysed (3 full · 5.4%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.966
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 56 structures (0.0%) are confidently wrong; median TM-score is 0.966.

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 0.966 — 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
9ODJ_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2025-04-27 0.30 94.19 0.56 0.81 7.50 15.70 0.73 ok
8Y71_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.97 2024-02-03 93.75 0.82 0.17 ok
9OC3_F P53539 Protein FosB X-ray 1.73 2025-04-23 59.12 0.78 0.13 ok
9ODJ_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2025-04-27 89.56 0.86 0.12 ok
9ODK_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.90 2025-04-27 89.56 0.87 0.11 ok
9ODL_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2025-04-27 89.56 0.88 0.11 ok
9XQB_C P29274 A2A receptor-BRIL EM 3.45 2025-11-18 80.38 0.87 0.10 ok
8Y71_R P41143 Delta-type opioid receptor EM 2.97 2024-02-03 80.00 0.88 0.10 ok
9ODK_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.90 2025-04-27 93.75 0.90 0.09 ok
9EHD_B Q13480 Phosphorylated peptide from GRB2-associate X-ray 1.59 2024-11-22 59.99 0.37 0.89 70.00 2.24 0.08 ok
9EIK_B Q13480 Phosphorylated peptide from GRB2-associate X-ray 1.25 2024-11-26 59.99 0.38 0.86 70.00 2.18 0.08 ok
9EIC_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.58 2024-11-25 85.94 0.91 0.07 ok
9Z70_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.73 2025-11-14 85.94 0.91 0.07 ok
9EHA_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.71 2024-11-22 85.94 0.92 0.07 ok
9OC3_J P17535 Transcription factor jun-D X-ray 1.73 2025-04-23 62.19 0.89 0.07 ok
9Y5X_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.80 2025-09-05 85.94 0.92 0.07 ok
9ODL_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.60 2025-04-27 93.75 0.93 0.07 ok
9MUQ_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.80 2025-01-14 85.94 0.93 0.06 ok
9EHD_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.59 2024-11-22 85.94 0.93 0.06 ok
9EIK_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.25 2024-11-26 85.94 0.94 0.05 ok
9EH9_A Q06124 Isoform 1 of Tyrosine-protein phosphatase X-ray 1.83 2024-11-22 85.94 0.94 0.05 ok
9PKU_A Q9ULM3 YEATS domain-containing protein 2 X-ray 2.88 2025-07-14 49.84 0.91 0.04 ok
9X95_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.50 2025-10-20 85.81 0.96 0.03 ok
9UGY_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.50 2025-04-14 85.81 0.96 0.03 ok
9UGX_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.16 2025-04-13 85.81 0.96 0.03 ok
9X97_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 2.89 2025-10-20 85.81 0.96 0.03 ok
9X8X_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 2.89 2025-10-20 85.81 0.96 0.03 ok
9WS8_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.47 2025-09-12 85.81 0.97 0.03 ok
9WT2_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.12 2025-09-15 85.81 0.97 0.03 ok
9UGU_A O43826 Glucose-6-phosphate exchanger SLC37A4 EM 3.07 2025-04-13 85.81 0.97 0.03 ok
9PY0_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.36 2025-08-06 93.31 0.97 0.03 ok
9PXZ_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.47 2025-08-06 93.31 0.97 0.03 ok
9PY1_A O14744 Protein arginine N-methyltransferase 5 X-ray 3.04 2025-08-06 93.31 0.97 0.03 ok
9W7W_A O00712 Nuclear factor 1 B-type X-ray 2.81 2025-08-07 67.25 0.96 0.02 ok
9LW1_A Q5U3C3 Transmembrane protein 164 EM 2.50 2025-02-13 89.81 0.98 0.02 ok
9NR3_B Q96SW2 Protein cereblon X-ray 2.93 2025-03-13 86.62 0.98 0.02 ok
9NR3_A Q16531 DNA damage-binding protein 1 X-ray 2.93 2025-03-13 92.00 0.98 0.02 ok
9W7S_A O00712 Nuclear factor 1 B-type X-ray 2.30 2025-08-06 67.25 0.98 0.02 ok
9ODK_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.90 2025-04-27 97.06 0.98 0.01 ok
9ODL_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.60 2025-04-27 97.06 0.99 0.01 ok
9Z2A_A P50053 Ketohexokinase X-ray 2.00 2025-11-04 97.31 0.99 0.01 ok
9Z28_A P50053 Ketohexokinase X-ray 2.15 2025-11-04 97.31 0.99 0.01 ok
9Z29_A P50053 Ketohexokinase X-ray 1.97 2025-11-04 97.31 0.99 0.01 ok
9Z2B_A P50053 Ketohexokinase X-ray 2.11 2025-11-04 97.31 0.99 0.01 ok
9L6E_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 3.07 2024-12-24 92.00 0.99 0.01 ok
9ODJ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2025-04-27 97.06 0.99 0.01 ok
9L62_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 3.04 2024-12-23 92.00 0.99 0.01 ok
9VLG_A P54289 Isoform 2 of Voltage-dependent calcium cha EM 3.01 2025-06-25 86.56 0.99 0.01 ok
9L63_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 2.66 2024-12-24 92.00 0.99 0.01 ok
9Z2C_A P50053 Ketohexokinase X-ray 2.02 2025-11-04 97.31 0.99 0.01 ok
9L65_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 1.99 2024-12-24 92.00 0.99 0.01 ok
9L64_A Q9BYC5 Alpha-(1,6)-fucosyltransferase X-ray 2.49 2024-12-24 92.00 0.99 0.01 ok
9PXZ_B Q9BQA1 Methylosome protein 50 X-ray 2.47 2025-08-06 91.00 1.00 0.00 ok
9PY1_B Q9BQA1 Methylosome protein 50 X-ray 3.04 2025-08-06 91.00 1.00 0.00 ok
9PY0_B Q9BQA1 Methylosome protein 50 X-ray 2.36 2025-08-06 91.00 1.00 0.00 ok
9NIR_A O14638 Ectonucleotide pyrophosphatase/phosphodies X-ray 2.70 2025-02-26 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.