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

Release week 2026-07-22

88
structures analysed
44.5%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.813
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 88 structures (4.5%) are confidently wrong; median TM-score is 0.813.

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 0.813 — 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
30FF_7 P51948 CDK-activating kinase assembly factor MAT1 EM 8.50 2026-04-22 0.00 89.69 0.53 0.70 1.65 30.64 0.84 ok
29WD_7 P51948 CDK-activating kinase assembly factor MAT1 EM 4.20 2026-04-10 0.00 89.68 0.55 0.73 1.50 30.80 0.84 ok
36QD_A P37840 Alpha-synuclein EM 3.05 2026-06-26 0.00 86.08 0.21 0.25 0.68 35.01 0.84 wrong
30FF_DH Q7Z7C8 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 87.93 0.48 0.85 1.91 27.62 0.82 wrong
29WD_U P52655 Transcription initiation factor IIA subuni EM 4.20 2026-04-10 0.00 75.37 0.69 0.61 3.83 20.50 0.64 ok
30FF_U P52655 Transcription initiation factor IIA subuni EM 8.50 2026-04-22 0.00 75.37 0.70 0.62 4.34 20.91 0.64 ok
29VF_U P52655 Transcription initiation factor IIA subuni EM 7.50 2026-04-09 0.00 75.37 0.74 0.61 4.59 20.09 0.63 ok
30FH_U P52655 Transcription initiation factor IIA subuni EM 7.60 2026-04-22 0.00 75.37 0.68 0.62 4.34 20.04 0.63 ok
30FH_7 P51948 CDK-activating kinase assembly factor MAT1 EM 7.60 2026-04-22 0.00 90.52 0.34 0.51 11.07 11.91 0.62 wrong
30FF_DA P21675 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 83.15 0.70 0.74 6.94 20.92 0.60 ok
30FF_DF P49848 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 80.67 0.53 0.72 10.23 19.11 0.57 ok
29VF_2 P32780 General transcription factor IIH subunit 1 EM 7.50 2026-04-09 0.00 80.96 0.50 0.62 11.66 14.27 0.57 ok
29RT_A P06213 Insulin receptor EM 7.50 2026-04-01 0.20 87.63 0.59 0.83 11.39 16.96 0.56 ok
30FF_W P29083 General transcription factor IIE subunit 1 EM 8.50 2026-04-22 0.00 80.92 0.81 0.81 9.28 17.32 0.56 ok
29WD_W P29083 General transcription factor IIE subunit 1 EM 4.20 2026-04-10 0.00 80.59 0.57 0.78 8.70 16.49 0.55 ok
30FH_2 P32780 General transcription factor IIH subunit 1 EM 7.60 2026-04-22 0.00 80.96 0.52 0.68 13.48 11.69 0.51 ok
30FF_DD O00268 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 89.12 0.49 0.81 18.40 8.50 0.45 wrong
30UC_B P02751 Fibronectin EM 2.80 2026-05-13 0.00 57.99 0.49 0.65 12.01 11.31 0.38 ok
29WD_R P13984 General transcription factor IIF subunit 2 EM 4.20 2026-04-10 0.00 85.63 0.58 0.84 23.31 7.63 0.38 ok
30FF_R P13984 General transcription factor IIF subunit 2 EM 8.50 2026-04-22 0.00 85.63 0.59 0.83 26.01 7.48 0.36 ok
30FF_DG Q4R5A5 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 91.96 0.65 0.80 32.93 8.54 0.35 ok
30FH_R P13984 General transcription factor IIF subunit 2 EM 7.60 2026-04-22 0.00 85.63 0.59 0.84 26.69 7.16 0.35 ok
29WD_3 Q92759 General transcription factor IIH subunit 4 EM 4.20 2026-04-10 0.00 86.99 0.69 0.72 34.92 7.51 0.34 ok
30FF_3 Q92759 General transcription factor IIH subunit 4 EM 8.50 2026-04-22 0.00 86.99 0.77 0.80 32.36 6.83 0.33 ok
30FH_4 Q13888 General transcription factor IIH subunit 2 EM 7.60 2026-04-22 0.00 87.86 0.69 0.62 28.46 9.25 0.32 ok
30FH_0 P19447 General transcription and DNA repair facto EM 7.60 2026-04-22 0.00 85.91 0.78 0.68 35.12 5.93 0.28 ok
29VF_4 Q13888 General transcription factor IIH subunit 2 EM 7.50 2026-04-09 0.00 87.86 0.73 0.64 35.81 8.24 0.28 ok
30FH_1 P18074 TFIIH basal transcription factor complex h EM 7.60 2026-04-22 0.00 88.44 0.80 0.69 36.69 5.39 0.28 ok
29WD_2 P32780 General transcription factor IIH subunit 1 EM 4.20 2026-04-10 0.00 82.06 0.71 0.66 34.68 7.45 0.28 ok
29VF_1 P18074 TFIIH basal transcription factor complex h EM 7.50 2026-04-09 0.00 88.44 0.81 0.70 37.32 5.18 0.27 ok
30FH_3 Q92759 General transcription factor IIH subunit 4 EM 7.60 2026-04-22 0.00 86.99 0.79 0.75 40.56 4.88 0.25 ok
30FH_Q P35269 General transcription factor IIF subunit 1 EM 7.60 2026-04-22 0.00 84.45 0.72 0.76 44.38 7.44 0.24 ok
29TK_Q P35269 General transcription factor IIF subunit 1 EM 3.90 2026-04-07 0.00 84.45 0.73 0.73 40.76 6.99 0.24 ok
29WD_Q P35269 General transcription factor IIF subunit 1 EM 4.20 2026-04-10 0.00 84.45 0.73 0.79 42.21 6.72 0.24 ok
30FF_2 P32780 General transcription factor IIH subunit 1 EM 8.50 2026-04-22 0.00 82.06 0.77 0.69 40.41 7.07 0.23 ok
30FF_Q P35269 General transcription factor IIF subunit 1 EM 8.50 2026-04-22 0.00 84.45 0.76 0.81 45.65 6.82 0.23 ok
30FF_4 Q13888 General transcription factor IIH subunit 2 EM 8.50 2026-04-22 0.00 87.86 0.86 0.84 45.39 8.91 0.22 ok
29WD_X P29084 Transcription initiation factor IIE subuni EM 4.20 2026-04-10 0.00 77.74 0.69 0.81 39.18 4.51 0.22 ok
30FH_6 Q6ZYL4 General transcription factor IIH subunit 5 EM 7.60 2026-04-22 0.00 69.73 0.57 0.69 35.14 6.11 0.21 ok
29WD_4 Q13888 General transcription factor IIH subunit 2 EM 4.20 2026-04-10 0.00 87.86 0.86 0.79 48.49 8.64 0.21 ok
29VF_0 P19447 General transcription and DNA repair facto EM 7.50 2026-04-09 0.00 85.91 0.86 0.79 46.98 4.36 0.21 ok
29VF_3 Q92759 General transcription factor IIH subunit 4 EM 7.50 2026-04-09 0.00 86.99 0.83 0.77 46.38 4.22 0.21 ok
30FH_5 Q13889 General transcription factor IIH subunit 3 EM 7.60 2026-04-22 0.00 86.94 0.81 0.80 50.67 4.47 0.20 ok
29VF_6 Q6ZYL4 General transcription factor IIH subunit 5 EM 7.50 2026-04-09 0.00 69.73 0.56 0.72 43.12 5.39 0.19 ok
29WD_0 P19447 General transcription and DNA repair facto EM 4.20 2026-04-10 0.00 85.18 0.88 0.78 54.79 8.57 0.18 ok
29VF_5 Q13889 General transcription factor IIH subunit 3 EM 7.50 2026-04-09 0.00 86.94 0.84 0.82 54.56 3.88 0.17 ok
29WD_6 Q6ZYL4 General transcription factor IIH subunit 5 EM 4.20 2026-04-10 0.00 69.73 0.53 0.64 47.46 4.44 0.16 ok
30FF_0 P19447 General transcription and DNA repair facto EM 8.50 2026-04-22 0.00 85.91 0.90 0.79 58.25 4.44 0.16 ok
30FF_1 P18074 TFIIH basal transcription factor complex h EM 8.50 2026-04-22 0.00 88.44 0.92 0.77 56.86 3.04 0.16 ok
29VF_X P29084 Transcription initiation factor IIE subuni EM 7.50 2026-04-09 0.00 77.74 0.77 0.79 52.19 3.22 0.15 ok
36TD_A P48735 Isocitrate dehydrogenase [NADP], mitochond X-ray 2.00 2026-06-30 1.10 96.52 0.90 0.91 63.26 2.83 0.15 ok
30FF_X P29084 Transcription initiation factor IIE subuni EM 8.50 2026-04-22 0.00 77.74 0.81 0.79 56.58 3.08 0.14 ok
29VF_W P29083 General transcription factor IIE subunit 1 EM 7.50 2026-04-09 0.00 82.16 0.82 0.83 63.50 3.30 0.14 ok
30FF_DL Q16514 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 4.00 94.89 0.72 0.78 68.92 2.45 0.13 ok
30FH_W P29083 General transcription factor IIE subunit 1 EM 7.60 2026-04-22 0.00 82.16 0.83 0.86 66.71 3.18 0.13 ok
30FF_6 Q6ZYL4 General transcription factor IIH subunit 5 EM 8.50 2026-04-22 0.00 69.73 0.70 0.76 56.16 4.14 0.13 ok
30FF_5 Q13889 General transcription factor IIH subunit 3 EM 8.50 2026-04-22 0.00 86.94 0.90 0.86 66.35 2.96 0.13 ok
30FF_9 P51946 Cyclin-H EM 8.50 2026-04-22 0.00 92.73 0.90 0.84 70.56 2.86 0.13 ok
30FF_Dm Q148M7 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 95.10 0.82 0.79 68.39 2.27 0.12 ok
30FF_DI Q17QQ4 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 36.80 89.67 0.81 0.92 66.46 2.56 0.12 ok
30FF_M Q00403 Transcription initiation factor IIB EM 8.50 2026-04-22 0.00 92.33 0.90 0.87 68.25 2.63 0.12 ok
29TK_W P29083 General transcription factor IIE subunit 1 EM 3.90 2026-04-07 0.00 82.16 0.85 0.87 65.78 2.71 0.12 ok
29WD_5 Q13889 General transcription factor IIH subunit 3 EM 4.20 2026-04-10 0.00 86.94 0.89 0.84 68.06 2.79 0.12 ok
36UJ_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.44 2026-07-01 0.80 96.15 0.93 0.95 71.14 2.21 0.12 ok
29TK_R P13984 General transcription factor IIF subunit 2 EM 3.90 2026-04-07 0.00 87.20 0.82 0.84 68.98 2.80 0.12 ok
29WD_1 P18074 TFIIH basal transcription factor complex h EM 4.20 2026-04-10 0.00 88.44 0.94 0.77 67.65 2.39 0.12 ok
30FH_X P29084 Transcription initiation factor IIE subuni EM 7.60 2026-04-22 0.00 77.74 0.86 0.84 63.16 2.31 0.11 ok
29WD_M Q00403 Transcription initiation factor IIB EM 4.20 2026-04-10 0.00 92.33 0.91 0.90 72.42 2.40 0.11 ok
36UI_A P48735 Isocitrate dehydrogenase [NADP], mitochond X-ray 2.20 2026-07-01 0.70 96.78 0.95 0.96 76.87 1.88 0.10 ok
29WD_V P52657 Transcription initiation factor IIA subuni EM 4.20 2026-04-10 0.00 97.08 0.86 0.88 78.03 1.93 0.10 ok
30FF_DE Q8C092 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 89.53 0.95 0.90 76.24 2.33 0.09 ok
30FH_M Q00403 Transcription initiation factor IIB EM 7.60 2026-04-22 0.00 90.16 0.93 0.90 75.34 1.89 0.09 ok
30FF_8 P50613 Cyclin-dependent kinase 7 EM 8.50 2026-04-22 0.00 87.42 0.91 0.83 76.92 3.23 0.09 ok
30FF_Dk Q15544 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 92.25 0.88 0.89 80.61 2.54 0.09 ok
30FF_V P52657 Transcription initiation factor IIA subuni EM 8.50 2026-04-22 0.00 97.08 0.88 0.89 81.31 1.73 0.09 ok
29WD_8 P50613 Cyclin-dependent kinase 7 EM 4.20 2026-04-10 0.00 87.42 0.91 0.84 78.34 3.23 0.09 ok
30FF_DB Q6P1X5 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 83.42 0.97 0.86 76.40 1.92 0.09 ok
30FF_DJ Q12962 Transcription initiation factor TFIID subu EM 8.50 2026-04-22 0.00 91.95 0.86 0.85 81.94 1.69 0.08 ok
30FH_V P52657 Transcription initiation factor IIA subuni EM 7.60 2026-04-22 0.00 97.08 0.90 0.90 86.62 1.71 0.07 ok
29VF_7 P51948 CDK-activating kinase assembly factor MAT1 EM 7.50 2026-04-09 0.00 94.76 0.77 0.86 85.80 1.40 0.07 ok
30UC_A P21980 Protein-glutamine gamma-glutamyltransferas EM 2.80 2026-05-13 2.40 93.08 0.98 0.89 85.43 1.53 0.07 ok
29VF_V P52657 Transcription initiation factor IIA subuni EM 7.50 2026-04-09 0.00 97.08 0.91 0.92 88.38 1.57 0.07 ok
35TL_A Q9NZQ7 Programmed cell death 1 ligand 1 EM 3.93 2026-05-15 0.00 96.08 0.92 0.80 86.62 1.32 0.07 ok
29WD_9 P51946 Cyclin-H EM 4.20 2026-04-10 0.00 92.73 0.97 0.90 88.94 1.28 0.06 ok
30FF_O P20226 TATA-box-binding protein EM 8.50 2026-04-22 0.00 95.69 0.97 0.87 93.72 0.91 0.05 ok
29WD_O P20226 TATA-box-binding protein EM 4.20 2026-04-10 0.00 95.69 0.97 0.91 95.25 0.88 0.04 ok
29RT_B P06213 Insulin receptor EM 7.50 2026-04-01 0.00 88.58 0.91 0.92 95.00 0.80 0.04 ok
30FH_O P20226 TATA-box-binding protein EM 7.60 2026-04-22 0.00 95.69 0.99 0.96 98.32 0.65 0.03 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.