Live Stats, next update: Wed 02 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2019-04-03

79
structures analysed (24 full · 30.4%)
33.8%
confidently wrong
11.3%
novel sequences
00.0%
novel & wrong
0.971
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: 3 of 79 structures (3.8%) are confidently wrong; median TM-score is 0.971.

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 0.971 — 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
6IEH_A Q9H7Z3 Protein NRDE2 homolog X-ray 2.89 2018-09-14 100.00 novel 51.10 0.41 0.62 0.59 17.07 0.46 ok
6EDS_C P01275 Glucagon X-ray 3.18 2018-08-10 0.00 72.33 0.27 0.47 25.00 7.33 0.32 wrong
6NFJ_C O95750 Fibroblast growth factor 19 X-ray 3.19 2018-12-20 0.00 66.21 0.33 0.79 35.53 5.32 0.21 ok
6R3K_A Q9NZQ7 Programmed cell death 1 ligand 1 X-ray 2.20 2019-03-20 0.00 96.04 0.94 0.90 55.75 5.62 0.20 ok
6A84_B Q9H2K2 Tankyrase-2 X-ray 1.98 2018-07-06 83.81 0.76 0.20 ok
6E21_B P61925 pSP20 Multiple methods 2.00 2018-07-10 0.00 68.36 0.37 0.81 45.00 3.95 0.16 ok
6HIK_L P46937 Transcriptional coactivator YAP1 X-ray 1.65 2018-08-30 0.00 72.88 0.43 0.82 50.00 3.65 0.15 wrong
6NFJ_A Q86Z14 Beta-klotho X-ray 3.19 2018-12-20 0.00 95.92 0.95 0.96 63.51 2.44 0.14 ok
6HIL_L P46937 Transcriptional coactivator YAP1 X-ray 2.30 2018-08-30 0.00 73.62 0.42 0.89 55.71 2.89 0.13 wrong
6IEG_A P42285 Exosome RNA helicase MTR4 X-ray 3.55 2018-09-14 84.19 0.85 0.13 ok
6O8I_A Q06187 Tyrosine-protein kinase BTK X-ray 1.42 2019-03-11 0.00 91.26 0.90 0.87 74.33 2.99 0.11 ok
6N2R_A P06746 DNA polymerase beta X-ray 2.10 2018-11-14 0.00 95.79 0.93 0.96 75.54 1.86 0.10 ok
6R3P_A Q14565 Meiotic recombination protein DMC1/LIM15 h X-ray 2.05 2019-03-20 0.00 95.47 0.94 0.91 88.11 2.33 0.07 ok
6M93_C P35222 Catenin beta-1 X-ray 2.50 2018-08-22 0.00 36.37 0.35 0.59 47.73 3.18 0.07 ok
6INQ_c P04908 Histone H2A type 1-B/E EM 6.90 2018-10-26 90.75 0.92 0.07 ok
6M90_C P35222 Catenin beta-1 X-ray 2.05 2018-08-22 0.00 36.14 0.37 0.64 55.00 3.18 0.07 ok
6A84_A Q9H2K2 Tankyrase-2 X-ray 1.98 2018-07-06 83.81 0.92 0.07 ok
6IF3_A Q15057 Arf-GAP with coiled-coil, ANK repeat and P X-ray 1.50 2018-09-18 81.38 0.92 0.07 ok
6M90_B P63208 Skp1 X-ray 2.05 2018-08-22 90.12 0.93 0.06 ok
6E3R_A P06746 DNA polymerase beta X-ray 2.26 2018-07-14 94.25 0.93 0.06 ok
6E3X_A P06746 DNA polymerase beta X-ray 2.65 2018-07-15 94.25 0.94 0.06 ok
6M92_C P35222 Catenin beta-1 X-ray 2.35 2018-08-22 0.00 36.82 0.33 0.65 60.00 2.53 0.06 ok
6M91_C P35222 Catenin beta-1 X-ray 2.40 2018-08-22 3.20 37.69 0.44 0.63 65.00 2.44 0.06 ok
6E3W_A P06746 DNA polymerase beta X-ray 2.02 2018-07-15 94.25 0.94 0.06 ok
6DTN_B Q9BV86 N-terminal Xaa-Pro-Lys N-methyltransferase X-ray 1.48 2018-06-18 97.56 0.94 0.06 ok
6M94_B P63208 S-phase kinase-associated protein 1 X-ray 2.70 2018-08-22 90.12 0.94 0.06 ok
6E3V_A P06746 DNA polymerase beta X-ray 1.96 2018-07-15 94.25 0.94 0.06 ok
6M93_B P63208 S-phase kinase-associated protein 1 X-ray 2.50 2018-08-22 90.12 0.94 0.05 ok
6INQ_b P62805 Histone H4 EM 6.90 2018-10-26 89.81 0.94 0.05 ok
6M92_B P63208 S-phase kinase-associated protein 1 X-ray 2.35 2018-08-22 90.12 0.94 0.05 ok
6M91_B P63208 S-phase kinase-associated protein 1 X-ray 2.40 2018-08-22 90.12 0.94 0.05 ok
6INQ_a P84243 Histone H3.3 EM 6.90 2018-10-26 85.94 0.95 0.05 ok
6INQ_d P06899 Histone H2B type 1-J EM 6.90 2018-10-26 85.50 0.95 0.04 ok
6O3B_C O75084 Frizzled-7 X-ray 2.50 2019-02-26 2.30 88.09 0.95 0.91 93.65 1.33 0.04 ok
6ISM_A O00481 Butyrophilin subfamily 3 member A1 X-ray 1.25 2018-11-16 2.20 94.46 0.98 0.95 96.24 0.95 0.04 ok
6IF3_B Q15286 Ras-related protein Rab-35 X-ray 1.50 2018-09-18 89.31 0.96 0.04 ok
6J0G_A O00478 Butyrophilin subfamily 3 member A3 X-ray 1.60 2018-12-24 12.90 92.97 0.98 0.95 95.79 1.03 0.04 ok
6HIK_A Q15561 Transcriptional enhancer factor TEF-3 X-ray 1.65 2018-08-30 75.19 0.95 0.03 ok
6J0L_A O00478 Butyrophilin subfamily 3 member A3 X-ray 1.95 2018-12-24 12.90 93.36 0.98 0.95 96.52 0.75 0.03 ok
6DAJ_A P08684 Cytochrome P450 3A4 X-ray 2.45 2018-05-01 92.38 0.97 0.03 ok
6IF2_B Q15286 Ras-related protein Rab-35 X-ray 2.40 2018-09-18 89.31 0.97 0.03 ok
6O3A_E O75084 Frizzled-7 X-ray 2.10 2019-02-26 2.30 90.44 0.98 0.95 97.67 0.74 0.03 ok
6MJM_A P20815 Cytochrome P450 3A5 X-ray 2.20 2018-09-21 93.44 0.97 0.03 ok
6DA8_A P08684 Cytochrome P450 3A4 X-ray 2.80 2018-05-01 92.38 0.97 0.03 ok
6DAG_A P08684 Cytochrome P450 3A4 X-ray 2.80 2018-05-01 92.38 0.97 0.03 ok
6ITA_A O00481 Butyrophilin subfamily 3 member A1 X-ray 1.20 2018-11-20 2.20 94.41 0.98 0.97 98.53 0.56 0.03 ok
6DAA_A P08684 Cytochrome P450 3A4 X-ray 2.15 2018-05-01 92.38 0.97 0.03 ok
6J06_A O00481 Butyrophilin subfamily 3 member A1 X-ray 2.65 2018-12-21 1.10 94.41 0.99 0.97 97.86 0.54 0.03 ok
6DA5_A P08684 Cytochrome P450 3A4 X-ray 2.25 2018-05-01 92.38 0.97 0.03 ok
6O39_C Q13467 Frizzled-5 X-ray 1.80 2019-02-26 0.00 91.10 0.98 0.96 97.08 0.57 0.02 ok
6DA3_A P08684 Cytochrome P450 3A4 X-ray 2.37 2018-05-01 92.38 0.97 0.02 ok
6DA2_A P08684 Cytochrome P450 3A4 X-ray 2.65 2018-05-01 92.38 0.97 0.02 ok
6J0K_A O00478 Butyrophilin subfamily 3 member A3 X-ray 2.00 2018-12-24 12.90 92.82 0.99 0.97 98.43 0.53 0.02 ok
6A71_A P35670 ATP7B protein X-ray 1.60 2018-06-30 71.69 0.97 0.02 ok
6DAC_A P08684 Cytochrome P450 3A4 X-ray 2.55 2018-05-01 92.38 0.98 0.02 ok
6DAL_A P08684 Cytochrome P450 3A4 X-ray 2.65 2018-05-01 92.38 0.98 0.02 ok
6A72_A P35670 ATP7B protein X-ray 2.10 2018-07-01 71.69 0.97 0.02 ok
6IID_A Q9Y2C4 Nuclease EXOG, mitochondrial X-ray 2.99 2018-10-04 88.00 0.98 0.02 ok
6HIL_A P28347 Transcriptional enhancer factor TEF-1 X-ray 2.30 2018-08-30 76.50 0.98 0.01 ok
6IEH_B P42285 Exosome RNA helicase MTR4 X-ray 2.89 2018-09-14 84.19 0.99 0.01 ok
6MAU_A O60885 Bromodomain-containing protein 4 X-ray 2.11 2018-08-28 55.31 0.98 0.01 ok
6DAB_A P08684 Cytochrome P450 3A4 X-ray 2.35 2018-05-01 92.38 0.99 0.01 ok
5ZZ3_A O00478 Butyrophilin, subfamily 3, member A3 isofo X-ray 3.00 2018-05-30 82.81 0.99 0.01 ok
5ZXK_A O00481 Butyrophilin subfamily 3 member A1 X-ray 1.96 2018-05-21 89.62 0.99 0.01 ok
5ZXI_A Q03181 Peroxisome proliferator-activated receptor X-ray 2.10 2018-05-21 82.88 0.99 0.01 ok
6HZZ_A O94923 D-glucuronyl C5-epimerase X-ray 2.52 2018-10-24 88.50 0.99 0.01 ok
6M93_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.50 2018-08-22 79.69 0.99 0.01 ok
6I02_A O94923 D-glucuronyl C5-epimerase X-ray 2.45 2018-10-24 88.50 0.99 0.00 ok
6IF2_A Q8N2Y8 Iporin X-ray 2.40 2018-09-18 45.16 0.99 0.00 ok
6M94_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.70 2018-08-22 79.69 0.99 0.00 ok
6M92_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.35 2018-08-22 79.69 0.99 0.00 ok
6M91_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.40 2018-08-22 79.69 0.99 0.00 ok
6MNE_A P14061 Estradiol 17-beta-dehydrogenase 1 X-ray 1.86 2018-10-01 89.81 1.00 0.00 ok
6MNC_A P14061 Estradiol 17-beta-dehydrogenase 1 X-ray 2.40 2018-10-01 89.81 1.00 0.00 ok
6I01_A O94923 D-glucuronyl C5-epimerase X-ray 2.10 2018-10-24 88.50 1.00 0.00 ok
6M90_A Q9Y297 F-box/WD repeat-containing protein 1A X-ray 2.05 2018-08-22 79.69 1.00 0.00 ok
6E8P_A P00918 Carbonic anhydrase 2 X-ray 1.90 2018-07-30 97.38 1.00 0.00 ok
6MQ3_A P14735 Insulin-degrading enzyme X-ray 3.57 2018-10-09 94.00 1.00 0.00 ok
6EDS_A P14735 Insulin-degrading enzyme X-ray 3.18 2018-08-10 94.00 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.