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

Release week 2020-02-05

81
structures analysed (64 full · 79.0%)
33.7%
confidently wrong
33.7%
novel sequences
00.0%
novel & wrong
0.968
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 81 structures (3.7%) are confidently wrong; median TM-score is 0.968.

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 0.968 — 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
6TJO_A P10636 Microtubule-associated protein tau EM 3.20 2019-11-26 0.00 66.46 0.24 0.47 0.93 19.49 0.57 ok
6TJX_A P10636 Microtubule-associated protein tau EM 3.00 2019-11-27 0.00 66.46 0.24 0.48 1.64 19.35 0.56 ok
6V8Z_E Q8N5F4 10-1074 Fab Light Chain EM 2.90 2019-12-12 0.00 94.08 0.48 0.73 13.89 9.76 0.54 wrong
6V8X_C Q6N095 VRC01 Fab Heavy Chain EM 3.00 2019-12-12 0.00 87.55 0.61 0.81 28.35 6.29 0.33 ok
6JEC_A P08123 human collagen type II X-ray 2.05 2019-02-05 100.00 novel 41.89 0.38 0.74 6.03 14.51 0.31 ok
6RQR_A O14745 Na(+)/H(+) exchange regulatory cofactor NH X-ray 2.20 2019-05-16 2.50 81.43 0.85 0.87 33.60 6.71 0.27 ok
6V8X_D Q6PIL8 VRC01 Fab Light Chain EM 3.00 2019-12-12 0.00 96.19 0.68 0.76 40.78 4.57 0.26 ok
6V8Z_C P0DOX5 VRC03 Fab Heavy Chain EM 2.90 2019-12-12 91.62 0.76 0.22 ok
6P9X_P P06850 Corticoliberin EM 2.91 2019-06-10 2.50 84.02 0.64 0.82 43.94 5.20 0.21 ok
6KXS_A P01871 Immunoglobulin heavy constant mu EM 3.40 2019-09-12 16.60 88.92 0.77 0.87 51.91 5.96 0.19 ok
6V8Z_D Q6N089 10-1074 Fab Heavy Chain EM 2.90 2019-12-12 87.69 0.79 0.19 ok
6NTU_A P09874 Poly [ADP-ribose] polymerase 1 X-ray 1.80 2019-01-30 0.00 94.30 0.99 0.88 62.76 6.63 0.17 ok
6R5G_B Q15116 ITSM NMR 2019-03-25 73.77 0.40 0.68 54.55 4.02 0.15 wrong
6P9Y_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.01 2019-06-10 0.80 93.02 0.86 0.79 65.46 3.00 0.14 ok
6P9X_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.91 2019-06-10 0.80 92.89 0.85 0.81 65.36 2.93 0.14 ok
6P3Q_A O15484 Calpain-5 X-ray 2.80 2019-05-24 60.40 92.04 0.89 0.83 67.90 3.48 0.14 ok
6QJA_A Q14980 Nuclear mitotic apparatus protein 1 X-ray 1.54 2019-01-23 100.00 novel 69.59 0.74 0.69 62.25 5.24 0.13 ok
6R5G_A Q06124 Tyrosine-protein phosphatase non-receptor NMR 2019-03-25 0.00 85.80 0.84 0.74 68.07 3.22 0.12 ok
6QIP_A P02768 Serum albumin X-ray 2.45 2019-01-21 0.00 95.04 0.94 0.94 72.21 2.44 0.12 ok
6QIO_A P02768 Serum albumin X-ray 1.95 2019-01-21 0.00 95.00 0.94 0.94 72.00 2.39 0.12 ok
6OWJ_A P23246 Splicing factor, proline- and glutamine-ri X-ray 1.94 2019-05-10 0.00 93.77 0.91 0.92 75.20 2.32 0.10 ok
6NUG_A P28799 Granulin-4 NMR 2019-02-01 0.00 83.55 0.29 0.71 67.71 1.95 0.10 wrong
6XXU_A P68036 Ubiquitin-conjugating enzyme E2 L3 NMR 2020-01-28 95.56 0.91 0.09 ok
6VFZ_A P48735 Isocitrate dehydrogenase [NADP], mitochond X-ray 1.99 2020-01-07 91.88 0.91 0.08 ok
6JXU_A P63165 Small ubiquitin-related modifier NMR 2019-04-25 0.00 87.71 0.85 0.81 83.12 1.81 0.07 ok
6JXV_A P63165 Small ubiquitin-related modifier NMR 2019-04-25 0.00 87.71 0.86 0.80 81.17 1.86 0.07 ok
6P9X_R P34998 Corticotropin-releasing factor receptor 1 EM 2.91 2019-06-10 41.10 81.49 0.93 0.86 84.63 2.24 0.07 ok
6VG0_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.66 2020-01-07 95.88 0.93 0.07 ok
6KXS_P P01833 Polymeric immunoglobulin receptor EM 3.40 2019-09-12 0.20 90.22 0.98 0.89 87.10 1.26 0.06 ok
6KXS_J P01591 Immunoglobulin J chain EM 3.40 2019-09-12 100.00 novel 91.93 0.92 0.90 87.97 1.31 0.06 ok
6VEI_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.10 2020-01-02 95.88 0.94 0.06 ok
6UJC_A P06756 Integrin alpha-V EM 3.56 2019-10-02 0.00 95.37 0.98 0.95 91.06 1.10 0.06 ok
6QGV_A Q9GZT9 Egl nine homolog 1 X-ray 1.40 2019-01-13 0.00 95.60 0.97 0.94 92.05 1.77 0.06 ok
6JXW_A P61956 Small ubiquitin-related modifier 2 NMR 2019-04-25 0.00 91.09 0.91 0.88 90.58 1.09 0.05 ok
6P9Y_P P18509 Pituitary adenylate cyclase-activating pol EM 3.01 2019-06-10 0.00 84.10 0.86 0.90 92.59 1.16 0.05 ok
6TW2_E P49759 Dual specificity protein kinase CLK1 X-ray 1.80 2020-01-12 0.00 96.03 0.97 0.94 91.99 1.29 0.05 ok
6JD0_A P07711 Cathepsin L1 X-ray 1.80 2019-01-30 3.20 95.94 0.97 0.93 92.75 1.33 0.05 ok
6JXX_A P61956 Small ubiquitin-related modifier 2 NMR 2019-04-25 0.00 91.09 0.93 0.89 92.21 0.97 0.05 ok
6V8Z_F Q6P5S8 VRC03 Fab Light Chain EM 2.90 2019-12-12 91.81 0.95 0.05 ok
6JD8_A P07711 Cathepsin L1 X-ray 1.46 2019-01-31 2.30 95.87 0.97 0.93 92.60 1.36 0.05 ok
6UJC_B P26012 Integrin beta-8 EM 3.56 2019-10-02 59.70 90.78 0.98 0.92 93.45 1.04 0.05 ok
6UJB_A P06756 Integrin alpha-V EM 3.51 2019-10-02 0.00 95.37 0.99 0.95 94.44 0.97 0.05 ok
6KTN_B Q15788 16-mer peptide from Nuclear receptor coact X-ray 2.75 2019-08-28 59.43 0.76 0.90 84.09 1.62 0.05 ok
6UJB_B P26012 Integrin beta-8 EM 3.51 2019-10-02 59.70 90.78 0.98 0.93 93.66 0.99 0.05 ok
6UJA_B P26012 Integrin beta-8 EM 3.30 2019-10-02 59.70 90.78 0.99 0.93 94.43 0.89 0.04 ok
6P9X_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.91 2019-06-10 0.00 95.88 0.93 0.94 95.54 0.90 0.04 ok
6P9Y_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.01 2019-06-10 0.00 96.04 0.92 0.94 96.82 0.73 0.04 ok
6UJA_A P06756 Integrin alpha-V EM 3.30 2019-10-02 0.00 95.37 0.99 0.95 94.90 0.94 0.04 ok
6KUG_A P67809 Nuclease-sensitive element-binding protein X-ray 1.40 2019-09-02 0.00 93.81 0.94 0.92 95.21 0.98 0.04 ok
6KTC_A P67809 Nuclease-sensitive element-binding protein X-ray 2.01 2019-08-27 0.00 93.87 0.94 0.91 94.59 0.93 0.04 ok
6QIO_B P55899 IgG receptor FcRn large subunit p51 X-ray 1.95 2019-01-21 0.00 94.63 0.98 0.97 97.01 2.45 0.04 ok
6P9Y_R P41586 Pituitary adenylate cyclase-activating pol EM 3.01 2019-06-10 63.50 86.70 0.98 0.92 95.35 1.00 0.04 ok
6KTN_A P37231 Peroxisome proliferator-activated receptor X-ray 2.75 2019-08-28 0.40 93.49 0.98 0.94 95.83 1.12 0.04 ok
6QIP_B P55899 IgG receptor FcRn large subunit p51 X-ray 2.45 2019-01-21 0.00 94.63 0.99 0.97 97.39 2.44 0.03 ok
5QU0_A P36897 TGF-beta receptor type-1 X-ray 1.67 2019-11-19 0.00 95.09 0.99 0.97 97.55 1.06 0.03 ok
6QGN_A O75608 Acyl-protein thioesterase 1 X-ray 2.10 2019-01-12 0.50 97.14 0.99 0.96 97.98 0.57 0.03 ok
6KTM_A P37231 Peroxisome proliferator-activated receptor X-ray 2.70 2019-08-28 0.40 93.96 0.99 0.97 97.80 1.29 0.03 ok
6QIO_C P61769 Beta-2-microglobulin X-ray 1.95 2019-01-21 0.00 97.00 0.97 0.97 97.98 0.66 0.03 ok
6P9Y_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.01 2019-06-10 0.00 97.16 0.99 0.97 98.82 0.52 0.03 ok
6U3I_A Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.90 2019-08-21 0.00 93.14 1.00 0.99 98.45 0.62 0.03 ok
6QJ5_A P37231 Peroxisome proliferator-activated receptor X-ray 2.00 2019-01-22 0.00 94.78 0.99 0.97 97.71 1.06 0.03 ok
6QIP_C P61769 Beta-2-microglobulin X-ray 2.45 2019-01-21 0.00 97.00 0.97 0.97 98.74 0.63 0.03 ok
5QTZ_A P36897 TGF-beta receptor type-1 X-ray 1.83 2019-11-19 0.00 95.26 0.99 0.97 97.94 1.01 0.03 ok
6QGQ_A O75608 Acyl-protein thioesterase 1 X-ray 2.60 2019-01-12 0.50 97.14 0.99 0.97 98.21 0.55 0.03 ok
6QLB_A P04632 Calpain small subunit 1 X-ray 2.32 2019-01-31 0.60 93.55 0.99 0.98 98.40 0.52 0.03 ok
6QGS_A O75608 Acyl-protein thioesterase 1 X-ray 2.75 2019-01-12 0.00 97.37 0.99 0.97 98.87 0.48 0.03 ok
6QGQ_B O75608 Acyl-protein thioesterase 1 X-ray 2.60 2019-01-12 0.50 97.27 0.99 0.97 98.87 0.50 0.02 ok
6U2F_A Q8NBP7 Proprotein convertase subtilisin/kexin typ X-ray 2.94 2019-08-19 0.30 93.14 1.00 0.99 98.93 0.56 0.02 ok
6QGO_B O75608 Acyl-protein thioesterase 1 X-ray 2.60 2019-01-12 0.50 97.37 0.99 0.97 98.53 0.49 0.02 ok
6P9X_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.91 2019-06-10 0.00 97.16 1.00 0.98 99.11 0.47 0.02 ok
6UNE_A P08684 Cytochrome P450 3A4 X-ray 2.55 2019-10-11 92.38 0.98 0.02 ok
6UNH_A P08684 Cytochrome P450 3A4 X-ray 2.72 2019-10-11 92.38 0.98 0.02 ok
6UNG_A P08684 Cytochrome P450 3A4 X-ray 2.30 2019-10-11 92.38 0.98 0.02 ok
6UNK_A P08684 Cytochrome P450 3A4 X-ray 2.75 2019-10-12 92.38 0.98 0.02 ok
6UNL_A P08684 Cytochrome P450 3A4 X-ray 2.55 2019-10-12 92.38 0.98 0.02 ok
6UNI_A P08684 Cytochrome P450 3A4 X-ray 2.60 2019-10-11 92.38 0.99 0.01 ok
6V4P_B P05106 Integrin beta-3 EM 2.80 2019-11-28 87.00 0.99 0.01 ok
6UNJ_A P08684 Cytochrome P450 3A4 X-ray 2.60 2019-10-12 92.38 0.99 0.01 ok
6UNM_A P08684 Cytochrome P450 3A4 X-ray 2.83 2019-10-12 92.38 0.99 0.01 ok
6KTM_B Q15788 16-mer peptide from Nuclear receptor coact X-ray 2.70 2019-08-28 60.46 0.96 0.99 100.00 0.24 0.01 ok
6V4P_A P08514 Integrin alpha-IIb EM 2.80 2019-11-28 88.12 0.99 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.