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 2020-02-12

94
structures analysed (89 full · 94.7%)
88.5%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.921
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: 8 of 94 structures (8.5%) are confidently wrong; median TM-score is 0.921.

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 0.921 — 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
6LTJ_N Q8TAQ2 SWI/SNF complex subunit SMARCC2 EM 3.70 2020-01-22 7.60 89.03 0.38 0.82 0.38 28.17 0.88 wrong
6LTH_N Q8TAQ2 SWI/SNF complex subunit SMARCC2 EM 3.00 2020-01-22 7.60 89.03 0.38 0.82 0.38 28.17 0.88 wrong
6LTJ_I P51532 Transcription activator BRG1 EM 3.70 2020-01-22 44.40 83.88 0.58 0.66 1.63 24.66 0.78 ok
6XYP_A P37840 Alpha-synuclein EM 3.29 2020-01-30 0.00 87.60 0.30 0.32 5.25 20.19 0.72 wrong
6XYQ_A P37840 Alpha-synuclein EM 3.09 2020-01-30 0.00 87.60 0.29 0.31 4.94 20.06 0.72 wrong
6XYO_A P37840 Alpha-synuclein EM 2.60 2020-01-30 0.00 87.60 0.24 0.29 5.25 21.47 0.72 wrong
6PT0_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.20 2019-07-14 0.90 93.88 0.56 0.69 9.35 15.50 0.69 ok
6KN9_A O95256 Interleukin-18 receptor accessory protein X-ray 3.30 2019-08-05 0.00 87.65 0.56 0.82 12.31 11.30 0.57 ok
5QU8_A P16333 Cytoplasmic protein NCK1 X-ray 0.93 2019-12-13 0.00 84.77 0.58 0.87 11.21 13.04 0.55 ok
5QU5_A P16333 Cytoplasmic protein NCK1 X-ray 1.11 2019-12-13 0.00 84.33 0.56 0.86 10.59 12.95 0.55 ok
5QU4_A P16333 Cytoplasmic protein NCK1 X-ray 1.05 2019-12-13 0.00 85.56 0.58 0.88 12.28 12.33 0.53 ok
5QU3_A P16333 Cytoplasmic protein NCK1 X-ray 1.02 2019-12-13 0.00 85.75 0.58 0.86 10.96 11.86 0.53 ok
5QUA_A P16333 Cytoplasmic protein NCK1 X-ray 1.51 2019-12-13 0.00 86.87 0.50 0.85 12.04 11.16 0.52 ok
5QU7_A P16333 Cytoplasmic protein NCK1 X-ray 1.27 2019-12-13 0.00 85.75 0.58 0.86 12.72 11.67 0.52 ok
6LTJ_Q Q969G3 SWI/SNF-related matrix-associated actin-de EM 3.70 2020-01-22 61.70 85.02 0.55 0.91 12.38 13.16 0.51 ok
6LTH_Q Q969G3 SWI/SNF-related matrix-associated actin-de EM 3.00 2020-01-22 61.70 85.02 0.55 0.91 12.38 13.16 0.51 ok
5QU6_1 P16333 Cytoplasmic protein NCK1 X-ray 1.82 2019-12-13 0.00 86.61 0.55 0.86 13.43 10.84 0.50 ok
6LTJ_R Q92785 Zinc finger protein ubi-d4 EM 3.70 2020-01-22 0.00 78.86 0.51 0.90 16.43 10.46 0.47 ok
6LTH_R Q92785 Zinc finger protein ubi-d4 EM 3.00 2020-01-22 0.00 78.86 0.51 0.90 16.43 10.46 0.47 ok
6LTH_I P51532 Transcription activator BRG1 EM 3.00 2020-01-22 44.40 76.25 0.44 0.84 12.92 13.02 0.46 wrong
6L88_A P08235 Mineralocorticoid receptor X-ray 3.00 2019-11-05 0.00 94.49 0.83 0.81 31.67 11.60 0.36 ok
6TTU_C Q13616 Cullin-1 EM 3.70 2019-12-30 0.00 92.18 0.86 0.87 36.27 8.27 0.31 ok
6PGQ_A P30988 Maltodextrin-binding protein,Calcitonin re X-ray 2.85 2019-06-24 24.80 75.93 0.22 0.76 28.70 11.41 0.28 wrong
6PFO_A P30988 Maltodextrin-binding protein,Calcitonin re X-ray 1.78 2019-06-21 24.50 75.52 0.23 0.74 42.83 10.51 0.21 wrong
6PB1_U P55089 Urocortin EM 2.80 2019-06-12 0.00 88.90 0.68 0.87 48.75 5.48 0.21 ok
6NWV_B P01308 Insulin Lispro B chain X-ray 1.60 2019-02-07 0.00 49.07 0.49 0.46 31.48 6.75 0.18 ok
6KPG_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2019-08-15 0.30 92.88 0.82 0.79 57.78 3.58 0.17 ok
6PB0_U P55089 Urocortin EM 3.00 2019-06-12 0.00 89.90 0.82 0.90 55.77 4.65 0.17 ok
6KPF_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.90 2019-08-15 0.30 92.83 0.83 0.79 60.67 3.40 0.16 ok
6QJ7_B P61925 cAMP-dependent protein kinase inhibitor al X-ray 1.69 2019-01-23 0.00 68.36 0.39 0.82 46.25 3.94 0.16 ok
6JLR_A Q9HBH9 MAP kinase-interacting serine/threonine-pr X-ray 2.90 2019-03-06 0.00 87.06 0.88 0.85 58.21 6.31 0.16 ok
6UMG_C Q16602 Calcitonin gene-related peptide type 1 rec X-ray 2.70 2019-10-09 0.00 81.83 0.82 0.80 58.33 6.57 0.15 ok
6LTJ_P Q96GM5 SWI/SNF-related matrix-associated actin-de EM 3.70 2020-01-22 1.30 89.53 0.86 0.91 61.40 2.74 0.14 ok
6LTH_P Q96GM5 SWI/SNF-related matrix-associated actin-de EM 3.00 2020-01-22 1.30 89.53 0.86 0.91 61.40 2.74 0.14 ok
6NWV_A P01308 Insulin A chain X-ray 1.60 2019-02-07 0.00 51.25 0.24 0.55 45.24 4.74 0.13 ok
6UBW_A P08581 Hepatocyte growth factor receptor X-ray 2.00 2019-09-13 0.00 81.12 0.88 0.79 66.22 7.54 0.12 ok
6PT0_R P34972 Cannabinoid receptor 2 EM 3.20 2019-07-14 66.20 91.67 0.92 0.85 73.41 2.96 0.11 ok
6TTU_R P62877 E3 ubiquitin-protein ligase RBX1 EM 3.70 2019-12-30 1.00 86.70 0.78 0.86 69.30 2.12 0.11 ok
6LTJ_J O96019 Actin-like protein 6A EM 3.70 2020-01-22 64.70 95.70 0.97 0.80 81.44 2.48 0.10 ok
6SLH_AAA Q9GZT4 Serine racemase X-ray 1.89 2019-08-19 0.00 96.09 0.93 0.93 84.16 2.52 0.09 ok
6TBM_R P0CG47 Polyubiquitin-B EM 20.00 2019-11-01 0.00 94.12 0.91 0.92 81.25 2.55 0.09 ok
6LTJ_M Q12824 SWI/SNF-related matrix-associated actin-de EM 3.70 2020-01-22 0.00 89.99 0.94 0.92 79.59 1.97 0.08 ok
6KPF_R P34972 Cannabinoid receptor 2 EM 2.90 2019-08-15 66.20 92.45 0.94 0.86 82.07 2.03 0.08 ok
6PB0_R P34998 Corticotropin-releasing factor receptor 1 EM 3.00 2019-06-12 41.10 81.20 0.93 0.84 78.02 2.58 0.08 ok
6PB1_P Q13324 Corticotropin-releasing factor receptor 2 EM 2.80 2019-06-12 55.30 81.46 0.92 0.83 78.83 2.41 0.08 ok
6TTU_U P0CG48 Polyubiquitin-C EM 3.70 2019-12-30 0.00 90.10 0.89 0.86 81.67 2.21 0.08 ok
6KPG_R P21554 Cannabinoid receptor 1 EM 3.00 2019-08-15 32.20 91.79 0.95 0.83 84.21 1.65 0.07 ok
6TTU_S P63208 S-phase kinase-associated protein 1 EM 3.70 2019-12-30 0.00 94.88 0.92 0.91 84.35 1.24 0.07 ok
6TTU_T Q9Y297 F-box/WD repeat-containing protein 1A EM 3.70 2019-12-30 0.00 96.43 0.97 0.93 88.13 1.44 0.07 ok
6PT0_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2019-07-14 0.00 94.21 0.88 0.93 88.52 1.60 0.07 ok
6LRY_A P24530 Endothelin receptor type B,Endolysin,Endot X-ray 3.00 2020-01-16 0.00 88.75 0.65 0.89 87.38 2.71 0.07 ok
6LTH_M Q12824 SWI/SNF-related matrix-associated actin-de EM 3.00 2020-01-22 0.00 91.47 0.96 0.97 85.14 1.27 0.07 ok
6LTJ_K P60709 Actin, cytoplasmic 1 EM 3.70 2020-01-22 0.00 96.49 0.97 0.85 88.72 1.25 0.06 ok
6VGH_A P03372 Estrogen receptor X-ray 2.10 2020-01-08 66.44 0.91 0.06 ok
6PB0_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-06-12 0.00 95.66 0.88 0.91 91.67 1.02 0.06 ok
6XTJ_AAA Q96AC1 Fermitin family homolog 2,Fermitin family X-ray 1.60 2020-01-16 79.88 0.93 0.05 ok
6TTU_N Q15843 NEDD8 EM 3.70 2019-12-30 0.00 92.94 0.92 0.90 93.09 1.65 0.05 ok
6PXO_A P48730 Casein kinase I isoform delta X-ray 2.00 2019-07-26 0.00 96.14 0.98 0.97 92.01 1.08 0.05 ok
6QJU_A Q15059 Bromodomain-containing protein 3 X-ray 1.20 2019-01-25 0.00 95.63 0.96 0.95 95.50 1.16 0.05 ok
6PXN_A P48730 Casein kinase I isoform delta X-ray 1.55 2019-07-26 0.40 96.17 0.98 0.94 93.19 1.12 0.05 ok
6PB1_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.80 2019-06-12 0.00 95.66 0.92 0.94 96.05 0.75 0.04 ok
6KPG_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-08-15 0.00 95.80 0.92 0.94 95.54 0.83 0.04 ok
6OVA_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.50 2019-05-07 0.00 90.32 0.98 0.94 94.23 1.03 0.04 ok
6JEZ_C Q15648 Mediator of RNA polymerase II transcriptio X-ray 2.30 2019-02-07 41.84 0.61 0.60 77.27 1.47 0.04 ok
6TTU_D P62837 Ubiquitin-conjugating enzyme E2 D2 EM 3.70 2019-12-30 2.10 96.54 0.98 0.93 97.26 0.67 0.04 ok
6KPF_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2019-08-15 0.00 95.65 0.94 0.95 97.81 0.74 0.04 ok
6PB0_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-06-12 0.00 97.16 0.99 0.96 98.59 0.59 0.04 ok
6TH3_A Q13501 Sequestosome-1 EM 4.00 2019-11-18 0.00 84.91 0.95 0.92 93.99 1.12 0.03 ok
6TGY_A Q13501 Sequestosome-1 EM 3.50 2019-11-18 0.00 84.91 0.95 0.92 93.99 1.12 0.03 ok
6PXP_A P48730 Casein kinase I isoform delta X-ray 2.35 2019-07-26 0.40 96.12 0.99 0.95 96.01 0.81 0.03 ok
6PT0_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2019-07-14 0.30 97.06 0.99 0.95 98.16 0.70 0.03 ok
6K9Y_A Q99536 Synaptic vesicle membrane protein VAT-1 ho X-ray 2.20 2019-06-19 53.40 96.65 0.98 0.96 97.00 1.09 0.03 ok
6TTK_A Q53G59 Kelch-like protein 12 X-ray 2.38 2019-12-27 0.00 95.68 0.99 0.95 97.28 0.70 0.03 ok
6KPG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2019-08-15 0.30 97.16 0.99 0.96 99.19 0.54 0.03 ok
6LTH_L O14497 AT-rich interactive domain-containing prot EM 3.00 2020-01-22 0.00 91.30 0.99 0.98 96.67 0.83 0.03 ok
6LTJ_L O14497 AT-rich interactive domain-containing prot EM 3.70 2020-01-22 0.00 91.30 0.99 0.98 96.67 0.83 0.03 ok
6U3P_A P22303 Acetylcholinesterase X-ray 3.00 2019-08-22 0.00 97.75 0.99 0.98 98.52 0.72 0.03 ok
6UMG_R O60894 Receptor activity-modifying protein 1 X-ray 2.70 2019-10-09 0.00 95.12 0.97 0.98 98.77 0.58 0.03 ok
6JF0_A P37231 Peroxisome proliferator-activated receptor X-ray 3.40 2019-02-07 0.00 94.22 0.99 0.96 97.86 0.69 0.03 ok
6U34_A P22303 Acetylcholinesterase X-ray 2.40 2019-08-21 0.00 97.75 0.99 0.98 98.47 0.73 0.03 ok
6PB1_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.80 2019-06-12 0.00 97.16 1.00 0.97 99.41 0.47 0.03 ok
6KPF_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2019-08-15 0.00 97.16 0.99 0.98 99.04 0.50 0.03 ok
6U37_A P22303 Acetylcholinesterase X-ray 2.25 2019-08-21 0.00 97.75 0.99 0.98 98.47 0.79 0.03 ok
6JEY_A P37231 Peroxisome proliferator-activated receptor X-ray 2.20 2019-02-07 0.00 94.22 0.99 0.97 97.96 0.69 0.02 ok
5QU1_A P16333 Cytoplasmic protein NCK1 X-ray 1.08 2019-12-13 0.00 86.24 0.97 0.97 98.21 0.55 0.02 ok
6QJ7_A P17612 cAMP-dependent protein kinase catalytic su X-ray 1.69 2019-01-23 0.00 97.00 1.00 0.98 99.19 0.43 0.02 ok
6THP_A P08473 Neprilysin X-ray 2.54 2019-11-21 0.00 98.28 1.00 0.99 99.68 0.37 0.02 ok
6VIP_A Q12888 TP53-binding protein 1 X-ray 1.36 2020-01-13 43.94 0.95 0.02 ok
6TT5_AAA Q96SD1 Protein artemis X-ray 1.50 2019-12-23 70.80 novel 95.16 1.00 0.99 99.21 0.45 0.02 ok
5QU2_A P16333 Cytoplasmic protein NCK1 X-ray 1.04 2019-12-13 0.00 86.24 0.98 0.98 99.55 0.35 0.02 ok
6OCN_A P04746 Pancreatic alpha-amylase X-ray 1.15 2019-03-25 0.00 98.38 1.00 0.99 99.65 0.35 0.02 ok
6OBX_A P04746 Pancreatic alpha-amylase X-ray 1.30 2019-03-21 0.00 98.38 1.00 0.99 99.70 0.35 0.02 ok
6UWY_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.95 2019-11-05 66.44 0.98 0.01 ok
6AKR_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 2.33 2018-09-03 67.44 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.