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

Release week 2021-06-16

83
structures analysed (7 full · 8.4%)
44.8%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.973
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 83 structures (4.8%) are confidently wrong; median TM-score is 0.973.

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 0.973 — 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
7LHW_A Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.70 2021-01-26 0.00 80.39 0.62 0.78 1.49 21.53 0.72 ok
7LI4_A Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.10 2021-01-26 0.00 80.34 0.62 0.79 1.43 21.35 0.72 ok
7LHT_A Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.50 2021-01-26 0.00 80.34 0.62 0.79 1.43 21.35 0.72 ok
7LI3_A Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.80 2021-01-26 0.00 80.34 0.62 0.79 1.46 21.32 0.72 ok
7AXN_P Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.40 2020-11-10 91.62 0.33 0.61 wrong
7AOG_P Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.50 2020-10-14 91.62 0.40 0.55 wrong
7AZ1_P Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.15 2020-11-14 91.62 0.46 0.50 wrong
7AZ2_P Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.08 2020-11-14 91.62 0.47 0.49 wrong
7AYF_P Q13526 Peptidyl-prolyl cis-trans isomerase NIMA-i X-ray 1.75 2020-11-12 91.62 0.54 0.42 ok
7NHU_B P01308 Insulin X-ray 1.40 2021-02-11 0.00 48.56 0.39 0.45 33.62 6.28 0.17 ok
7AA8_C O95166 Chimera made of SCOC (6-23) + linker (GS) X-ray 1.25 2020-09-03 94.94 0.82 0.17 ok
7NHU_A P01308 Insulin X-ray 1.40 2021-02-11 0.00 51.25 0.31 0.47 41.67 4.93 0.14 ok
7LYC_N Q99728 BRCA1-associated RING domain protein 1 EM 2.94 2021-03-06 64.19 0.80 0.13 ok
7ND1_A Q99496 E3 ubiquitin-protein ligase RING2 NMR 2021-01-29 77.38 0.86 0.11 ok
7LYC_K P0CG47 Ubiquitin EM 2.94 2021-03-06 93.44 0.91 0.09 ok
7LYC_B P62805 Histone H4 EM 2.94 2021-03-06 89.81 0.92 0.07 ok
7EV1_A Q12864 Cadherin-17 X-ray 1.38 2021-05-19 86.69 0.92 0.07 ok
7LYC_C P04908 Histone H2A type 1-B/E EM 2.94 2021-03-06 90.75 0.93 0.07 ok
7NIX_B O60343 TBC1 domain family member 4 X-ray 1.90 2021-02-14 33.73 0.33 0.77 63.64 3.08 0.06 ok
7NTJ_A Q8N3R9 MAGUK p55 subfamily member 5 X-ray 1.74 2021-03-10 77.19 0.93 0.06 ok
6Y0M_A P06734 Low affinity immunoglobulin epsilon Fc rec X-ray 1.50 2020-02-09 86.44 0.95 0.04 ok
6Y0L_A P06734 Low affinity immunoglobulin epsilon Fc rec X-ray 1.65 2020-02-09 86.44 0.96 0.04 ok
7EYX_A P01116 Isoform 2B of GTPase KRas X-ray 1.82 2021-06-01 91.50 0.96 0.04 ok
6YWW_A P51608 Truncated methyl CpG binding protein 2 tra X-ray 2.10 2020-04-30 56.59 0.94 0.04 ok
7NVQ_A P24941 Cyclin-dependent kinase 2 X-ray 2.05 2021-03-15 88.44 0.96 0.03 ok
7OQZ_A Q9NWC5 Transmembrane protein 45A EM 3.27 2021-06-04 91.94 0.96 0.03 ok
7ARW_A Q9NX46 ADP-ribose glycohydrolase ARH3 X-ray 1.31 2020-10-26 94.81 0.96 0.03 ok
7NIX_A P31947 14-3-3 protein sigma X-ray 1.90 2021-02-14 92.88 0.96 0.03 ok
7JOF_A O75923 Isoform 6 of Dysferlin X-ray 2.00 2020-08-06 78.69 0.96 0.03 ok
7BFW_A P31947 14-3-3 protein sigma X-ray 1.80 2021-01-05 92.88 0.97 0.03 ok
7KFN_A P78563 Double-stranded RNA-specific editase 1 X-ray 2.50 2020-10-14 76.50 0.96 0.03 ok
7BDY_A P31947 14-3-3 protein sigma X-ray 1.80 2020-12-22 92.88 0.97 0.03 ok
7BIY_A P31947 14-3-3 protein sigma X-ray 1.80 2021-01-13 92.88 0.97 0.03 ok
7AOG_A P31947 14-3-3 protein sigma X-ray 1.50 2020-10-14 92.88 0.97 0.03 ok
7AXN_A P31947 14-3-3 protein sigma X-ray 1.40 2020-11-10 92.88 0.97 0.03 ok
7AA7_A Q9H0R8 Gamma-aminobutyric acid receptor-associate X-ray 1.45 2020-09-03 95.00 0.97 0.03 ok
7BGV_A P31947 14-3-3 protein sigma X-ray 1.68 2021-01-08 92.88 0.97 0.03 ok
7NJE_A P22914 Gamma-crystallin S X-ray 3.00 2021-02-16 95.31 0.97 0.03 ok
7BIQ_A P31947 14-3-3 protein sigma X-ray 1.20 2021-01-13 92.88 0.97 0.03 ok
7BI3_A P31947 14-3-3 protein sigma X-ray 1.20 2021-01-12 92.88 0.97 0.03 ok
7BG3_A P31947 14-3-3 protein sigma X-ray 1.40 2021-01-05 92.88 0.97 0.03 ok
7AZ2_A P31947 14-3-3 protein sigma X-ray 1.08 2020-11-14 92.88 0.97 0.03 ok
7BGQ_A P31947 14-3-3 protein sigma X-ray 1.75 2021-01-08 92.88 0.97 0.02 ok
7AA9_A Q9H0R8 Gamma-aminobutyric acid receptor-associate X-ray 1.72 2020-09-03 95.00 0.97 0.02 ok
7NJ6_A P31947 14-3-3 protein sigma X-ray 1.59 2021-02-16 92.88 0.97 0.02 ok
7AZ1_A P31947 14-3-3 protein sigma X-ray 1.15 2020-11-14 92.88 0.97 0.02 ok
7NRK_A P31947 14-3-3 protein sigma X-ray 1.75 2021-03-04 92.88 0.97 0.02 ok
7NIF_A P31947 14-3-3 protein sigma X-ray 1.71 2021-02-12 92.88 0.97 0.02 ok
7BGW_A P31947 14-3-3 protein sigma X-ray 1.90 2021-01-08 92.88 0.97 0.02 ok
7BGR_A P31947 14-3-3 protein sigma X-ray 1.80 2021-01-08 92.88 0.97 0.02 ok
7NRL_A P31947 14-3-3 protein sigma X-ray 1.80 2021-03-04 92.88 0.97 0.02 ok
7NJA_A P31947 14-3-3 protein sigma X-ray 1.75 2021-02-16 92.88 0.97 0.02 ok
7AYF_A P31947 14-3-3 protein sigma X-ray 1.75 2020-11-12 92.88 0.97 0.02 ok
7NIG_A P31947 14-3-3 protein sigma X-ray 1.90 2021-02-12 92.88 0.97 0.02 ok
7BDP_A P31947 14-3-3 protein sigma X-ray 1.75 2020-12-22 92.88 0.97 0.02 ok
7BDT_A P31947 14-3-3 protein sigma X-ray 1.75 2020-12-22 92.88 0.97 0.02 ok
7LYC_D P06899 Histone H2B type 1-J EM 2.94 2021-03-06 85.50 0.97 0.02 ok
7MGL_A Q9GZU1 Mucolipin-1 EM 2.90 2021-04-12 81.25 0.97 0.02 ok
7NQP_A P31947 14-3-3 protein sigma X-ray 1.24 2021-03-02 92.88 0.98 0.02 ok
7NJ8_A P31947 14-3-3 protein sigma X-ray 1.80 2021-02-16 92.88 0.98 0.02 ok
7NSV_A P31947 14-3-3 protein sigma X-ray 1.33 2021-03-08 92.88 0.98 0.02 ok
7NTK_A Q8N3R9 MAGUK p55 subfamily member 5 X-ray 1.90 2021-03-10 77.19 0.98 0.02 ok
7AKV_A P05155 Plasma protease C1 inhibitor EM 3.60 2020-10-02 79.56 0.98 0.02 ok
7KD7_A Q86UY6 N-alpha-acetyltransferase 40 X-ray 1.44 2020-10-08 92.06 0.98 0.01 ok
7MCK_A O14757 Serine/threonine-protein kinase Chk1 X-ray 1.65 2021-04-02 76.12 0.98 0.01 ok
7AKS_AAA Q9NX46 ADP-ribose glycohydrolase ARH3 X-ray 1.86 2020-10-02 94.81 0.98 0.01 ok
7MHY_A Q5VTY9 Protein-cysteine N-palmitoyltransferase HH EM 2.70 2021-04-16 92.94 0.98 0.01 ok
7LYC_A P68431 Histone H3.1 EM 2.94 2021-03-06 86.06 0.98 0.01 ok
7MHZ_A Q5VTY9 Protein-cysteine N-palmitoyltransferase HH EM 3.20 2021-04-16 92.94 0.99 0.01 ok
7M8V_A P19099 Cytochrome P450 11B2, mitochondrial X-ray 3.08 2021-03-30 89.75 0.99 0.01 ok
7DV6_A P37173 TGF-beta receptor type-2 X-ray 2.39 2021-01-12 81.00 0.99 0.01 ok
7ALO_B P61769 Beta-2-microglobulin X-ray 1.80 2020-10-07 94.06 0.99 0.01 ok
7ALO_A A0A2R7Z5J3 Lymphocyte antigen HLA-B27 X-ray 1.80 2020-10-07 86.75 0.99 0.01 ok
7ND1_H P35226 Polycomb complex protein BMI-1 NMR 2021-01-29 76.75 0.99 0.01 ok
6ZR8_A P00918 Carbonic anhydrase 2 X-ray 1.79 2020-07-11 97.38 0.99 0.01 ok
7AKR_AAA Q9NX46 ADP-ribose glycohydrolase ARH3 X-ray 1.95 2020-10-02 94.81 0.99 0.01 ok
7CBJ_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.50 2020-06-12 67.44 0.99 0.01 ok
7KPU_A Q86UY6 N-alpha-acetyltransferase 40 X-ray 1.43 2020-11-12 92.06 0.99 0.01 ok
7L27_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester X-ray 1.70 2020-12-16 60.25 0.99 0.00 ok
7L29_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester X-ray 2.08 2020-12-16 60.25 0.99 0.00 ok
7KWE_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester X-ray 2.00 2020-11-30 60.25 0.99 0.00 ok
7L28_A Q14432 cGMP-inhibited 3',5'-cyclic phosphodiester X-ray 2.20 2020-12-16 60.25 0.99 0.00 ok
6ZR9_A P43166 Carbonic anhydrase 7 X-ray 2.05 2020-07-11 97.00 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.