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

Release week 2019-03-20

60
structures analysed (35 full · 58.3%)
00.0%
confidently wrong
813.3%
novel sequences
00.0%
novel & wrong
0.955
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 60 structures (0.0%) are confidently wrong; median TM-score is 0.955.

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 0.955 — 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
6I4Y_B Q9Y3B1 PRELI domain containing protein 3B X-ray 2.91 2018-11-12 25.30 84.49 0.69 0.89 4.39 21.86 0.65 ok
6GVL_A P16144 Integrin beta-4 X-ray 2.05 2018-06-21 0.00 72.50 0.59 0.81 6.16 16.37 0.54 ok
6GVK_A P16144 Integrin beta-4 X-ray 1.55 2018-06-21 0.00 71.71 0.58 0.81 6.97 16.30 0.52 ok
6QKL_J Q9Y3A5 Ribosome maturation protein SBDS EM 3.30 2019-01-29 0.00 74.07 0.58 0.67 17.00 13.25 0.41 ok
6IXF_A O60239 SH3 domain-binding protein 5 X-ray 3.60 2018-12-10 100.00 novel 96.04 0.66 0.89 36.88 5.44 0.29 ok
6IXG_A O60239 SH3 domain-binding protein 5 X-ray 3.80 2018-12-10 100.00 novel 95.97 0.70 0.85 39.35 5.21 0.28 ok
6IXE_A O60239 SH3 domain-binding protein 5 X-ray 3.35 2018-12-10 100.00 novel 96.72 0.74 0.91 40.61 4.67 0.27 ok
6HHF_A P31749 RAC-alpha serine/threonine-protein kinase X-ray 2.90 2018-08-28 83.06 0.72 0.23 ok
6N1Z_A Q96P70 Importin-9 X-ray 2.70 2018-11-12 75.00 novel 92.07 0.88 0.94 46.93 4.52 0.22 ok
6I3Y_C Q9Y255 PRELI domain-containing protein 1, mitocho X-ray 2.98 2018-11-08 90.56 0.78 0.20 ok
6I3V_B Q9Y255 PRELI domain-containing protein 1, mitocho X-ray 1.98 2018-11-07 90.56 0.79 0.19 ok
6IXV_E P62491 Ras-related protein Rab-11A X-ray 3.80 2018-12-12 0.60 94.38 0.84 0.77 64.85 3.48 0.15 ok
6GVL_B Q03001 Dystonin X-ray 2.05 2018-06-21 100.00 novel 26.14 0.23 0.51 18.48 9.02 0.13 ok
6I3Y_A O43715 TP53-regulated inhibitor of apoptosis 1 X-ray 2.98 2018-11-08 87.62 0.85 0.13 ok
6GVK_B Q03001 Dystonin X-ray 1.55 2018-06-21 100.00 novel 26.07 0.22 0.50 19.79 9.04 0.13 ok
6IXV_A O60239 SH3 domain-binding protein 5 X-ray 3.80 2018-12-12 100.00 novel 95.88 0.90 0.93 74.22 2.21 0.11 ok
6DC8_P P10636 Microtubule-associated protein tau X-ray 1.80 2018-05-04 49.22 0.80 0.10 ok
6AJ4_B P60953 Cell division control protein 42 homolog X-ray 3.26 2018-08-27 93.50 0.92 0.08 ok
6AJL_B P60953 Cell division control protein 42 homolog X-ray 3.23 2018-08-28 93.50 0.92 0.07 ok
6AGP_A P63000 Ras-related C3 botulinum toxin substrate 1 NMR 2018-08-13 93.81 0.93 0.07 ok
6IHB_R Q8IZA0 Dyslexia-associated protein KIAA0319-like EM 2.84 2018-09-29 71.69 0.92 0.06 ok
6Q4J_A P24941 Cyclin-dependent kinase 2 X-ray 1.05 2018-12-05 0.00 89.44 0.95 0.90 88.45 1.69 0.06 ok
6Q4H_A P24941 Cyclin-dependent kinase 2 X-ray 1.00 2018-12-05 0.00 89.30 0.95 0.89 87.84 1.71 0.06 ok
6Q4G_A P24941 Cyclin-dependent kinase 2 X-ray 0.98 2018-12-05 0.40 90.48 0.97 0.91 89.54 1.41 0.05 ok
6Q4C_A P24941 Cyclin-dependent kinase 2 X-ray 1.73 2018-12-05 0.00 89.11 0.95 0.89 88.32 1.96 0.05 ok
6Q48_A P24941 Cyclin-dependent kinase 2 X-ray 1.03 2018-12-05 0.00 90.68 0.97 0.91 89.91 1.21 0.05 ok
6Q4K_A P24941 Cyclin-dependent kinase 2 X-ray 1.06 2018-12-05 0.00 89.11 0.95 0.90 88.40 1.94 0.05 ok
6Q4F_A P24941 Cyclin-dependent kinase 2 X-ray 1.21 2018-12-05 0.00 89.11 0.95 0.90 88.40 1.93 0.05 ok
6Q4A_A P24941 CYCLIN-DEPENDENT KINASE 2 X-ray 1.13 2018-12-05 0.00 89.04 0.96 0.90 88.87 1.94 0.05 ok
6Q4I_A P24941 Cyclin-dependent kinase 2 X-ray 1.11 2018-12-05 0.40 89.49 0.96 0.90 89.93 1.65 0.05 ok
6Q4B_A P24941 Cyclin-dependent kinase 2 X-ray 1.12 2018-12-05 0.00 89.11 0.96 0.90 89.43 1.93 0.05 ok
6Q49_A P24941 Cyclin-dependent kinase 2 X-ray 1.00 2018-12-05 0.00 89.81 0.97 0.91 89.98 1.41 0.05 ok
6Q3F_A P24941 Cyclin-dependent kinase 2 X-ray 1.18 2018-12-04 0.00 89.21 0.95 0.90 88.67 1.92 0.05 ok
6Q4D_A P24941 Cyclin-dependent kinase 2 X-ray 1.07 2018-12-05 0.00 89.41 0.96 0.90 89.10 1.66 0.05 ok
6Q3C_A P24941 Cyclin-dependent kinase 2 X-ray 1.29 2018-12-04 0.00 89.21 0.96 0.90 88.67 1.92 0.05 ok
6Q4E_A P24941 Cyclin-dependent kinase 2 X-ray 1.06 2018-12-05 0.00 90.29 0.97 0.91 90.55 1.19 0.05 ok
6Q3B_A P24941 Cyclin-dependent kinase 2 X-ray 1.11 2018-12-04 0.00 90.32 0.97 0.92 90.28 1.12 0.05 ok
6JB6_B P0CG47 Ubiquitin X-ray 2.70 2019-01-25 0.00 94.12 0.95 0.92 93.75 1.24 0.04 ok
6QZL_A Q96CX2 BTB/POZ domain-containing protein KCTD12 X-ray 1.98 2019-03-11 100.00 novel 92.26 0.95 0.95 94.17 1.11 0.04 ok
6O98_A P51449 Nuclear receptor ROR-gamma X-ray 2.29 2019-03-13 0.00 95.36 0.98 0.94 95.52 0.87 0.04 ok
6I3V_A O43715 TP53-regulated inhibitor of apoptosis 1 X-ray 1.98 2018-11-07 87.62 0.95 0.04 ok
6JB7_A P61086 Ubiquitin-conjugating enzyme E2 K X-ray 2.10 2019-01-25 1.00 96.69 0.98 0.99 95.25 0.78 0.04 ok
6O1E_A Q14149 MORC family CW-type zinc finger protein 3 X-ray 2.41 2019-02-19 4.70 91.31 0.99 0.96 95.88 0.83 0.04 ok
6AJ4_A Q96N67 Dedicator of cytokinesis protein 7 X-ray 3.26 2018-08-27 73.94 0.95 0.03 ok
6JB7_B P0CG47 Ubiquitin X-ray 2.10 2019-01-25 0.00 94.12 0.96 0.95 95.72 1.15 0.03 ok
6JB6_A P61086 Ubiquitin-conjugating enzyme E2 K X-ray 2.70 2019-01-25 1.00 96.69 0.98 0.97 96.62 0.73 0.03 ok
6AJL_A Q96N67 Dedicator of cytokinesis protein 7 X-ray 3.23 2018-08-28 73.94 0.96 0.03 ok
6I3U_A Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 2.09 2018-11-07 83.44 0.96 0.03 ok
6DZ3_A Q13126 S-methyl-5'-thioadenosine phosphorylase X-ray 1.91 2018-07-02 92.69 0.97 0.03 ok
6DDA_B P43354 Nuclear receptor subfamily 4 group A membe X-ray 3.20 2018-05-09 66.00 0.96 0.03 ok
6DZ2_A Q13126 S-methyl-5'-thioadenosine phosphorylase X-ray 1.99 2018-07-02 92.69 0.97 0.02 ok
6ACR_A Q04771 Activin receptor type-1 X-ray 2.01 2018-07-27 83.12 0.97 0.02 ok
6IM9_B Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 3.30 2018-10-22 62.59 0.97 0.02 ok
6DDA_A P43354 Nuclear receptor subfamily 4 group A membe X-ray 3.20 2018-05-09 66.00 0.98 0.01 ok
6DZ0_A Q13126 S-methyl-5'-thioadenosine phosphorylase X-ray 1.62 2018-07-02 92.69 0.99 0.01 ok
6DYZ_A Q13126 S-methyl-5'-thioadenosine phosphorylase X-ray 1.62 2018-07-02 92.69 0.99 0.01 ok
6HRT_A Q06187 Tyrosine-protein kinase BTK X-ray 1.36 2018-09-28 84.44 0.99 0.01 ok
6HRP_A Q06187 Tyrosine-protein kinase BTK X-ray 1.12 2018-09-28 84.44 0.99 0.01 ok
6MTW_A Q8NCC3 Group XV phospholipase A2 X-ray 2.00 2018-10-22 93.56 0.99 0.01 ok
6INE_B Q9UBU8 Mortality factor 4-like protein 1 X-ray 2.60 2018-10-25 73.00 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.