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

Release week 2019-06-05

53
structures analysed (24 full · 45.3%)
11.9%
confidently wrong
23.8%
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.

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: 1 of 53 structures (1.9%) 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
6NZN_A P01275 Glucagon NMR 2019-02-14 0.00 80.16 0.28 0.45 9.48 17.20 0.60 wrong
6OC9_A P05067 Amyloid-beta precursor protein NMR 2019-03-22 0.00 46.83 0.31 0.29 1.25 19.40 0.44 ok
6OKP_N P01834 SF12 Light Chain,SF12 Light Chain EM 3.28 2019-04-14 11.80 95.89 0.54 0.72 26.47 7.58 0.40 ok
6R8F_E Q9NXR7 BRISC and BRCA1-A complex member 2,BRCC45 EM 3.80 2019-04-01 100.00 novel 91.27 0.89 0.57 44.29 12.63 0.36 ok
6OKP_M S6B291 SF12 Heavy Chain,SF12 Heavy Chain EM 3.28 2019-04-14 18.00 86.87 0.81 0.81 59.11 4.69 0.15 ok
6OKP_L Q8N5F4 10-1074 Light Chain,10-1074 Light Chain EM 3.28 2019-04-14 0.00 93.47 0.79 0.71 64.95 3.07 0.15 ok
6OKQ_A P0DOX5 SF12 Fab Heavy Chain,SF12 Fab Heavy Chain X-ray 3.20 2019-04-14 18.30 90.94 0.83 0.85 62.10 3.66 0.14 ok
6N9O_A P57764 Gasdermin-D X-ray 3.50 2018-12-03 0.50 85.53 0.94 0.79 61.46 6.56 0.14 ok
6OKP_K S6B291 10-1074 Heavy Chain,10-1074 Heavy Chain EM 3.28 2019-04-14 0.00 86.94 0.79 0.82 69.87 3.88 0.11 ok
6OKQ_B Q8TCD0 SF12 Fab Light Chain,SF12 Fab Light Chain X-ray 3.20 2019-04-14 11.40 95.55 0.93 0.91 78.47 1.78 0.09 ok
6DUK_A P00533 Epidermal growth factor receptor X-ray 2.20 2018-06-21 75.94 0.88 0.09 ok
6NE7_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 1.99 2018-12-17 0.40 85.06 0.92 0.86 74.24 2.82 0.09 ok
6R8F_B Q15018 BRISC complex subunit Abraxas 2 EM 3.80 2019-04-01 71.10 novel 92.67 0.96 0.85 82.93 2.16 0.09 ok
6NJA_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 1.92 2019-01-02 0.00 85.19 0.93 0.87 75.34 2.69 0.09 ok
6HB4_A Q00059 Transcription factor A, mitochondrial X-ray 3.05 2018-08-09 85.38 0.91 0.07 ok
6R8F_K P34897 Serine hydroxymethyltransferase, mitochond EM 3.80 2019-04-01 0.30 97.81 0.97 0.89 87.31 1.56 0.07 ok
6MOF_B P19235 Erythropoietin receptor X-ray 2.89 2018-10-04 66.94 0.90 0.07 ok
6NEC_A P07949 Proto-oncogene tyrosine-protein kinase rec X-ray 1.87 2018-12-17 0.00 86.01 0.94 0.89 84.32 2.67 0.06 ok
6MOI_B P19235 Erythropoietin receptor X-ray 2.06 2018-10-04 66.94 0.92 0.06 ok
6HC3_A Q00059 Transcription factor A, mitochondrial X-ray 3.10 2018-08-13 85.38 0.94 0.05 ok
6H60_A O00330 Pyruvate dehydrogenase protein X component EM 6.00 2018-07-25 77.31 0.93 0.05 ok
6MOJ_B P19235 Erythropoietin receptor X-ray 2.43 2018-10-04 66.94 0.92 0.05 ok
5ZZ0_A P06396 Gelsolin X-ray 2.63 2018-05-29 89.12 0.94 0.05 ok
6EG8_C P59768 Guanine nucleotide-binding protein G(I)/G( X-ray 2.80 2018-08-19 89.56 0.95 0.05 ok
6QF7_B P00748 Coagulation factor XII X-ray 4.00 2019-01-09 1.70 83.99 0.97 0.88 92.62 1.73 0.04 ok
6R8F_A P46736 Lys-63-specific deubiquitinase BRCC36 EM 3.80 2019-04-01 24.10 95.05 0.98 0.94 95.27 0.93 0.04 ok
6K0X_B Q9UI30 Multifunctional methyltransferase subunit X-ray 2.20 2019-05-07 67.00 92.62 0.97 0.95 95.93 0.76 0.04 ok
6NSX_A O43719 HIV Tat-specific factor 1 X-ray 2.00 2019-01-25 0.00 90.19 0.96 0.94 96.01 1.16 0.04 ok
6MOE_C P19235 Erythropoietin receptor X-ray 2.09 2018-10-04 66.94 0.95 0.04 ok
6I57_A Q07617 Sperm-associated antigen 1 NMR 2018-11-13 73.69 0.95 0.03 ok
6MOH_C P19235 Erythropoietin receptor X-ray 3.20 2018-10-04 66.94 0.95 0.03 ok
6H55_A P10515 Dihydrolipoyllysine-residue acetyltransfer EM 6.00 2018-07-23 72.00 0.96 0.03 ok
6MOL_B P19235 Erythropoietin receptor X-ray 3.16 2018-10-04 66.94 0.95 0.03 ok
6MOK_B P19235 Erythropoietin receptor X-ray 5.10 2018-10-04 66.94 0.96 0.03 ok
6K0X_A Q9Y5N5 Methyltransferase N6AMT1 X-ray 2.20 2019-05-07 65.70 95.48 0.99 0.96 98.08 0.63 0.03 ok
6HYC_A P00439 Phenylalanine-4-hydroxylase X-ray 3.18 2018-10-19 88.69 0.97 0.03 ok
6QRN_A Q05315 Galectin-10 X-ray 1.40 2019-02-19 0.00 97.39 0.98 0.97 98.39 0.75 0.03 ok
6JID_A P13995 Bifunctional methylenetetrahydrofolate deh X-ray 2.50 2019-02-20 0.00 97.46 1.00 0.99 99.74 0.43 0.02 ok
6QU7_A Q02127 Dihydroorotate dehydrogenase (quinone), mi X-ray 1.52 2019-02-26 0.00 97.73 0.99 0.99 98.90 1.06 0.02 ok
6JIB_A P13995 Bifunctional methylenetetrahydrofolate deh X-ray 2.25 2019-02-20 0.00 97.50 1.00 0.99 99.66 0.36 0.02 ok
6EG8_I P63092 Guanine nucleotide-binding protein G(s) su X-ray 2.80 2018-08-19 91.31 0.98 0.02 ok
6GLW_A Q05315 Galectin-10 X-ray 1.90 2018-05-23 97.06 0.98 0.01 ok
6HIG_B Q15116 Programmed cell death protein 1 X-ray 2.20 2018-08-29 74.12 0.98 0.01 ok
6HPO_A P00439 Phenylalanine-4-hydroxylase X-ray 1.67 2018-09-21 88.69 0.99 0.01 ok
6GKU_A Q05315 Galectin-10 X-ray 1.91 2018-05-21 97.06 0.99 0.01 ok
6AJK_A Q8WVM0 Dimethyladenosine transferase 1, mitochond X-ray 3.00 2018-08-28 91.94 0.99 0.01 ok
6AAX_A Q8WVM0 Dimethyladenosine transferase 1, mitochond X-ray 2.99 2018-07-19 91.94 0.99 0.01 ok
6GKT_A Q05315 Galectin-10 X-ray 2.10 2018-05-21 97.06 0.99 0.01 ok
6GKS_A Q05315 Galectin-10 X-ray 1.38 2018-05-21 97.06 0.99 0.01 ok
6GLX_A Q05315 Galectin-10 X-ray 3.40 2018-05-23 97.06 0.99 0.01 ok
6EG8_A P62873 Guanine nucleotide-binding protein G(I)/G( X-ray 2.80 2018-08-19 97.06 0.99 0.01 ok
6GKQ_A Q05315 Galectin-10 X-ray 2.30 2018-05-21 97.06 1.00 0.00 ok
6HX7_A P04181 Ornithine aminotransferase, mitochondrial X-ray 1.80 2018-10-16 94.06 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.