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

Release week 2019-12-04

71
structures analysed (64 full · 90.1%)
11.4%
confidently wrong
22.8%
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: 1 of 71 structures (1.4%) 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
6V01_B P0DP23 Calmodulin-1 EM 3.90 2019-11-18 0.00 86.26 0.49 0.68 12.67 11.72 0.56 wrong
6UZZ_B P0DP23 Calmodulin-1 EM 3.10 2019-11-16 0.00 86.26 0.51 0.78 13.02 11.49 0.55 ok
6V00_B P0DP23 Calmodulin-1 EM 3.10 2019-11-16 0.00 86.26 0.51 0.77 14.06 11.33 0.55 ok
6KUY_A P08913 Alpha2A adrenergic receptor X-ray 3.20 2019-09-02 44.20 76.98 0.71 0.61 15.00 17.47 0.44 ok
6KUX_A P08913 alpha2A adrenergic receptor X-ray 2.70 2019-09-02 44.20 77.08 0.72 0.65 15.34 17.27 0.43 ok
6IUR_A P30153 PP2A scaffolding subunit X-ray 3.33 2018-11-30 0.00 95.62 0.71 0.91 31.45 7.24 0.38 ok
6JZ0_A P00533 Epidermal growth factor receptor X-ray 2.86 2019-04-30 0.00 80.79 0.90 0.88 37.62 11.32 0.25 ok
6R2X_A P10645 Chromogranin-A NMR 2019-03-19 100.00 novel 91.12 0.53 0.73 42.00 4.46 0.24 ok
6V00_C Q9Y6H6 MCherry fluorescent protein,Potassium volt EM 3.10 2019-11-16 2.60 77.34 0.51 0.81 35.11 4.92 0.23 ok
6V01_C Q9Y6H6 Potassium voltage-gated channel subfamily EM 3.90 2019-11-18 0.00 80.25 0.52 0.82 43.12 4.15 0.20 ok
6V01_A P51787 Potassium voltage-gated channel subfamily EM 3.90 2019-11-18 67.75 0.78 0.15 ok
6TIR_A P21796 Voltage-dependent anion-selective channel NMR 2019-11-22 0.00 93.07 0.86 0.78 62.81 2.86 0.14 ok
6PWC_A P49407 Beta-arrestin-1 EM 4.90 2019-07-22 1.80 88.27 0.86 0.80 59.29 3.58 0.14 ok
6TIQ_A P21796 Voltage-dependent anion-selective channel NMR 2019-11-22 0.00 93.07 0.87 0.79 68.55 2.92 0.13 ok
6PWC_R P30989 Neurotensin receptor type 1 EM 4.90 2019-07-22 10.70 89.78 0.92 0.84 67.34 6.56 0.12 ok
6PEN_A Q9UBP0 Spastin EM 4.20 2019-06-20 0.30 92.49 0.92 0.85 73.32 1.87 0.10 ok
6PEK_A Q9UBP0 Spastin EM 4.20 2019-06-20 0.30 92.49 0.92 0.85 73.32 1.87 0.10 ok
6N7E_A Q9H8M5 Metal transporter CNNM2,Metal transporter X-ray 3.50 2018-11-27 0.00 87.89 0.94 0.90 72.87 2.01 0.10 ok
6J8Y_D Q9BSD3 RAD9, HUS1, RAD1-interacting nuclear orpha X-ray 2.40 2019-01-21 100.00 novel 68.27 0.35 0.70 70.00 2.33 0.09 ok
6UQR_B P01854 IgE X-ray 3.65 2019-10-21 76.56 0.91 0.07 ok
6O5H_A P09960 Leukotriene A-4 hydrolase X-ray 2.84 2019-03-03 0.00 96.48 0.98 0.96 87.77 1.19 0.06 ok
6IUR_C Q13033 Striatin-3 X-ray 3.33 2018-11-30 4.00 88.90 0.87 0.96 88.30 1.09 0.06 ok
6UDU_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.75 2019-09-19 0.00 89.31 0.95 0.93 88.94 2.41 0.06 ok
6UDV_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.35 2019-09-19 0.00 89.42 0.95 0.93 90.16 2.36 0.06 ok
6UD2_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.70 2019-09-18 0.00 89.42 0.95 0.94 90.16 2.40 0.06 ok
6UDT_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.50 2019-09-19 0.00 89.42 0.95 0.94 90.65 2.38 0.06 ok
6UDI_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.94 2019-09-19 0.00 89.42 0.95 0.94 90.00 2.36 0.06 ok
6JX6_A Q9NR28 Diablo homolog, mitochondrial X-ray 2.81 2019-04-22 0.00 96.41 0.96 0.95 91.67 1.09 0.05 ok
6UL8_A O43353 Receptor-interacting serine/threonine-prot X-ray 2.68 2019-10-07 0.70 92.67 0.96 0.92 91.49 1.70 0.05 ok
6NUQ_A P40763 Signal transducer and activator of transcr X-ray 3.15 2019-02-01 0.00 93.06 0.99 0.96 92.19 1.03 0.05 ok
6JX5_A O15033 Apoptosis-resistant E3 ubiquitin protein l X-ray 2.40 2019-04-22 64.30 89.44 0.98 0.94 91.73 1.06 0.05 ok
6SZJ_A O43353 Receptor-interacting serine/threonine-prot X-ray 2.53 2019-10-02 0.00 92.49 0.97 0.93 92.74 1.38 0.05 ok
6NJS_A P40763 Signal transducer and activator of transcr X-ray 2.70 2019-01-04 0.00 93.01 0.99 0.96 92.97 1.01 0.05 ok
6L4A_C P04908 Histone H2A type 1-B/E EM 12.30 2019-10-16 0.00 97.35 0.96 0.96 94.42 0.90 0.05 ok
6ST3_A Q9GZT9 Egl nine homolog 1 X-ray 2.43 2019-09-10 0.00 95.09 0.97 0.95 93.81 1.79 0.05 ok
6J8Y_B O60921 Checkpoint protein HUS1 X-ray 2.40 2019-01-21 0.00 91.97 0.97 0.94 92.91 1.01 0.05 ok
6L49_C P04908 Histone H2A type 1-B/E EM 18.90 2019-10-16 0.00 97.63 0.96 0.94 95.36 0.77 0.05 ok
6RQ4_A P28482 Mitogen-activated protein kinase 1 X-ray 1.96 2019-05-15 0.00 92.19 0.97 0.91 93.60 1.65 0.04 ok
6T6A_A Q13627 Dual specificity tyrosine-phosphorylation- X-ray 2.80 2019-10-18 0.00 96.25 0.98 0.98 94.67 0.94 0.04 ok
6PYJ_A P01889 HLA class I histocompatibility antigen, B- X-ray 1.44 2019-07-30 0.00 97.12 0.99 0.99 96.38 0.71 0.04 ok
6L49_D P06899 Histone H2B type 1-J EM 18.90 2019-10-16 0.00 97.58 0.97 0.94 98.61 0.65 0.04 ok
6L49_K P68431 Histone H3.1 EM 18.90 2019-10-16 0.00 96.40 0.97 0.95 97.16 0.69 0.04 ok
6PEB_A P43490 Nicotinamide phosphoribosyltransferase X-ray 2.46 2019-06-20 0.00 96.36 0.99 0.96 97.07 1.05 0.04 ok
6SIS_A O60885 Bromodomain-containing protein 4 X-ray 3.50 2019-08-10 0.00 94.76 0.97 0.95 96.85 1.17 0.04 ok
6PU7_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 2.43 2019-07-17 0.00 96.22 0.99 0.96 97.00 1.54 0.04 ok
6L4A_B P62805 Histone H4 EM 12.30 2019-10-16 0.00 95.37 0.97 0.94 97.89 0.97 0.03 ok
6L49_A P49450 Histone H3-like centromeric protein A EM 18.90 2019-10-16 0.00 95.50 0.97 0.94 97.47 0.65 0.03 ok
6L49_B P62805 Histone H4 EM 18.90 2019-10-16 0.00 96.08 0.97 0.92 97.12 0.62 0.03 ok
6J8Y_C O60671 Cell cycle checkpoint protein RAD1 X-ray 2.40 2019-01-21 0.00 92.72 0.99 0.96 97.45 0.66 0.03 ok
6O5Y_A P04798 Cytochrome P450 1A1 X-ray 3.17 2019-03-04 0.00 97.10 0.99 0.96 98.38 0.70 0.03 ok
6SIS_C Q15369 Elongin-C X-ray 3.50 2019-08-10 0.00 96.32 0.98 0.97 98.56 0.83 0.03 ok
6PYJ_B P61769 Beta-2-microglobulin X-ray 1.44 2019-07-30 0.00 97.00 0.98 0.98 98.48 0.55 0.03 ok
6SIS_D P40337 von Hippel-Lindau disease tumor suppressor X-ray 3.50 2019-08-10 0.00 97.59 0.99 0.98 98.66 0.50 0.03 ok
6U5Y_A P61964 WD repeat-containing protein 5 X-ray 1.53 2019-08-28 0.00 97.95 0.99 0.98 99.10 0.50 0.03 ok
6L4A_D P06899 Histone H2B type 1-J EM 12.30 2019-10-16 0.00 96.18 0.98 0.97 97.89 0.60 0.03 ok
6KYK_C P61224 Ras-related protein Rap-1b X-ray 2.82 2019-09-19 0.00 95.31 0.97 0.96 97.75 0.79 0.03 ok
6SIS_B Q15370 Elongin-B X-ray 3.50 2019-08-10 0.00 97.47 0.99 0.98 98.80 0.47 0.02 ok
6L4A_A P68431 Histone H3.1 EM 12.30 2019-10-16 0.00 96.40 0.99 0.97 99.48 0.46 0.02 ok
6J8Y_A Q99638 Cell cycle checkpoint control protein RAD9 X-ray 2.40 2019-01-21 0.00 94.07 0.99 0.98 98.74 0.52 0.02 ok
6V00_A P51787 Potassium voltage-gated channel subfamily EM 3.10 2019-11-16 67.75 0.97 0.02 ok
6U80_A P61964 WD repeat-containing protein 5 X-ray 1.55 2019-09-04 0.00 97.14 0.99 0.98 98.38 0.66 0.02 ok
6U6W_A P61964 WD repeat-containing protein 5 X-ray 1.20 2019-08-30 0.00 97.14 0.99 0.98 98.38 0.63 0.02 ok
6U8B_A P61964 WD repeat-containing protein 5 X-ray 1.26 2019-09-04 0.00 97.19 1.00 0.99 99.11 0.46 0.02 ok
6U5M_A P61964 WD repeat-containing protein 5 X-ray 1.80 2019-08-28 0.00 98.04 1.00 0.99 99.42 0.43 0.02 ok
6U8O_A P61964 WD repeat-containing protein 5 X-ray 1.60 2019-09-05 0.00 97.95 1.00 0.99 99.51 0.35 0.02 ok
6U8L_A P61964 WD repeat-containing protein 5 X-ray 1.57 2019-09-05 0.00 97.95 1.00 0.99 99.59 0.31 0.01 ok
6UZZ_A P51787 Potassium voltage-gated channel subfamily EM 3.10 2019-11-16 67.75 0.99 0.01 ok
6IUX_A P54922 [Protein ADP-ribosylarginine] hydrolase X-ray 1.20 2018-12-01 0.00 98.42 1.00 1.00 100.00 0.14 0.01 ok
6I9N_A Q8N371 JmjC domain-containing protein 5 X-ray 1.36 2018-11-24 88.88 1.00 0.00 ok
6I9L_A Q8N371 JmjC domain-containing protein 5 X-ray 1.53 2018-11-23 88.88 1.00 0.00 ok
6I9M_A Q8N371 JmjC domain-containing protein 5 X-ray 1.65 2018-11-23 88.88 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.