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

Release week 2019-08-07

83
structures analysed (70 full · 84.3%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.99
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 83 structures (0.0%) are confidently wrong; median TM-score is 0.99.

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 0.99 — 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
6E5R_A P50120 Retinol-binding protein 2 X-ray 2.59 2018-07-22 1.60 96.79 0.58 0.95 6.20 15.72 0.72 ok
6RVX_A Q15758 Neutral amino acid transporter B(0) EM 3.61 2019-06-03 35.90 88.88 0.62 0.79 8.95 11.48 0.59 ok
6RVY_A Q15758 Neutral amino acid transporter B(0) EM 4.13 2019-06-03 35.90 88.88 0.62 0.77 9.42 11.47 0.59 ok
6O5G_A P0DP23 Calmodulin-1 X-ray 1.89 2019-03-02 0.00 86.59 0.59 0.90 22.73 8.91 0.42 ok
6EEB_A P0DP23 Calmodulin-1 X-ray 1.96 2018-08-13 0.00 86.72 0.59 0.90 23.06 8.73 0.42 ok
6NIT_A Q9UKV8 Protein argonaute-2 X-ray 3.80 2018-12-31 0.40 95.38 0.90 0.94 52.94 3.84 0.20 ok
6OIZ_A P05067 Amyloid beta A4 protein EM 1.10 2019-04-10 51.04 0.25 0.43 35.00 5.78 0.17 ok
6RIH_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 2.15 2019-04-24 0.00 96.87 0.88 0.96 59.52 3.08 0.17 ok
6NB9_A P05067 Amyloid-beta A4 protein EM 1.05 2018-12-06 51.04 0.22 0.46 36.67 5.73 0.16 ok
6RJ5_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 1.89 2019-04-26 0.00 96.90 0.91 0.98 66.11 2.45 0.14 ok
6RJ2_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 2.00 2019-04-26 0.00 96.89 0.92 0.97 70.82 2.12 0.12 ok
6MDZ_A Q9UKV8 Protein argonaute-2 X-ray 3.40 2018-09-05 92.38 0.88 0.11 ok
6MFR_A Q9UKV8 Protein argonaute-2 X-ray 3.60 2018-09-12 92.38 0.89 0.11 ok
6MI4_A Q9Y6K9 NF-kB ESSENTIAL MODULATOR X-ray 2.50 2018-09-19 82.00 0.89 0.09 ok
6MFN_A Q9UKV8 Protein argonaute-2 X-ray 2.50 2018-09-11 92.38 0.90 0.09 ok
6K5T_A P63165 Small ubiquitin-related modifier 1 NMR 2019-05-31 0.00 87.71 0.81 0.77 75.97 2.10 0.09 ok
6NYO_A Q712K3 Ubiquitin-conjugating enzyme E2 R2 X-ray 1.50 2019-02-11 11.90 94.48 0.92 0.89 79.92 1.87 0.09 ok
6AEZ_A P13501 C-C motif chemokine 5 X-ray 1.63 2018-08-07 88.44 0.91 0.08 ok
6AEZ_B P13501 C-C motif chemokine 5 X-ray 1.63 2018-08-07 88.44 0.91 0.08 ok
6RJ3_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 1.42 2019-04-26 0.00 96.96 0.96 0.98 85.35 1.36 0.07 ok
6IG8_A P07333 Macrophage colony-stimulating factor 1 rec X-ray 1.80 2018-09-25 77.81 0.91 0.07 ok
6K5R_A P55854 Small ubiquitin-related modifier 3 NMR 2019-05-30 0.00 89.87 0.90 0.87 90.26 1.15 0.05 ok
6NMR_E P78324 Tyrosine-protein phosphatase non-receptor X-ray 2.42 2019-01-11 0.80 93.87 0.94 0.91 92.41 1.26 0.05 ok
6JZE_B Q8N300 Small vasohibin-binding protein X-ray 2.51 2019-05-01 0.00 97.67 0.82 1.00 95.00 0.82 0.05 ok
6NMV_S P78324 Tyrosine-protein phosphatase non-receptor X-ray 2.61 2019-01-11 0.80 94.26 0.96 0.95 95.47 1.29 0.05 ok
6ROA_A P01034 Cystatin-C X-ray 2.65 2019-05-10 0.90 95.39 0.95 0.93 92.89 0.94 0.05 ok
6OEL_C P31785 Cytokine receptor common subunit gamma X-ray 3.10 2019-03-27 0.00 94.07 0.97 0.91 94.06 1.07 0.04 ok
6QZ8_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.15 2019-03-11 1.30 90.17 0.96 0.93 93.79 1.54 0.04 ok
6OEL_A P05112 engineered Interleukin-4, RGA variant X-ray 3.10 2019-03-27 0.00 93.42 0.96 0.92 94.69 1.00 0.04 ok
6QZ6_A Q07820 Induced myeloid leukemia cell differentiat X-ray 1.90 2019-03-11 1.30 90.64 0.97 0.95 95.03 1.22 0.04 ok
6QZ5_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.00 2019-03-11 1.30 90.64 0.97 0.95 96.19 1.18 0.03 ok
6QYP_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.20 2019-03-09 1.30 90.64 0.98 0.96 96.52 1.06 0.03 ok
6QZB_A Q07820 Induced myeloid leukemia cell differentiat X-ray 2.00 2019-03-11 1.30 90.79 0.98 0.95 96.67 0.95 0.03 ok
6NMU_C P78324 Tyrosine-protein phosphatase non-receptor X-ray 2.55 2019-01-11 0.80 94.21 0.98 0.95 98.25 0.62 0.03 ok
6J6Y_A P22455 Fibroblast growth factor receptor 4 X-ray 2.15 2019-01-16 22.30 84.30 0.96 0.94 95.79 0.84 0.03 ok
6NMS_C P78324 Tyrosine-protein phosphatase non-receptor X-ray 2.11 2019-01-11 0.80 93.60 0.98 0.96 96.79 0.73 0.03 ok
6RJ6_A O43175 D-3-phosphoglycerate dehydrogenase X-ray 1.98 2019-04-26 0.00 97.47 0.99 0.98 98.04 0.65 0.03 ok
6OLV_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.10 2019-04-17 0.40 97.35 0.99 0.97 97.35 0.79 0.03 ok
6OEL_B P24394 Interleukin-4 receptor subunit alpha X-ray 3.10 2019-03-27 2.00 93.78 0.99 0.98 98.37 0.53 0.03 ok
6RV4_A O14649 Potassium channel subfamily K member 3 X-ray 3.10 2019-05-30 66.40 94.17 0.99 0.99 99.02 0.48 0.03 ok
6RV3_A O14649 Potassium channel subfamily K member 3 X-ray 2.90 2019-05-30 66.40 94.08 0.99 0.99 99.13 0.47 0.03 ok
6NMT_C P78324 Tyrosine-protein phosphatase non-receptor X-ray 1.83 2019-01-11 0.80 93.54 0.98 0.98 98.26 0.59 0.02 ok
5QRD_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.76 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.90 0.02 ok
5QRA_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.72 2019-05-22 48.90 97.15 0.99 0.98 98.14 0.90 0.02 ok
5QQX_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.50 2019-05-22 48.90 97.15 0.99 0.98 98.14 0.91 0.02 ok
5QQQ_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.93 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.90 0.02 ok
5QRC_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.82 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.90 0.02 ok
5QR9_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.62 2019-05-22 48.90 97.15 0.99 0.98 98.14 0.90 0.02 ok
5QR8_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.85 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.89 0.02 ok
5QR2_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.66 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.90 0.02 ok
5QT3_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.95 2019-06-28 48.90 97.15 0.99 0.98 98.14 0.91 0.02 ok
5QRB_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.72 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.90 0.02 ok
5QQY_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.49 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QR3_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.71 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QQU_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.55 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QRE_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.67 2019-05-22 48.90 97.15 0.99 0.98 98.31 0.89 0.02 ok
5QR1_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.44 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QR5_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.49 2019-05-22 48.90 97.15 0.99 0.98 98.31 0.89 0.02 ok
5QR4_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.57 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.88 0.02 ok
5QQZ_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.55 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.89 0.02 ok
5QQW_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.56 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QR7_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.74 2019-05-22 48.90 97.15 0.99 0.98 98.08 0.90 0.02 ok
5QQS_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.85 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
6RV2_A O14649 Potassium channel subfamily K member 3 X-ray 3.00 2019-05-30 66.40 94.21 1.00 0.99 99.80 0.40 0.02 ok
5QR0_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.65 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.90 0.02 ok
5QQT_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.67 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.89 0.02 ok
5QR6_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.52 2019-05-22 48.90 97.15 0.99 0.98 98.19 0.89 0.02 ok
5QQV_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.52 2019-05-22 48.90 97.15 0.99 0.98 98.25 0.89 0.02 ok
5QQR_A P22557 5-aminolevulinate synthase, erythroid-spec X-ray 1.46 2019-05-22 48.90 97.15 0.99 0.98 98.08 0.91 0.02 ok
6PM8_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.06 2019-07-01 0.40 97.16 1.00 0.99 99.66 0.36 0.02 ok
6PGT_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.20 2019-06-24 0.40 97.14 1.00 0.99 99.66 0.36 0.02 ok
6PHA_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.30 2019-06-25 0.40 97.16 1.00 0.99 99.83 0.32 0.02 ok
6PFW_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.34 2019-06-22 0.40 97.16 1.00 0.99 99.75 0.32 0.02 ok
6OMY_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.10 2019-04-19 0.40 97.16 1.00 0.99 99.83 0.31 0.02 ok
6II6_C P61204 ADP-ribosylation factor 3 X-ray 2.10 2018-10-03 86.12 0.98 0.02 ok
6PHS_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.13 2019-06-25 0.40 97.16 1.00 1.00 99.83 0.27 0.01 ok
6PG0_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.10 2019-06-23 0.40 97.16 1.00 1.00 99.83 0.28 0.01 ok
6OLQ_A P18031 Tyrosine-protein phosphatase non-receptor X-ray 2.10 2019-04-16 0.40 97.16 1.00 0.99 99.66 0.28 0.01 ok
6MH7_A O60885 Bromodomain-containing protein 4 X-ray 1.74 2018-09-17 55.31 0.98 0.01 ok
6MH1_A O60885 Bromodomain-containing protein 4 X-ray 1.60 2018-09-17 55.31 0.98 0.01 ok
6HNY_A P68400 Casein kinase II subunit alpha X-ray 1.65 2018-09-17 88.94 0.99 0.01 ok
6HNW_A P68400 Casein kinase II subunit alpha X-ray 2.00 2018-09-17 88.94 0.99 0.01 ok
6HGW_A P34913 Bifunctional epoxide hydrolase 2 X-ray 2.41 2018-08-23 93.31 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.