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

Release week 2021-04-21

99
structures analysed (2 full · 2.0%)
11.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.977
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 99 structures (1.0%) are confidently wrong; median TM-score is 0.977.

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 0.977 — 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
7DME_A O95433 Activator of 90 kDa heat shock protein ATP NMR 2020-12-03 0.00 83.34 0.43 0.75 0.16 23.45 0.82 wrong
6YMP_L P00734 Prothrombin X-ray 1.42 2020-04-09 83.94 0.72 0.24 ok
6YN3_L P00734 Prothrombin X-ray 1.49 2020-04-10 83.94 0.73 0.23 ok
7DMD_A O95433 Activator of 90 kDa heat shock protein ATP NMR 2020-12-03 80.75 0.75 0.21 ok
7E32_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.90 2021-02-07 93.75 0.82 0.17 ok
7M3Q_A Q9HAU4 E3 ubiquitin-protein ligase SMURF2 X-ray 2.50 2021-03-18 76.94 0.81 0.15 ok
7KCO_C Q15596 Peptide GLU-LYS-HIS-LYS-ILE-LEU-HIS-ARG-LE X-ray 1.86 2020-10-06 47.59 0.71 0.14 ok
7MC3_A Q13105 Isoform 2 of Zinc finger and BTB domain-co NMR 2021-04-01 47.00 82.11 0.64 0.83 66.13 2.76 0.12 ok
7NEZ_A Q9UNQ0 ATP-binding cassette sub-family G member 2 EM 3.39 2021-02-05 85.25 0.88 0.10 ok
7NEQ_A Q9UNQ0 ATP-binding cassette sub-family G member 2 EM 3.12 2021-02-04 85.25 0.89 0.10 ok
7E32_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-02-07 89.56 0.90 0.09 ok
7NFD_A Q9UNQ0 ATP-binding cassette sub-family G member 2 EM 3.51 2021-02-06 85.25 0.89 0.09 ok
6XI2_D Q8NAT1 Protein O-linked-mannose beta-1,4-N-acetyl X-ray 2.57 2020-06-19 92.38 0.91 0.09 ok
6VFE_A P57764 Gasdermin-D, N-terminal EM 3.90 2020-01-03 77.88 0.90 0.08 ok
7M3Q_B P62987 Ubiquitin variant X-ray 2.50 2021-03-18 93.50 0.92 0.08 ok
6XI2_B Q8NAT1 Protein O-linked-mannose beta-1,4-N-acetyl X-ray 2.57 2020-06-19 92.38 0.92 0.07 ok
6XI2_A Q8NAT1 Protein O-linked-mannose beta-1,4-N-acetyl X-ray 2.57 2020-06-19 92.38 0.93 0.07 ok
6YMP_H P00734 Prothrombin X-ray 1.42 2020-04-09 83.94 0.92 0.06 ok
6YN3_H P00734 Prothrombin X-ray 1.49 2020-04-10 83.94 0.93 0.06 ok
6WJL_E Q8N158 Glypican-2 X-ray 3.30 2020-04-14 79.06 0.92 0.06 ok
7AOU_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.16 2020-10-15 92.50 0.94 0.05 ok
7AOT_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 0.85 2020-10-15 92.50 0.95 0.05 ok
6XI2_C Q8NAT1 Protein O-linked-mannose beta-1,4-N-acetyl X-ray 2.57 2020-06-19 92.38 0.95 0.05 ok
7AWF_A Q13451 Peptidyl-prolyl cis-trans isomerase FKBP5 X-ray 1.40 2020-11-07 92.50 0.95 0.05 ok
7L9Y_A Q460N5 Protein mono-ADP-ribosyltransferase PARP14 X-ray 2.25 2021-01-05 81.69 0.95 0.04 ok
7M0U_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.09 2021-03-11 66.38 0.94 0.04 ok
7M0V_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.16 2021-03-11 66.38 0.94 0.04 ok
7M0Z_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.12 2021-03-11 66.38 0.94 0.04 ok
7M0X_A P15056 Serine/threonine-protein kinase B-raf X-ray 2.47 2021-03-11 66.38 0.94 0.04 ok
7M0T_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.19 2021-03-11 66.38 0.94 0.04 ok
7M0Y_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.45 2021-03-11 66.38 0.94 0.04 ok
7M0W_A P15056 Serine/threonine-protein kinase B-raf X-ray 3.09 2021-03-11 66.38 0.94 0.04 ok
7LM2_B P27986 Phosphatidylinositol 3-kinase regulatory s X-ray 2.79 2021-02-05 83.19 0.96 0.04 ok
6WK0_A Q9H477 Ribokinase X-ray 2.00 2020-04-15 95.06 0.96 0.03 ok
6Z15_A Q86WV6 Stimulator of interferon protein X-ray 2.50 2020-05-12 83.75 0.96 0.03 ok
7LUN_A Q460N5 Protein mono-ADP-ribosyltransferase PARP14 X-ray 2.57 2021-02-22 81.69 0.96 0.03 ok
6WJZ_A Q9H477 Ribokinase X-ray 1.80 2020-04-15 95.06 0.97 0.03 ok
7KIB_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.52 2020-10-23 93.31 0.97 0.03 ok
7KID_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.50 2020-10-23 93.31 0.97 0.03 ok
6XFI_A Q8NAT1 Protein O-linked-mannose beta-1,4-N-acetyl X-ray 2.00 2020-06-15 92.38 0.97 0.03 ok
7KIC_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.43 2020-10-23 93.31 0.97 0.03 ok
7M0U_B Q02750 Dual specificity mitogen-activated protein X-ray 3.09 2021-03-11 83.25 0.97 0.02 ok
7LM2_A O00329 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.79 2021-02-05 87.94 0.98 0.02 ok
7M0V_B Q02750 Dual specificity mitogen-activated protein X-ray 3.16 2021-03-11 83.25 0.98 0.02 ok
7M0T_B Q02750 Dual specificity mitogen-activated protein X-ray 3.19 2021-03-11 83.25 0.98 0.02 ok
7M0Z_B Q02750 Dual specificity mitogen-activated protein X-ray 3.12 2021-03-11 83.25 0.98 0.02 ok
7M0W_B Q02750 Dual specificity mitogen-activated protein X-ray 3.09 2021-03-11 83.25 0.98 0.02 ok
6XDF_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 2.54 2020-06-10 72.69 0.97 0.02 ok
7M0Y_B Q02750 Dual specificity mitogen-activated protein X-ray 3.45 2021-03-11 83.25 0.98 0.02 ok
7M0X_B Q02750 Dual specificity mitogen-activated protein X-ray 2.47 2021-03-11 83.25 0.98 0.02 ok
7LGD_A P01889 HLA class I histocompatibility antigen, B X-ray 2.88 2021-01-20 88.06 0.98 0.02 ok
7DX4_A Q9BYF1 Angiotensin-converting enzyme 2 EM 3.60 2021-01-18 90.69 0.98 0.02 ok
7MEQ_A O15393 Transmembrane protease serine 2 X-ray 1.95 2021-04-07 79.38 0.98 0.02 ok
7LGT_A P01889 HLA class I histocompatibility antigen, B X-ray 1.97 2021-01-21 88.06 0.98 0.02 ok
7LAE_A P05164 Myeloperoxidase light chain X-ray 2.97 2021-01-06 89.00 0.98 0.02 ok
7LGD_B P61769 Beta-2-microglobulin X-ray 2.88 2021-01-20 94.06 0.98 0.02 ok
7LAG_A P05164 Myeloperoxidase light chain X-ray 2.85 2021-01-06 89.00 0.98 0.02 ok
6XDB_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 2.45 2020-06-10 72.69 0.98 0.02 ok
6XDD_A O75460 Serine/threonine-protein kinase/endoribonu X-ray 2.40 2020-06-10 72.69 0.98 0.02 ok
6YXO_A Q92922 SWI/SNF complex subunit SMARCC1 X-ray 2.00 2020-05-03 65.75 0.98 0.02 ok
7LAL_A P05164 Myeloperoxidase light chain X-ray 2.75 2021-01-06 89.00 0.98 0.02 ok
6YXP_A Q92922 SWI/SNF complex subunit SMARCC1 X-ray 1.60 2020-05-03 65.75 0.98 0.02 ok
7LAN_A P05164 Myeloperoxidase light chain X-ray 2.28 2021-01-06 89.00 0.98 0.02 ok
7LGT_B P61769 Beta-2-microglobulin X-ray 1.97 2021-01-21 94.06 0.98 0.01 ok
7KCO_A P51449 Nuclear receptor ROR-gamma X-ray 1.86 2020-10-06 74.19 0.98 0.01 ok
7LAE_B P05164 Isoform H14 of Myeloperoxidase X-ray 2.97 2021-01-06 89.00 0.98 0.01 ok
7LAG_B P05164 Isoform H14 of Myeloperoxidase X-ray 2.85 2021-01-06 89.00 0.98 0.01 ok
7EB6_A Q9UPQ3 Arf-GAP with GTPase, ANK repeat and PH dom X-ray 3.01 2021-03-09 71.00 0.98 0.01 ok
7LAL_B P05164 Isoform H14 of Myeloperoxidase X-ray 2.75 2021-01-06 89.00 0.99 0.01 ok
7LAN_B P05164 Isoform H14 of Myeloperoxidase X-ray 2.28 2021-01-06 89.00 0.99 0.01 ok
6WHN_A Q92769 Histone deacetylase 2 X-ray 1.54 2020-04-08 85.56 0.99 0.01 ok
6WHQ_A Q92769 Histone deacetylase 2 X-ray 2.35 2020-04-08 85.56 0.99 0.01 ok
6WHO_A Q92769 Histone deacetylase 2 X-ray 2.20 2020-04-08 85.56 0.99 0.01 ok
6WHZ_A Q92769 Histone deacetylase 2 X-ray 2.90 2020-04-08 85.56 0.99 0.01 ok
7KID_B Q9BQA1 Methylosome protein 50 X-ray 2.50 2020-10-23 91.00 0.99 0.01 ok
7KIC_B Q9BQA1 Methylosome protein 50 X-ray 2.43 2020-10-23 91.00 0.99 0.01 ok
7KIB_B Q9BQA1 Methylosome protein 50 X-ray 2.52 2020-10-23 91.00 0.99 0.01 ok
7E32_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-02-07 97.06 0.99 0.01 ok
7BHX_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.08 2021-01-11 96.06 0.99 0.01 ok
6WKB_A P31153 S-adenosylmethionine synthase isoform type X-ray 2.55 2020-04-15 96.06 0.99 0.01 ok
7KCF_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.10 2020-10-05 96.06 0.99 0.01 ok
7BHU_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.15 2021-01-11 96.06 0.99 0.01 ok
7BHT_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.05 2021-01-11 96.06 0.99 0.01 ok
7BHV_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.16 2021-01-11 96.06 0.99 0.01 ok
7DD1_A Q96SB4 SRSF protein kinase 1,SRSF protein kinase X-ray 2.05 2020-10-27 70.88 0.99 0.01 ok
7BHW_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.15 2021-01-11 96.06 0.99 0.01 ok
7KCC_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.32 2020-10-05 96.06 0.99 0.01 ok
7KDB_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.24 2020-10-08 96.06 0.99 0.01 ok
7KCE_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.14 2020-10-05 96.06 0.99 0.01 ok
7BHR_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.08 2021-01-11 96.06 0.99 0.01 ok
7KDA_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.24 2020-10-08 96.06 0.99 0.01 ok
7BHS_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.05 2021-01-11 96.06 0.99 0.01 ok
7KLB_A P04179 Superoxide dismutase [Mn], mitochondrial X-ray 2.16 2020-10-29 93.19 0.99 0.01 ok
6WI3_A Q92769 Histone deacetylase 2 X-ray 2.35 2020-04-08 85.56 0.99 0.00 ok
7KKW_A P04179 Superoxide dismutase [Mn], mitochondrial Neutron 2.30 2020-10-28 93.19 1.00 0.00 ok
7KKS_A P04179 Superoxide dismutase [Mn], mitochondrial Neutron 2.20 2020-10-28 93.19 1.00 0.00 ok
7KKU_A P04179 Superoxide dismutase [Mn], mitochondrial X-ray 2.02 2020-10-28 93.19 1.00 0.00 ok
7BE3_A P17931 Galectin-3 X-ray 1.25 2020-12-22 73.81 1.00 0.00 ok
6WH6_A Q9Y6N5 Sulfide:quinone oxidoreductase, mitochondr X-ray 2.25 2020-04-07 93.00 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.