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

Release week 2021-09-08

109
structures analysed (10 full · 9.2%)
21.8%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.934
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: 2 of 109 structures (1.8%) are confidently wrong; median TM-score is 0.934.

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 0.934 — 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
7PE9_I Q8TB45 DEP domain-containing mTOR-interacting pro EM 3.70 2021-08-09 61.00 92.00 0.63 0.82 1.58 24.64 0.86 ok
7PEC_I Q8TB45 DEP domain-containing mTOR-interacting pro EM 4.24 2021-08-09 61.00 92.00 0.64 0.84 1.81 24.40 0.86 ok
7PE9_G Q9BPZ7 Target of rapamycin complex 2 subunit MAPK EM 3.70 2021-08-09 0.00 72.05 0.37 0.80 2.55 24.34 0.67 wrong
7PE8_G Q9BPZ7 Target of rapamycin complex 2 subunit MAPK EM 3.20 2021-08-09 0.00 72.05 0.39 0.80 2.81 24.37 0.67 wrong
7NH4_A P31749 RAC-alpha serine/threonine-protein kinase X-ray 2.30 2021-02-10 0.00 89.93 0.70 0.81 21.54 8.85 0.43 ok
7NH5_A P31749 RAC-alpha serine/threonine-protein kinase X-ray 1.90 2021-02-10 0.00 90.00 0.70 0.81 21.34 8.77 0.42 ok
7PED_A Q8TB45 DEP domain-containing mTOR-interacting pro X-ray 1.93 2021-08-09 61.00 93.32 0.64 0.86 35.07 7.81 0.34 ok
7E7S_A P16615 Sarcoplasmic/endoplasmic reticulum calcium EM 3.30 2021-02-27 85.44 0.71 0.25 ok
7RYQ_B Q96EK5 KIF-binding protein EM 4.60 2021-08-25 90.31 0.82 0.16 ok
7RYP_B Q96EK5 KIF-binding protein EM 4.80 2021-08-25 90.31 0.83 0.15 ok
7LD3_A P04899 Guanine nucleotide-binding protein G(i) su EM 3.20 2021-01-12 94.06 0.84 0.15 ok
7LD4_A P04899 Guanine nucleotide-binding protein G(i) su EM 3.30 2021-01-12 94.06 0.84 0.15 ok
7PDC_A P49913 Cathelicidin antimicrobial peptide X-ray 1.83 2021-08-05 0.00 66.17 0.60 0.85 46.67 3.96 0.15 ok
7RYP_A Q9NS87 Kinesin-like protein KIF15 EM 4.80 2021-08-25 72.12 0.80 0.14 ok
7RSI_B Q96EK5 KIF-binding protein EM 4.90 2021-08-11 90.31 0.86 0.13 ok
7OWG_B P42345 Serine/threonine-protein kinase mTOR EM 4.70 2021-06-18 78.00 0.84 0.13 ok
7RSQ_B Q96EK5 KIF-binding protein EM 3.80 2021-08-11 90.31 0.86 0.12 ok
7R8E_A P45844 Isoform 4 of ATP-binding cassette sub-fami EM 3.70 2021-06-26 81.12 0.87 0.11 ok
7PE8_A P42345 Serine/threonine-protein kinase mTOR EM 3.20 2021-08-09 78.00 0.87 0.10 ok
7PE9_A P42345 Serine/threonine-protein kinase mTOR EM 3.70 2021-08-09 78.00 0.87 0.10 ok
7PEC_A P42345 Serine/threonine-protein kinase mTOR EM 4.24 2021-08-09 78.00 0.87 0.10 ok
7PEB_A P42345 Serine/threonine-protein kinase mTOR EM 3.67 2021-08-09 78.00 0.87 0.10 ok
7PEA_A P42345 Serine/threonine-protein kinase mTOR EM 4.07 2021-08-09 78.00 0.87 0.10 ok
7OWG_O Q8TB45 DEP domain-containing mTOR-interacting pro EM 4.70 2021-06-18 79.75 0.88 0.10 ok
7FD9_A P41594 Metabotropic glutamate receptor 5 EM 4.00 2021-07-16 71.06 0.87 0.10 ok
7LD4_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2021-01-12 89.56 0.90 0.09 ok
7O06_C Q9UPV0 Centrosomal protein of 164 kDa X-ray 1.60 2021-03-25 61.69 0.85 0.09 ok
7JXP_A P00533 Epidermal growth factor receptor X-ray 2.16 2020-08-27 75.94 0.88 0.09 ok
7KUY_A P23416 Glycine receptor subunit alpha-2 EM 3.60 2020-11-25 83.81 0.90 0.08 ok
7RSI_C Q8NI77 Kinesin-like protein KIF18A EM 4.90 2021-08-11 67.31 0.88 0.08 ok
7JXL_A P00533 Epidermal growth factor receptor X-ray 2.40 2020-08-27 75.94 0.89 0.08 ok
7L31_A P23416 Glycine receptor subunit alpha-2 EM 3.80 2020-12-17 83.81 0.91 0.08 ok
7PEB_I Q8TB45 DEP domain-containing mTOR-interacting pro EM 3.67 2021-08-09 79.75 0.91 0.07 ok
7PEA_I Q8TB45 DEP domain-containing mTOR-interacting pro EM 4.07 2021-08-09 79.75 0.91 0.07 ok
7JXQ_A P00533 Epidermal growth factor receptor X-ray 1.83 2020-08-27 75.94 0.91 0.07 ok
7F4H_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2021-06-18 89.56 0.92 0.07 ok
7JXW_A P00533 Epidermal growth factor receptor X-ray 2.50 2020-08-28 75.94 0.91 0.07 ok
7JXK_A P00533 Epidermal growth factor receptor X-ray 3.10 2020-08-27 75.94 0.91 0.07 ok
7PE8_I Q8TB45 DEP domain-containing mTOR-interacting pro EM 3.20 2021-08-09 79.75 0.92 0.07 ok
7RS2_A P03372 Estrogen receptor X-ray 1.72 2021-08-10 66.44 0.90 0.07 ok
7S0Z_C P10301 Ras-related protein R-Ras X-ray 2.34 2021-08-31 85.56 0.92 0.07 ok
7KX0_A P32970 CD70 antigen X-ray 2.69 2020-12-02 83.19 0.92 0.07 ok
7JXM_A P00533 Epidermal growth factor receptor X-ray 2.19 2020-08-27 75.94 0.92 0.06 ok
7F4F_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-06-18 89.56 0.93 0.06 ok
7M20_A P68363 Tubulin alpha-1B chain EM 3.84 2021-03-15 91.56 0.93 0.06 ok
7JXI_A P00533 Epidermal growth factor receptor X-ray 3.00 2020-08-27 75.94 0.92 0.06 ok
7F4I_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-06-18 89.56 0.93 0.06 ok
7F4D_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-06-18 89.56 0.93 0.06 ok
7OWG_E Q9BVC4 Target of rapamycin complex subunit LST8 EM 4.70 2021-06-18 91.62 0.94 0.06 ok
7LD3_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-01-12 89.56 0.93 0.06 ok
7LXB_A P68363 Tubulin alpha-1B chain EM 3.26 2021-03-03 91.56 0.94 0.06 ok
7RRY_A P03372 Estrogen receptor X-ray 1.87 2021-08-10 66.44 0.92 0.06 ok
7RS4_A P03372 Estrogen receptor X-ray 1.78 2021-08-10 66.44 0.92 0.06 ok
7KX0_D P26842 CD27 antigen X-ray 2.69 2020-12-02 71.69 0.92 0.06 ok
7M18_A P68363 Tubulin alpha-1B chain EM 3.38 2021-03-12 91.56 0.94 0.06 ok
7S0Y_B P60953 Cell division control protein 42 homolog X-ray 2.79 2021-08-31 93.50 0.94 0.05 ok
5BKG_A P23416 Glycine receptor subunit alpha-2 EM 3.80 2021-03-19 9.20 93.52 0.98 0.92 93.07 2.25 0.05 ok
7RS9_A P03372 Estrogen receptor X-ray 1.70 2021-08-11 66.44 0.92 0.05 ok
7RS0_A P03372 Estrogen receptor X-ray 1.67 2021-08-10 66.44 0.92 0.05 ok
7RRZ_A P03372 Estrogen receptor X-ray 1.83 2021-08-10 66.44 0.93 0.05 ok
7PE9_C Q9BVC4 Target of rapamycin complex subunit LST8 EM 3.70 2021-08-09 91.62 0.95 0.05 ok
7PE8_C Q9BVC4 Target of rapamycin complex subunit LST8 EM 3.20 2021-08-09 91.62 0.95 0.05 ok
7M1Q_A P78363 Retinal-specific phospholipid-transporting EM 2.92 2021-03-14 75.69 0.94 0.05 ok
7RS1_A P03372 Estrogen receptor X-ray 1.59 2021-08-10 66.44 0.93 0.05 ok
7RS3_A P03372 Estrogen receptor X-ray 1.84 2021-08-10 66.44 0.93 0.04 ok
5BKF_A P23416 Glycine receptor subunit alpha-2 EM 3.60 2021-03-19 9.20 93.52 0.98 0.92 95.35 2.25 0.04 ok
7FD8_A P41594 Metabotropic glutamate receptor 5 EM 3.80 2021-07-16 71.06 0.94 0.04 ok
7JXH_A P04626 Receptor tyrosine-protein kinase erbB-2 X-ray 3.27 2020-08-27 74.00 0.94 0.04 ok
7OWG_Y Q8N122 Regulatory-associated protein of mTOR EM 4.70 2021-06-18 79.75 0.95 0.04 ok
7M1P_A P78363 Retinal-specific phospholipid-transporting EM 3.60 2021-03-14 75.69 0.95 0.04 ok
7M18_B Q13509 Tubulin beta-3 chain EM 3.38 2021-03-12 91.44 0.96 0.04 ok
7M20_B Q13509 Tubulin beta-3 chain EM 3.84 2021-03-15 91.44 0.96 0.03 ok
7LXB_B Q13509 Tubulin beta-3 chain EM 3.26 2021-03-03 91.44 0.96 0.03 ok
7CVH_A P09467 Fructose-1,6-bisphosphatase 1 X-ray 2.09 2020-08-26 94.31 0.97 0.03 ok
7R87_B Q9H221 ATP-binding cassette sub-family G member 8 EM 3.40 2021-06-26 80.56 0.96 0.03 ok
7PE8_E Q6R327 Rapamycin-insensitive companion of mTOR EM 3.20 2021-08-09 65.94 0.95 0.03 ok
7PE9_E Q6R327 Rapamycin-insensitive companion of mTOR EM 3.70 2021-08-09 65.94 0.95 0.03 ok
7PEC_C Q9BVC4 Target of rapamycin complex subunit LST8 EM 4.24 2021-08-09 91.62 0.97 0.03 ok
7R88_B Q9H221 ATP-binding cassette sub-family G member 8 EM 3.50 2021-06-26 80.56 0.96 0.03 ok
7R8B_B Q9H221 ATP-binding cassette sub-family G member 8 EM 3.10 2021-06-26 80.56 0.97 0.03 ok
7PEB_C Q9BVC4 Target of rapamycin complex subunit LST8 EM 3.67 2021-08-09 91.62 0.97 0.03 ok
7PEA_C Q9BVC4 Target of rapamycin complex subunit LST8 EM 4.07 2021-08-09 91.62 0.97 0.03 ok
7R8A_B Q9H221 ATP-binding cassette sub-family G member 8 EM 2.90 2021-06-26 80.56 0.97 0.03 ok
7R89_B Q9H221 ATP-binding cassette sub-family G member 8 EM 2.60 2021-06-26 80.56 0.97 0.03 ok
7CWE_A P09467 Fructose-1,6-bisphosphatase 1 X-ray 3.00 2020-08-28 94.31 0.98 0.02 ok
7N5X_A Q06187 Tyrosine-protein kinase BTK X-ray 1.60 2021-06-07 84.44 0.98 0.02 ok
7N5R_A Q06187 Tyrosine-protein kinase BTK X-ray 1.55 2021-06-06 84.44 0.98 0.02 ok
7N5Y_A Q06187 Tyrosine-protein kinase BTK X-ray 1.85 2021-06-07 84.44 0.98 0.02 ok
7N5O_A Q06187 Tyrosine-protein kinase BTK X-ray 1.25 2021-06-06 84.44 0.98 0.02 ok
7M6A_F P68106 Peptidyl-prolyl cis-trans isomerase FKBP1B EM 3.36 2021-03-25 94.88 0.98 0.02 ok
7E0A_A P37231 Isoform 2 of Peroxisome proliferator-activ X-ray 1.77 2021-01-27 76.12 0.98 0.02 ok
7R8A_A Q9H222 ATP-binding cassette sub-family G member 5 EM 2.90 2021-06-26 85.06 0.98 0.02 ok
7R87_A Q9H222 ATP-binding cassette sub-family G member 5 EM 3.40 2021-06-26 85.06 0.98 0.02 ok
7F4H_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.70 2021-06-18 97.06 0.98 0.02 ok
7F4F_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-06-18 97.06 0.98 0.02 ok
7R8B_A Q9H222 ATP-binding cassette sub-family G member 5 EM 3.10 2021-06-26 85.06 0.98 0.02 ok
7R88_A Q9H222 ATP-binding cassette sub-family G member 5 EM 3.50 2021-06-26 85.06 0.98 0.02 ok
7R8D_A P45844 Isoform 4 of ATP-binding cassette sub-fami EM 3.20 2021-06-26 81.12 0.98 0.01 ok
7R89_A Q9H222 ATP-binding cassette sub-family G member 5 EM 2.60 2021-06-26 85.06 0.98 0.01 ok
7F4I_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-06-18 97.06 0.99 0.01 ok
7R8C_A P45844 Isoform 4 of ATP-binding cassette sub-fami EM 3.70 2021-06-26 81.12 0.99 0.01 ok
7PEC_E Q8N122 Regulatory-associated protein of mTOR EM 4.24 2021-08-09 79.75 0.99 0.01 ok
7PEB_E Q8N122 Regulatory-associated protein of mTOR EM 3.67 2021-08-09 79.75 0.99 0.01 ok
7PEA_E Q8N122 Regulatory-associated protein of mTOR EM 4.07 2021-08-09 79.75 0.99 0.01 ok
7F4D_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-06-18 97.06 0.99 0.01 ok
7LD4_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2021-01-12 97.06 1.00 0.00 ok
7NXM_A P43235 Cathepsin K X-ray 1.72 2021-03-18 94.88 1.00 0.00 ok
7NXL_AAA P43235 Cathepsin K X-ray 1.80 2021-03-18 94.88 1.00 0.00 ok
7LD3_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2021-01-12 97.06 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.