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

Release week 2021-12-22

91
structures analysed (11 full · 12.1%)
00.0%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.949
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 91 structures (0.0%) are confidently wrong; median TM-score is 0.949.

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 0.949 — 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
7SZ0_A P00533 Epidermal growth factor receptor EM 3.30 2021-11-25 0.40 91.57 0.53 0.89 1.55 25.07 0.84 ok
7SYD_A P00533 Epidermal growth factor receptor EM 3.10 2021-11-24 0.40 91.57 0.54 0.88 1.59 24.41 0.83 ok
7SZ5_A P00533 Epidermal growth factor receptor EM 3.60 2021-11-25 0.40 91.57 0.54 0.85 1.55 24.98 0.83 ok
7SYE_A P00533 Epidermal growth factor receptor EM 3.30 2021-11-24 0.40 91.57 0.54 0.87 1.63 24.39 0.83 ok
7SZ1_A P00533 Epidermal growth factor receptor EM 3.40 2021-11-25 0.40 91.57 0.53 0.85 1.67 24.35 0.83 ok
7OXO_A P36776 Lon protease homolog, mitochondrial EM 3.90 2021-06-22 54.10 86.21 0.66 0.81 1.16 26.96 0.81 ok
7E17_A Q03405 Urokinase plasminogen activator surface re X-ray 2.96 2021-02-01 0.00 91.15 0.60 0.73 8.33 19.09 0.67 ok
7V63_A Q03405 Urokinase plasminogen activator surface re X-ray 2.91 2021-08-19 0.00 93.47 0.63 0.79 9.53 17.62 0.65 ok
7VQQ_A P35637 fusion protein of mCerulean and FUS LCD EM 2.90 2021-10-20 0.50 40.02 0.25 0.39 0.00 36.00 0.40 ok
7EAA_C Q8TDY2 RB1-inducible coiled-coil protein 1 X-ray 2.60 2021-03-06 100.00 novel 75.27 0.68 0.96 32.89 6.00 0.26 ok
7MJ5_B P00734 Thrombin light chain X-ray 2.15 2021-04-19 83.94 0.70 0.25 ok
7T62_A Q8N158 Glypican-2 EM 21.00 2021-12-13 79.06 0.76 0.19 ok
7VQ2_A O94759 Transient receptor potential cation channe EM 3.68 2021-10-18 78.19 0.77 0.18 ok
7P3A_A Q9Y224 RNA transcription, translation and transpo X-ray 2.00 2021-07-07 71.62 0.76 0.17 ok
7SZ1_C P01133 Epidermal growth factor EM 3.40 2021-11-25 70.31 0.79 0.15 ok
7SZ0_C P01133 Epidermal growth factor EM 3.30 2021-11-25 70.31 0.80 0.14 ok
7SYE_C P01133 Epidermal growth factor EM 3.30 2021-11-24 70.31 0.80 0.14 ok
7SYD_C P01133 Epidermal growth factor EM 3.10 2021-11-24 70.31 0.81 0.13 ok
7SZ5_C P01135 Transforming growth factor alpha EM 3.60 2021-11-25 66.44 0.82 0.12 ok
7MJ5_C P00734 Thrombin heavy chain X-ray 2.15 2021-04-19 83.94 0.91 0.08 ok
7PM5_B P14649 Myosin light chain 6B EM 3.10 2021-09-02 81.94 0.93 0.06 ok
7OEX_A O75884 Serine hydrolase RBBP9 X-ray 1.51 2021-05-04 96.62 0.94 0.06 ok
7VQ1_A O94759 Transient receptor potential cation channe EM 3.76 2021-10-18 78.19 0.92 0.06 ok
7PM6_B P14649 Myosin light chain 6B EM 3.00 2021-09-02 81.94 0.93 0.06 ok
7EAA_A Q13137 Calcium-binding and coiled-coil domain-con X-ray 2.60 2021-03-06 80.19 0.93 0.06 ok
7PMA_B P14649 Myosin light chain 6B EM 3.60 2021-09-02 81.94 0.94 0.05 ok
7PME_B P14649 Myosin light chain 6B EM 2.90 2021-09-02 81.94 0.94 0.05 ok
7PMC_B P14649 Myosin light chain 6B EM 3.70 2021-09-02 81.94 0.94 0.05 ok
7PM7_B P14649 Myosin light chain 6B EM 3.50 2021-09-02 81.94 0.94 0.05 ok
7RT4_A P01116 Isoform 2B of GTPase KRas X-ray 2.10 2021-08-12 91.50 0.95 0.05 ok
7PLZ_B P14649 Myosin light chain 6B EM 3.20 2021-09-01 81.94 0.94 0.05 ok
7QHG_A P53671 LIM domain kinase 2 X-ray 1.45 2021-12-12 76.19 0.94 0.05 ok
7PMJ_B P14649 Myosin light chain 6B EM 3.40 2021-09-02 81.94 0.94 0.05 ok
7NZC_AAA Q7Z6J0 E3 ubiquitin-protein ligase SH3RF1 X-ray 1.11 2021-03-23 57.44 0.92 0.05 ok
7NZD_AAA Q7Z6J0 E3 ubiquitin-protein ligase SH3RF1 X-ray 1.45 2021-03-23 57.44 0.92 0.05 ok
7PLX_B P14649 Myosin light chain 6B EM 3.60 2021-09-01 81.94 0.95 0.04 ok
7PM9_B P14649 Myosin light chain 6B EM 3.70 2021-09-02 81.94 0.95 0.04 ok
7RT5_A P01116 Isoform 2B of GTPase KRas X-ray 1.29 2021-08-12 91.50 0.95 0.04 ok
7RT1_A P01116 Isoform 2B of GTPase KRas X-ray 1.27 2021-08-12 91.50 0.95 0.04 ok
7RPZ_A P01116 Isoform 2B of GTPase KRas X-ray 1.30 2021-08-05 91.50 0.95 0.04 ok
7PLT_B P14649 Myosin light chain 6B EM 3.30 2021-09-01 81.94 0.95 0.04 ok
7PMG_B P14649 Myosin light chain 6B EM 3.30 2021-09-02 81.94 0.95 0.04 ok
7PIM_A P07101 Tyrosine 3-monooxygenase EM 4.60 2021-08-20 80.75 0.95 0.04 ok
7PLY_B P14649 Myosin light chain 6B EM 3.20 2021-09-01 81.94 0.95 0.04 ok
7PMF_B P14649 Myosin light chain 6B EM 3.40 2021-09-02 81.94 0.95 0.04 ok
7RT3_A P01116 Isoform 2B of GTPase KRas X-ray 1.56 2021-08-12 91.50 0.95 0.04 ok
7PM8_B P14649 Myosin light chain 6B EM 3.50 2021-09-02 81.94 0.95 0.04 ok
7PLU_B P14649 Myosin light chain 6B EM 3.20 2021-09-01 81.94 0.95 0.04 ok
7RT2_A P01116 Isoform 2B of GTPase KRas X-ray 1.59 2021-08-12 91.50 0.96 0.04 ok
7PMB_B P14649 Myosin light chain 6B EM 3.60 2021-09-02 81.94 0.95 0.04 ok
7NYL_AAA Q9UQF2 SH3 domain of JNK-interacting Protein 1 (J X-ray 1.95 2021-03-23 54.03 0.93 0.04 ok
7PM1_B P14649 Myosin light chain 6B EM 3.50 2021-09-01 81.94 0.95 0.04 ok
7SHZ_A P01854 IgE Fc X-ray 3.00 2021-10-11 76.56 0.95 0.04 ok
7PLV_B P14649 Myosin light chain 6B EM 3.50 2021-09-01 81.94 0.95 0.04 ok
7PM0_B P14649 Myosin light chain 6B EM 3.60 2021-09-01 81.94 0.95 0.04 ok
7PMI_B P14649 Myosin light chain 6B EM 3.30 2021-09-02 81.94 0.95 0.04 ok
7PM2_B P14649 Myosin light chain 6B EM 3.60 2021-09-01 81.94 0.95 0.04 ok
7PMD_B P14649 Myosin light chain 6B EM 2.90 2021-09-02 81.94 0.96 0.04 ok
7PLW_B P14649 Myosin light chain 6B EM 3.50 2021-09-01 81.94 0.96 0.03 ok
7NYM_AAA Q9UQF2 SH3 domain of JNK-interacting Protein 1 (J X-ray 1.61 2021-03-23 54.03 0.94 0.03 ok
7PMH_B P14649 Myosin light chain 6B EM 3.40 2021-09-02 81.94 0.96 0.03 ok
7PML_B P14649 Myosin light chain 6B EM 3.30 2021-09-02 81.94 0.96 0.03 ok
7NYO_AAA Q9UQF2 SH3 domain of JNK-interacting Protein 1 (J X-ray 1.40 2021-03-23 54.03 0.94 0.03 ok
7DPO_A P25440 Bromodomain-containing protein 2 X-ray 2.30 2020-12-21 64.06 0.96 0.03 ok
7NYN_AAA Q9UQF2 SH3 domain of JNK-interacting Protein 1 (J X-ray 1.54 2021-03-23 54.03 0.95 0.03 ok
7EA7_A O95166 Gamma-aminobutyric acid receptor-associate X-ray 2.69 2021-03-06 94.94 0.97 0.03 ok
7STX_A P61599 N-alpha-acetyltransferase 20 EM 3.14 2021-11-15 94.00 0.97 0.02 ok
7RLO_C P49770 Translation initiation factor eIF-2B subun EM 2.60 2021-07-26 86.56 0.97 0.02 ok
7RLO_G Q14232 Translation initiation factor eIF-2B subun EM 2.60 2021-07-26 91.81 0.98 0.02 ok
7PIM_C P07101 Regulatory domain alpha-helix EM 4.60 2021-08-20 52.43 0.66 0.94 95.83 0.69 0.02 ok
7NYK_AAA Q9UQF2 SH3 domain of JNK-interacting Protein 1 (J X-ray 1.45 2021-03-22 54.03 0.96 0.02 ok
7STX_B Q14CX7 N-alpha-acetyltransferase 25, NatB auxilia EM 3.14 2021-11-15 91.12 0.98 0.02 ok
7RLO_I Q9NR50 Translation initiation factor eIF-2B subun EM 2.60 2021-07-26 72.56 0.97 0.02 ok
7VXK_C Q9BYF1 Angiotensin-converting enzyme 2 EM 3.70 2021-11-12 90.69 0.98 0.02 ok
7VXC_C Q9BYF1 Angiotensin-converting enzyme 2 EM 3.90 2021-11-12 90.69 0.98 0.02 ok
7VXB_C Q9BYF1 Angiotensin-converting enzyme 2 EM 3.90 2021-11-12 90.69 0.98 0.02 ok
7RLO_E Q9UI10 Translation initiation factor eIF-2B subun EM 2.60 2021-07-26 76.50 0.98 0.02 ok
7NZB_AAA Q9UQF2 SH3 domain of JNK-interacting protein 1 (J X-ray 1.96 2021-03-23 54.03 0.97 0.01 ok
7T39_A Q6P2P2 Protein arginine N-methyltransferase 9 X-ray 2.81 2021-12-07 86.62 0.99 0.01 ok
7DPN_A P25440 Bromodomain-containing protein 2 X-ray 1.80 2020-12-20 64.06 0.98 0.01 ok
7RLO_A Q13144 Translation initiation factor eIF-2B subun EM 2.60 2021-07-26 78.75 0.99 0.01 ok
7L21_A P14618 Pyruvate kinase PKM X-ray 2.29 2020-12-16 96.81 0.99 0.01 ok
7CM0_A Q16769 Glutaminyl-peptide cyclotransferase X-ray 2.20 2020-07-23 92.44 0.99 0.01 ok
7PKG_A P02741 C-reactive protein EM 3.30 2021-08-25 94.12 1.00 0.00 ok
7PKB_A P02741 C-reactive protein EM 3.20 2021-08-25 94.12 1.00 0.00 ok
7PK9_A P02741 C-reactive protein EM 2.80 2021-08-25 94.12 1.00 0.00 ok
7P3B_A Q9Y3I0 RNA-splicing ligase RtcB homolog X-ray 2.30 2021-07-07 95.44 1.00 0.00 ok
7PKD_A P02741 C-reactive protein EM 3.30 2021-08-25 94.12 1.00 0.00 ok
7PKH_A P02741 C-reactive protein EM 3.00 2021-08-25 94.12 1.00 0.00 ok
7PKF_A P02741 C-reactive protein EM 2.80 2021-08-25 94.12 1.00 0.00 ok
7PKE_A P02741 C-reactive protein EM 3.30 2021-08-25 94.12 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.