Live Stats, next update: Wed 02 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2021-01-27

82
structures analysed (38 full · 46.3%)
00.0%
confidently wrong
22.4%
novel sequences
00.0%
novel & wrong
0.955
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 82 structures (0.0%) are confidently wrong; median TM-score is 0.955.

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 0.955 — 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
7JJH_A P21675 Transcription initiation factor TFIID subu X-ray 2.10 2020-07-25 0.00 89.06 0.58 0.92 17.19 11.42 0.52 ok
7K6B_A O75923 Isoform 15 of Dysferlin NMR 2020-09-19 0.00 85.00 0.59 0.63 29.58 7.98 0.32 ok
6LTI_A P07900 Heat shock protein HSP 90-alpha X-ray 1.59 2020-01-22 3.60 90.80 0.82 0.78 38.64 8.92 0.29 ok
6LSZ_A P07900 Heat shock protein HSP 90-alpha X-ray 1.99 2020-01-20 3.60 90.80 0.82 0.78 38.76 8.80 0.28 ok
6LT8_A P07900 Heat shock protein HSP 90-alpha X-ray 1.59 2020-01-21 3.60 90.73 0.82 0.78 39.10 8.95 0.28 ok
6LTK_A P07900 Heat shock protein HSP 90-alpha X-ray 2.14 2020-01-22 3.60 90.87 0.82 0.78 40.99 8.39 0.27 ok
6XJP_A P62826 GTP-binding nuclear protein Ran X-ray 2.80 2020-06-24 88.62 0.81 0.17 ok
6XJT_A P62826 GTP-binding nuclear protein Ran X-ray 2.41 2020-06-24 88.62 0.81 0.17 ok
6XJU_A P62826 GTP-binding nuclear protein Ran X-ray 2.19 2020-06-24 88.62 0.81 0.17 ok
6XJS_A P62826 GTP-binding nuclear protein Ran X-ray 1.94 2020-06-24 88.62 0.81 0.17 ok
6XJR_A P62826 GTP-binding nuclear protein Ran X-ray 1.94 2020-06-24 88.62 0.82 0.16 ok
7KRB_A O75923 Isoform 15 of Dysferlin NMR 2020-11-19 78.69 0.80 0.16 ok
7L5E_A P62826 GTP-binding nuclear protein Ran X-ray 1.94 2020-12-21 88.62 0.84 0.14 ok
6KQY_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 3.30 2019-08-20 0.40 94.11 0.93 0.87 69.87 4.87 0.14 ok
6Z8V_L P00734 Prothrombin X-ray 1.58 2020-06-02 0.00 93.37 0.69 0.87 73.15 2.78 0.12 ok
6Z8W_L P00734 Prothrombin X-ray 1.73 2020-06-02 0.00 93.37 0.69 0.86 73.15 2.77 0.12 ok
6LT7_A O75817 Ribonuclease P protein subunit p20 X-ray 2.70 2020-01-21 0.00 87.67 0.87 0.88 73.19 3.28 0.12 ok
6VKJ_A P32456 Guanylate-binding protein 2 X-ray 2.10 2020-01-21 89.31 0.88 0.11 ok
7LF5_A Q6MZV7 IgG1 Fc (Fc267) X-ray 2.60 2021-01-15 87.25 0.88 0.10 ok
6SG4_A P24941 Cyclin-dependent kinase 2 X-ray 2.43 2019-08-02 0.00 89.57 0.92 0.85 77.39 3.66 0.10 ok
6KIE_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 3.15 2019-07-18 0.40 94.06 0.97 0.96 77.99 3.35 0.10 ok
7DDZ_A P49146 Human Neuropeptide Y Y2 Receptor fusion pr X-ray 2.80 2020-10-30 46.00 91.47 0.65 0.90 79.31 3.66 0.10 ok
6Z8X_L P00734 Prothrombin X-ray 2.53 2020-06-02 0.00 93.87 0.66 0.85 80.77 2.27 0.09 ok
6M7B_C Q6ZNX1 Shieldin complex subunit 3 X-ray 1.77 2020-03-18 100.00 novel 86.05 0.59 0.93 77.08 2.01 0.09 ok
7BBD_D P0CG48 Polyubiquitin-C X-ray 2.20 2020-12-17 88.62 0.90 0.09 ok
6M7A_C Q6ZNX1 Shieldin complex subunit 3 X-ray 1.90 2020-03-18 100.00 novel 86.05 0.60 0.94 75.00 1.95 0.09 ok
7LFN_A Q6MZV7 IgG1 Fc (Fc267_329) X-ray 2.60 2021-01-17 87.25 0.90 0.09 ok
6KID_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 3.15 2019-07-18 0.40 94.06 0.98 0.92 81.02 3.20 0.08 ok
6VYJ_A Q96T88 E3 ubiquitin-protein ligase UHRF1 X-ray 1.39 2020-02-26 79.75 0.90 0.08 ok
7KTV_A P18206 metavinculin EM 4.50 2020-11-24 86.56 0.91 0.08 ok
6KR7_A Q9P2J5 Leucine--tRNA ligase, cytoplasmic X-ray 4.00 2019-08-21 0.40 94.12 0.98 0.96 83.77 3.09 0.08 ok
7LF9_A Q6MZV7 IgG1 Fc (Fc329) X-ray 2.20 2021-01-15 87.25 0.91 0.08 ok
6Z8X_H P00734 Prothrombin X-ray 2.53 2020-06-02 83.94 0.92 0.07 ok
6LQG_A Q92542 Nicastrin EM 3.10 2020-01-13 0.00 91.34 0.98 0.94 87.74 1.62 0.07 ok
6Z8V_H P00734 Prothrombin X-ray 1.58 2020-06-02 83.94 0.92 0.07 ok
6LR4_A Q92542 Nicastrin EM 3.00 2020-01-15 0.00 91.34 0.98 0.95 88.23 1.60 0.07 ok
6Z8W_H P00734 Prothrombin X-ray 1.73 2020-06-02 83.94 0.92 0.06 ok
7BBD_A Q15819 Ubiquitin-conjugating enzyme E2 variant 2 X-ray 2.20 2020-12-17 94.38 0.93 0.06 ok
6LQG_C Q96BI3 Gamma-secretase subunit APH-1A EM 3.10 2020-01-13 0.00 94.62 0.97 0.92 91.56 1.17 0.05 ok
6LR4_C Q96BI3 Gamma-secretase subunit APH-1A EM 3.00 2020-01-15 0.00 94.62 0.96 0.92 90.95 1.22 0.05 ok
7BBF_C P0CG48 Polyubiquitin-C X-ray 2.54 2020-12-17 88.62 0.94 0.05 ok
6LQG_B P49768 Presenilin-1 EM 3.10 2020-01-13 0.00 86.34 0.97 0.92 90.94 1.29 0.05 ok
7KTU_A P18206 metavinculin EM 4.15 2020-11-24 86.56 0.94 0.05 ok
6VA0_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 3.10 2019-12-16 94.38 0.95 0.05 ok
6LR4_B P49768 Presenilin-1 EM 3.00 2020-01-15 0.00 86.46 0.97 0.92 92.29 1.25 0.05 ok
6M7B_A Q9UI95 Mitotic spindle assembly checkpoint protei X-ray 1.77 2020-03-18 0.00 92.69 0.96 0.92 92.91 1.33 0.05 ok
7KTW_A P18206 metavinculin EM 4.27 2020-11-24 86.56 0.95 0.04 ok
6M7A_A Q9UI95 Mitotic spindle assembly checkpoint protei X-ray 1.90 2020-03-18 0.00 92.53 0.97 0.92 93.78 1.08 0.04 ok
6VA7_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 3.07 2019-12-17 94.38 0.95 0.04 ok
6VA9_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 3.95 2019-12-17 94.38 0.95 0.04 ok
6VA8_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 3.95 2019-12-17 94.38 0.96 0.04 ok
6VAQ_A P11413 Glucose-6-phosphate 1-dehydrogenase X-ray 2.95 2019-12-17 94.38 0.96 0.04 ok
6TUV_D P0CG48 Polyubiquitin-C X-ray 2.16 2020-01-08 0.00 89.83 0.96 0.95 95.39 1.43 0.04 ok
6LT7_B Q9BUL9 Ribonuclease P protein subunit p25 X-ray 2.70 2020-01-21 0.00 94.06 0.96 0.93 93.75 1.30 0.04 ok
7KTT_A P18206 metavinculin EM 4.17 2020-11-24 86.56 0.95 0.04 ok
6TXB_D P0CG48 Polyubiquitin-C X-ray 2.18 2020-01-14 0.00 89.83 0.97 0.97 96.71 1.40 0.04 ok
6TXB_A Q8N5J2 Ubiquitin carboxyl-terminal hydrolase MIND X-ray 2.18 2020-01-14 0.70 92.41 0.98 0.96 96.20 1.71 0.04 ok
6TUV_A Q8N5J2 Ubiquitin carboxyl-terminal hydrolase MIND X-ray 2.16 2020-01-08 0.40 92.56 0.98 0.96 96.66 1.69 0.03 ok
6U0Q_A P02766 Transthyretin X-ray 1.75 2019-08-14 0.00 97.91 0.97 0.97 96.96 1.00 0.03 ok
6LR4_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 3.00 2020-01-15 0.00 93.63 0.97 0.95 97.66 0.67 0.03 ok
6LQG_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 3.10 2020-01-13 0.00 93.63 0.97 0.96 96.35 0.68 0.03 ok
7C9I_C Q96BI3 Gamma-secretase subunit APH-1A EM 3.10 2020-06-05 91.81 0.97 0.03 ok
6SG4_B P20248 Cyclin-A2 X-ray 2.43 2019-08-02 1.20 96.64 0.98 0.96 97.76 0.72 0.03 ok
7D8X_C Q96BI3 Gamma-secretase subunit APH-1A EM 2.60 2020-10-11 91.81 0.97 0.03 ok
7BBF_B Q15819 Ubiquitin-conjugating enzyme E2 variant 2 X-ray 2.54 2020-12-17 94.38 0.97 0.02 ok
7C9I_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 3.10 2020-06-05 92.62 0.97 0.02 ok
7C9I_A Q92542 Nicastrin EM 3.10 2020-06-05 89.38 0.98 0.02 ok
7KYX_A Q6QEF8 Coronin-6 X-ray 1.63 2020-12-09 91.44 0.98 0.02 ok
7D8X_A Q92542 Nicastrin EM 2.60 2020-10-11 89.38 0.98 0.02 ok
7BBD_C P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.20 2020-12-17 95.69 0.98 0.02 ok
7D8X_B P49768 Presenilin-1 EM 2.60 2020-10-11 72.12 0.97 0.02 ok
7BBF_A P61088 Ubiquitin-conjugating enzyme E2 N X-ray 2.54 2020-12-17 95.69 0.98 0.02 ok
7C9I_B P49768 Presenilin-1 EM 3.10 2020-06-05 72.12 0.98 0.02 ok
6TUC_A P15121 aldose reductase X-ray 1.06 2020-01-06 0.00 98.41 1.00 0.99 99.36 0.33 0.02 ok
7D8X_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 2.60 2020-10-11 92.62 0.98 0.01 ok
7AAH_A Q8WU39 Marginal zone B- and B1-cell-specific prot X-ray 1.40 2020-09-04 84.50 0.98 0.01 ok
6Y4K_A P61981 14-3-3 protein gamma X-ray 3.00 2020-02-21 94.19 0.99 0.01 ok
6TUF_A P15121 aldose reductase X-ray 1.15 2020-01-07 0.00 98.33 1.00 0.99 99.68 0.27 0.01 ok
6TXP_A P15121 Aldo-keto reductase family 1 member B1 X-ray 0.95 2020-01-14 0.00 98.33 1.00 1.00 99.84 0.23 0.01 ok
7CBQ_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.59 2020-06-13 67.44 0.99 0.01 ok
7BPI_A Q9Y233 cAMP and cAMP-inhibited cGMP 3',5'-cyclic X-ray 2.40 2020-03-22 69.38 0.99 0.00 ok
6VJW_A O95243 Methyl-CpG-binding domain protein 4 X-ray 2.02 2020-01-17 59.59 0.99 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.