Release week 2022-02-09
⭐ This week's notable releases
2 novel sequences, 1 confidently wrong. Highlight: Arpin.
| PDB | Protein | Flags | Why it matters |
|---|---|---|---|
|
|
Arpin | novel · 100% | Genuinely unseen sequence (0% identity to anything AlphaFold trained on). |
|
|
Protein lin-37 homolog | novel · 100% | Genuinely unseen sequence (0% identity to anything AlphaFold trained on). |
|
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Beta-crystallin B2 | confidently wrong | A close pre-cutoff homolog existed (100% identity to 1YTQ_1) yet AlphaFold confidently missed the fold. |
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 77 structures (1.3%) are confidently wrong; median TM-score is 0.973.
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 0.973 — 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
| PDB | UniProt | Protein | Method | Å | Deposited | Novelty % | pLDDT | TM | lDDT | GDT_TS | RMSD | FRAUD | Flag |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7K7U_A | P43320 | Beta-crystallin B2 | X-ray | 3.03 | 2020-09-24 | 0.00 | 94.09 | 0.49 | 0.92 | 6.18 | 17.43 | 0.76 | wrong |
| 7LK4_P | Q16611 | Bcl-2 homologous antagonist/killer | X-ray | 3.10 | 2021-02-01 | — | 81.31 | 0.74 | — | — | — | 0.21 | ok |
| 7QDY_B | Q6PGP7 | Tetratricopeptide repeat protein 37 | EM | 3.10 | 2021-12-01 | — | 86.00 | 0.76 | — | — | — | 0.21 | ok |
| 7JPN_H | Q7Z6K5 | Arpin | EM | 3.24 | 2020-08-09 | 100.00 novel | 45.33 | 0.35 | 0.59 | 26.47 | 7.87 | 0.20 | ok |
| 7QDZ_B | Q6PGP7 | Tetratricopeptide repeat protein 37 | EM | 3.60 | 2021-12-01 | — | 86.00 | 0.78 | — | — | — | 0.19 | ok |
| 7QDZ_A | Q15477 | Helicase SKI2W | EM | 3.60 | 2021-12-01 | — | 80.69 | 0.84 | — | — | — | 0.13 | ok |
| 7QDY_A | Q15477 | Helicase SKI2W | EM | 3.10 | 2021-12-01 | — | 80.69 | 0.84 | — | — | — | 0.13 | ok |
| 7TDM_A | O14493 | Claudin-4 | EM | 6.90 | 2022-01-01 | — | 84.56 | 0.87 | — | — | — | 0.11 | ok |
| 7P08_A | Q15459 | Isoform 1 of Splicing factor 3A subunit 1 | NMR | — | 2021-06-29 | — | 66.94 | 0.84 | — | — | — | 0.11 | ok |
| 7TDN_A | O14493 | Claudin-4 | EM | 5.00 | 2022-01-01 | — | 84.56 | 0.88 | — | — | — | 0.10 | ok |
| 7QE0_A | Q15477 | Helicase SKI2W | EM | 6.50 | 2021-12-01 | — | 80.69 | 0.88 | — | — | — | 0.09 | ok |
| 7KQL_T | Q8TDQ0 | Hepatitis A virus cellular receptor 2 | X-ray | 1.49 | 2020-11-16 | — | 71.75 | 0.88 | — | — | — | 0.09 | ok |
| 7N40_C | Q96GY3 | Protein lin-37 homolog | X-ray | 2.55 | 2021-06-02 | 100.00 novel | 91.22 | 0.63 | 0.89 | 85.16 | 1.74 | 0.08 | ok |
| 7N40_B | Q5TKA1 | Isoform 2 of Protein lin-9 homolog | X-ray | 2.55 | 2021-06-02 | — | 70.81 | 0.89 | — | — | — | 0.08 | ok |
| 7QGJ_A | Q13490 | Baculoviral IAP repeat-containing protein | X-ray | 1.30 | 2021-12-08 | — | 76.62 | 0.92 | — | — | — | 0.06 | ok |
| 7TD2_R | Q92633 | Lysophosphatidic acid receptor 1 | EM | 3.11 | 2021-12-30 | — | 83.62 | 0.93 | — | — | — | 0.06 | ok |
| 7TD1_R | Q92633 | Lysophosphatidic acid receptor 1 | EM | 3.08 | 2021-12-30 | — | 83.62 | 0.93 | — | — | — | 0.06 | ok |
| 7TD0_R | Q92633 | Lysophosphatidic acid receptor 1 | EM | 2.83 | 2021-12-30 | — | 83.62 | 0.93 | — | — | — | 0.06 | ok |
| 7TD3_R | P21453 | Sphingosine 1-phosphate receptor 1 | EM | 3.00 | 2021-12-30 | — | 81.00 | 0.93 | — | — | — | 0.06 | ok |
| 7TD4_R | P21453 | Sphingosine 1-phosphate receptor 1 | EM | 2.60 | 2021-12-30 | — | 81.00 | 0.93 | — | — | — | 0.06 | ok |
| 7NZN_A | P07949 | Proto-oncogene tyrosine-protein kinase rec | X-ray | 2.39 | 2021-03-24 | — | 78.81 | 0.93 | — | — | — | 0.05 | ok |
| 7WF3_B | P22001 | Potassium voltage-gated channel subfamily | EM | 3.40 | 2021-12-25 | — | 72.00 | 0.94 | — | — | — | 0.05 | ok |
| 7WF4_B | P22001 | Potassium voltage-gated channel subfamily | EM | 3.40 | 2021-12-25 | — | 72.00 | 0.94 | — | — | — | 0.04 | ok |
| 7KVZ_A | Q86WV6 | Stimulator of interferon genes protein | X-ray | 2.35 | 2020-11-29 | — | 83.75 | 0.95 | — | — | — | 0.04 | ok |
| 5SDB_A | P00374 | Dihydrofolate reductase | X-ray | 1.55 | 2021-12-20 | 0.00 | 96.42 | 0.98 | 0.94 | 96.37 | 0.92 | 0.04 | ok |
| 7E1A_U | O95342 | Bile salt export pump | EM | 3.66 | 2021-02-01 | — | 83.12 | 0.96 | — | — | — | 0.04 | ok |
| 7WF3_J | P22001 | Potassium voltage-gated channel subfamily | EM | 3.40 | 2021-12-25 | — | 72.00 | 0.95 | — | — | — | 0.03 | ok |
| 5SDA_A | P00374 | Dihydrofolate reductase | X-ray | 2.45 | 2021-12-20 | 0.00 | 96.42 | 0.98 | 0.96 | 97.58 | 0.85 | 0.03 | ok |
| 7WF4_J | P22001 | Potassium voltage-gated channel subfamily | EM | 3.40 | 2021-12-25 | — | 72.00 | 0.95 | — | — | — | 0.03 | ok |
| 5SD7_A | P00374 | Dihydrofolate reductase | X-ray | 1.80 | 2021-12-20 | 0.00 | 96.42 | 0.98 | 0.95 | 97.18 | 0.83 | 0.03 | ok |
| 5SD6_A | P00374 | Dihydrofolate reductase | X-ray | 2.15 | 2021-12-20 | 0.00 | 96.13 | 0.98 | 0.95 | 97.19 | 1.03 | 0.03 | ok |
| 5SD8_A | P00374 | Dihydrofolate reductase | X-ray | 2.05 | 2021-12-20 | 0.00 | 96.42 | 0.98 | 0.95 | 96.91 | 0.83 | 0.03 | ok |
| 5SD9_A | P00374 | Dihydrofolate reductase | X-ray | 2.10 | 2021-12-20 | 0.00 | 96.42 | 0.98 | 0.96 | 97.31 | 0.82 | 0.03 | ok |
| 7N40_A | Q09028 | Histone-binding protein RBBP4 | X-ray | 2.55 | 2021-06-02 | — | 91.69 | 0.97 | — | — | — | 0.03 | ok |
| 7QDZ_C | Q9GZS3 | WD repeat-containing protein 61 | EM | 3.60 | 2021-12-01 | — | 96.44 | 0.97 | — | — | — | 0.03 | ok |
| 7QDY_C | Q9GZS3 | WD repeat-containing protein 61 | EM | 3.10 | 2021-12-01 | — | 96.44 | 0.97 | — | — | — | 0.03 | ok |
| 7KP6_A | Q07912 | Activated CDC42 kinase 1 | X-ray | 1.79 | 2020-11-10 | — | 61.28 | 0.96 | — | — | — | 0.03 | ok |
| 7WF3_C | Q13303 | Voltage-gated potassium channel subunit be | EM | 3.40 | 2021-12-25 | — | 91.25 | 0.97 | — | — | — | 0.03 | ok |
| 7SSM_A | Q86WV6 | Stimulator of interferon genes protein | X-ray | 1.96 | 2021-11-11 | — | 83.75 | 0.97 | — | — | — | 0.03 | ok |
| 7WF4_G | Q13303 | Voltage-gated potassium channel subunit be | EM | 3.40 | 2021-12-25 | — | 91.25 | 0.97 | — | — | — | 0.03 | ok |
| 7SEC_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.90 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7PC0_B | P28472 | Gamma-aminobutyric acid receptor subunit b | EM | 3.00 | 2021-08-03 | — | 80.06 | 0.97 | — | — | — | 0.02 | ok |
| 7SE8_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.75 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7SE9_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.75 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7QF9_AAA | O43924 | Retinal rod rhodopsin-sensitive cGMP 3',5' | X-ray | 1.95 | 2021-12-05 | — | 96.25 | 0.98 | — | — | — | 0.02 | ok |
| 7SE7_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.75 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7SEB_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.81 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7SE6_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.99 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7SEA_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.91 | 2021-09-30 | — | 76.88 | 0.97 | — | — | — | 0.02 | ok |
| 7LBC_B | P19440 | Glutathione hydrolase 1 light chain | X-ray | 2.28 | 2021-01-07 | — | 94.81 | 0.98 | — | — | — | 0.02 | ok |
| 7SED_A | P22087 | rRNA 2'-O-methyltransferase fibrillarin | X-ray | 1.90 | 2021-09-30 | — | 76.88 | 0.98 | — | — | — | 0.02 | ok |
| 7PBD_D | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 3.04 | 2021-08-02 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7RM4_B | P61769 | Beta-2-microglobulin | X-ray | 3.33 | 2021-07-26 | — | 94.06 | 0.98 | — | — | — | 0.02 | ok |
| 7PBZ_D | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 2.79 | 2021-08-03 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7PBD_A | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 3.04 | 2021-08-02 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7PBZ_A | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 2.79 | 2021-08-03 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7PC0_A | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 3.00 | 2021-08-03 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7NRY_X | P49137 | MAP kinase-activated protein kinase 2 | X-ray | 3.80 | 2021-03-04 | — | 82.56 | 0.98 | — | — | — | 0.02 | ok |
| 7PC0_D | P14867 | Gamma-aminobutyric acid receptor subunit a | EM | 3.00 | 2021-08-03 | — | 81.69 | 0.98 | — | — | — | 0.02 | ok |
| 7PBD_B | P28472 | Gamma-aminobutyric acid receptor subunit b | EM | 3.04 | 2021-08-02 | — | 80.06 | 0.98 | — | — | — | 0.02 | ok |
| 7OGF_A | P01112 | GTPase HRas | X-ray | 1.80 | 2021-05-06 | — | 91.94 | 0.98 | — | — | — | 0.01 | ok |
| 7PBZ_B | P28472 | Gamma-aminobutyric acid receptor subunit b | EM | 2.79 | 2021-08-03 | — | 80.06 | 0.98 | — | — | — | 0.01 | ok |
| 7OG9_A | P01112 | GTPase HRas | X-ray | 1.75 | 2021-05-06 | — | 91.94 | 0.98 | — | — | — | 0.01 | ok |
| 7OGD_A | P01112 | GTPase HRas | X-ray | 1.95 | 2021-05-06 | — | 91.94 | 0.99 | — | — | — | 0.01 | ok |
| 7OGE_A | P01112 | GTPase HRas | X-ray | 2.10 | 2021-05-06 | — | 91.94 | 0.99 | — | — | — | 0.01 | ok |
| 7MU8_A | P13688 | Carcinoembryonic antigen-related cell adhe | X-ray | 1.70 | 2021-05-14 | — | 81.56 | 0.99 | — | — | — | 0.01 | ok |
| 7OGC_A | P01112 | GTPase HRas | X-ray | 1.70 | 2021-05-06 | — | 91.94 | 0.99 | — | — | — | 0.01 | ok |
| 7OGB_A | P01112 | GTPase HRas | X-ray | 1.85 | 2021-05-06 | — | 91.94 | 0.99 | — | — | — | 0.01 | ok |
| 7RM4_A | P04439 | HLA class I histocompatibility antigen, A | X-ray | 3.33 | 2021-07-26 | — | 87.12 | 0.99 | — | — | — | 0.01 | ok |
| 7OGA_A | P01112 | GTPase HRas | X-ray | 1.90 | 2021-05-06 | — | 91.94 | 0.99 | — | — | — | 0.01 | ok |
| 7LBC_A | P19440 | Glutathione hydrolase 1 heavy chain | X-ray | 2.28 | 2021-01-07 | — | 94.81 | 0.99 | — | — | — | 0.01 | ok |
| 7VWH_A | Q03181 | Peroxisome proliferator-activated receptor | X-ray | 2.10 | 2021-11-10 | — | 82.88 | 0.99 | — | — | — | 0.01 | ok |
| 7VWE_A | Q03181 | Peroxisome proliferator-activated receptor | X-ray | 3.00 | 2021-11-10 | — | 82.88 | 0.99 | — | — | — | 0.01 | ok |
| 7VWF_A | Q03181 | Peroxisome proliferator-activated receptor | X-ray | 1.90 | 2021-11-10 | — | 82.88 | 0.99 | — | — | — | 0.01 | ok |
| 7VWG_A | Q03181 | Peroxisome proliferator-activated receptor | X-ray | 2.20 | 2021-11-10 | — | 82.88 | 0.99 | — | — | — | 0.01 | ok |
| 7L1T_A | Q9HD40 | O-phosphoseryl-tRNA(Sec) selenium transfer | X-ray | 2.25 | 2020-12-15 | — | 92.81 | 0.99 | — | — | — | 0.01 | ok |
| 7LCD_A | Q9Y253 | DNA polymerase eta | X-ray | 1.98 | 2021-01-10 | — | 76.88 | 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.