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

Release week 2019-10-16

84
structures analysed (72 full · 85.7%)
22.4%
confidently wrong
33.6%
novel sequences
00.0%
novel & wrong
0.966
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 84 structures (2.4%) are confidently wrong; median TM-score is 0.966.

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 0.966 — 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
6ON7_A P50120 Retinol-binding protein 2 X-ray 1.98 2019-04-20 2.30 96.79 0.57 0.95 2.07 16.06 0.73 ok
6ON5_A P50120 Retinol-binding protein 2 X-ray 1.64 2019-04-20 3.10 96.79 0.57 0.94 4.32 16.05 0.73 ok
6E51_A P50120 Retinol-binding protein 2 X-ray 2.26 2018-07-19 0.80 96.79 0.57 0.95 3.76 16.03 0.73 ok
6ON8_A P50120 Retinol-binding protein 2 X-ray 2.40 2019-04-20 3.10 96.79 0.57 0.95 3.95 16.02 0.72 ok
6E50_A P50120 Retinol-binding protein 2 X-ray 1.97 2018-07-18 0.80 96.79 0.57 0.95 3.95 15.98 0.72 ok
6E6L_A P50120 Retinol-binding protein 2 X-ray 2.08 2018-07-25 1.60 96.79 0.57 0.94 4.14 15.98 0.72 ok
6E5Q_A P50120 Retinol-binding protein 2 X-ray 1.99 2018-07-21 1.60 96.79 0.57 0.94 4.32 15.90 0.72 ok
6E5E_A P50120 Retinol-binding protein 2 X-ray 1.70 2018-07-20 0.80 96.79 0.57 0.95 4.51 15.87 0.72 ok
6E7M_A P50120 Retinol-binding protein 2 X-ray 2.70 2018-07-26 1.60 96.79 0.58 0.94 5.45 15.43 0.72 ok
6MLB_A P50120 Retinol-binding protein 2 X-ray 2.15 2018-09-27 0.80 96.79 0.58 0.95 5.08 15.14 0.71 ok
6MKV_A P50120 Retinol-binding protein 2 X-ray 2.11 2018-09-26 0.80 96.79 0.58 0.94 5.83 15.14 0.71 ok
6MCV_A P50120 Retinol-binding protein 2 X-ray 3.30 2018-09-02 0.00 96.79 0.58 0.94 5.45 14.85 0.69 ok
6MCU_A P50120 Retinol-binding protein 2 X-ray 2.57 2018-09-02 1.60 96.79 0.58 0.94 6.02 14.73 0.69 ok
6R9T_A Q9Y490 Talin-1 EM 6.20 2019-04-04 1.60 78.72 0.66 0.71 3.40 27.26 0.64 ok
6SB0_O Q96B36 Proline-rich AKT1 substrate 1 EM 5.50 2019-07-18 0.00 75.04 0.49 0.82 7.14 17.00 0.53 wrong
6S9W_A P31749 RAC-alpha serine/threonine-protein kinase X-ray 2.30 2019-07-15 0.00 89.06 0.67 0.77 20.38 9.46 0.43 ok
6S9X_A P31749 RAC-alpha serine/threonine-protein kinase X-ray 2.60 2019-07-15 0.00 90.05 0.70 0.81 21.73 8.71 0.42 ok
6SB0_A P42345 mTOR,Serine/threonine-protein kinase mTOR, EM 5.50 2019-07-18 1.10 83.41 0.85 0.85 29.30 8.38 0.34 ok
6SB2_A P42345 mTOR,Serine/threonine-protein kinase mTOR, EM 6.20 2019-07-18 1.10 83.41 0.86 0.90 30.61 8.25 0.33 ok
6MPP_B P01111 NRAS Q61K peptide NMR 2018-10-08 91.95 0.38 0.76 70.00 2.81 0.13 wrong
6Q6F_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 3.30 2018-12-10 0.00 95.92 0.92 0.91 70.02 2.39 0.12 ok
6IJR_B Q15788 16 mer peptide from Nuclear receptor coact X-ray 2.85 2018-10-11 46.72 0.74 0.12 ok
6SB0_D Q9HB90 Ras-related GTP-binding protein C EM 5.50 2019-07-18 0.60 81.50 0.91 0.83 67.83 2.21 0.10 ok
6SB2_D Q9HB90 Ras-related GTP-binding protein C EM 6.20 2019-07-18 0.60 81.50 0.91 0.88 69.76 2.19 0.10 ok
6IJS_B Q15788 16-mer peptide from Nuclear receptor coact X-ray 2.15 2018-10-11 46.72 0.81 0.09 ok
6S89_A P00533 Epidermal growth factor receptor X-ray 2.70 2019-07-09 1.60 80.75 0.93 0.89 75.89 2.11 0.08 ok
6SB0_N Q8N122 Regulatory-associated protein of mTOR EM 5.50 2019-07-18 0.00 91.15 0.98 0.88 80.44 1.46 0.08 ok
6OB3_B P21359 Neurofibromin X-ray 2.10 2019-03-19 0.40 86.11 0.96 0.88 84.18 2.61 0.07 ok
6S8A_A P00533 Epidermal growth factor receptor X-ray 2.60 2019-07-09 1.60 80.39 0.93 0.88 78.67 2.12 0.07 ok
6HK8_A Q9BXU0 Testis-expressed protein 12 X-ray 2.11 2018-09-06 79.75 0.91 0.07 ok
6OB2_B P21359 Neurofibromin X-ray 2.85 2019-03-19 0.40 86.31 0.97 0.89 85.06 2.45 0.07 ok
6JIO_A P55055 Oxysterols receptor LXR-beta X-ray 2.60 2019-02-22 3.90 94.70 0.92 0.88 89.62 1.95 0.07 ok
6S6D_C Q9HB90 Ras-related GTP-binding protein C X-ray 2.50 2019-07-02 0.00 80.68 0.95 0.90 83.10 1.64 0.06 ok
6S6A_C Q9HB90 Ras-related GTP-binding protein C X-ray 2.63 2019-07-02 0.60 81.43 0.95 0.91 82.88 1.53 0.06 ok
6SB0_C Q7L523 Ras-related GTP-binding protein A EM 5.50 2019-07-18 0.40 94.98 0.97 0.89 88.26 1.19 0.06 ok
6SZM_A Q04771 Activin receptor type I X-ray 1.42 2019-10-02 0.00 94.58 0.95 0.91 90.28 1.99 0.06 ok
6SB2_N Q8N122 Regulatory-associated protein of mTOR EM 6.20 2019-07-18 0.00 91.15 0.99 0.93 88.66 1.21 0.06 ok
6SB2_C Q7L523 Ras-related GTP-binding protein A EM 6.20 2019-07-18 0.40 94.98 0.97 0.92 91.02 1.12 0.05 ok
6SB0_E Q9BVC4 Target of rapamycin complex subunit LST8 EM 5.50 2019-07-18 0.00 93.18 0.97 0.88 90.30 1.66 0.05 ok
6S1F_A O43353 Receptor-interacting serine/threonine-prot X-ray 3.11 2019-06-18 0.00 91.84 0.97 0.91 91.41 1.56 0.05 ok
6JM5_A Q9NUY8 TBC1 domain family member 23 X-ray 1.60 2019-03-07 100.00 novel 87.86 0.95 0.95 92.07 1.70 0.05 ok
6S6D_A Q7L523 Ras-related GTP-binding protein A X-ray 2.50 2019-07-02 0.40 94.80 0.98 0.94 93.17 1.06 0.05 ok
6JQ7_B Q15788 16-mer peptide from Nuclear receptor coact X-ray 2.55 2019-03-29 59.43 0.82 0.94 81.82 1.62 0.05 ok
6IJR_A P37231 Peroxisome proliferator-activated receptor X-ray 2.85 2018-10-11 76.12 0.94 0.05 ok
6SB2_E Q9BVC4 Target of rapamycin complex subunit LST8 EM 6.20 2019-07-18 0.00 93.18 0.97 0.90 93.14 1.55 0.05 ok
6S6A_A Q7L523 Ras-related GTP-binding protein A X-ray 2.63 2019-07-02 0.40 94.98 0.98 0.94 94.55 0.92 0.04 ok
6KJX_A Q9UHV8 Galactoside-binding soluble lectin 13 X-ray 1.53 2019-07-23 0.80 97.53 0.97 0.94 95.68 1.15 0.04 ok
6KJY_A Q9UHV8 Galactoside-binding soluble lectin 13 X-ray 1.50 2019-07-23 1.50 97.53 0.97 0.94 95.50 1.17 0.04 ok
6KJW_A Q9UHV8 Galactoside-binding soluble lectin 13 X-ray 1.36 2019-07-23 0.80 97.53 0.97 0.94 95.50 1.17 0.04 ok
6UCA_A Q9H5U6 rRNA N6-adenosine-methyltransferase ZCCHC4 X-ray 3.10 2019-09-15 100.00 novel 91.38 0.98 0.94 93.40 1.40 0.04 ok
6SXW_A Q14966 Zinc finger protein 638 X-ray 2.75 2019-09-26 71.50 novel 85.51 0.94 0.89 95.27 0.79 0.04 ok
6ROL_A Q9Y6M1 Insulin-like growth factor 2 mRNA-binding X-ray 2.10 2019-05-13 17.20 88.90 0.97 0.95 95.83 0.93 0.04 ok
6PF6_A P04818 Thymidylate synthase,Thymidylate synthase X-ray 2.50 2019-06-21 0.00 97.45 0.99 0.96 96.81 0.78 0.04 ok
6J7G_A P02794 Ferritin heavy chain X-ray 3.87 2019-01-18 2.90 98.10 0.98 0.93 96.84 0.76 0.04 ok
6R8I_A Q6IN85 Serine/threonine-protein phosphatase 4 reg X-ray 1.52 2019-04-02 12.10 88.68 0.97 0.95 95.31 0.82 0.03 ok
6O1F_A Q15661 Tryptase alpha/beta-1 X-ray 2.15 2019-02-19 0.50 96.98 0.99 0.97 97.63 0.88 0.03 ok
6KZU_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 1.79 2019-09-25 0.00 94.72 0.97 0.96 98.24 0.55 0.03 ok
6MPP_A P04439 HLA class I histocompatibility antigen, A- NMR 2018-10-08 87.12 0.97 0.03 ok
6P2F_B P61769 Beta-2-microglobulin X-ray 1.48 2019-05-21 0.00 96.78 0.98 0.98 98.00 0.64 0.03 ok
6MPP_C P61769 Beta-2-microglobulin NMR 2018-10-08 94.06 0.97 0.03 ok
6PIT_A P03372 Estrogen receptor X-ray 2.25 2019-06-27 0.00 93.04 0.98 0.95 96.83 1.01 0.03 ok
6P2C_B P61769 Beta-2-microglobulin X-ray 1.40 2019-05-21 0.00 97.00 0.98 0.98 98.74 0.51 0.03 ok
6SW3_A B4E3L4 cDNA FLJ57039, highly similar to CREB-bind X-ray 1.20 2019-09-19 0.90 96.28 0.99 0.98 99.35 0.49 0.03 ok
6P27_B P61769 Beta-2-microglobulin X-ray 1.59 2019-05-21 0.00 97.00 0.98 0.98 98.23 0.53 0.03 ok
6P2C_A P01889 HLA class I histocompatibility antigen, B- X-ray 1.40 2019-05-21 0.40 97.17 0.99 0.99 99.64 0.46 0.03 ok
6Q6R_E Q9H2U1 ATP-dependent DNA/RNA helicase DHX36 X-ray 1.50 2018-12-11 0.00 79.42 0.56 0.96 100.00 0.54 0.03 ok
6P2S_B P61769 Beta-2-microglobulin X-ray 1.65 2019-05-22 0.00 96.78 0.98 0.98 98.25 0.56 0.03 ok
6P23_B P61769 Beta-2-microglobulin X-ray 1.59 2019-05-20 0.00 97.00 0.98 0.98 98.74 0.49 0.03 ok
6P2S_A P01889 MHC class I antigen X-ray 1.65 2019-05-22 0.40 97.17 0.99 0.99 99.82 0.44 0.03 ok
6P2F_A P01889 HLA class I histocompatibility antigen, B- X-ray 1.48 2019-05-21 0.40 97.17 0.99 0.99 99.36 0.46 0.03 ok
6PIT_B P03372 Estrogen receptor X-ray 2.25 2019-06-27 0.00 94.34 0.99 0.96 98.28 0.52 0.03 ok
6OB3_A P01116 GTPase KRas X-ray 2.10 2019-03-19 0.00 95.11 0.98 0.97 98.96 0.50 0.02 ok
6P27_A P01889 HLA class I histocompatibility antigen, B- X-ray 1.59 2019-05-21 0.40 97.12 1.00 0.99 99.82 0.42 0.02 ok
6OB2_A P01116 GTPase KRas X-ray 2.85 2019-03-19 0.00 95.11 0.99 0.98 98.96 0.57 0.02 ok
6P23_A P01889 HLA class I histocompatibility antigen, B- X-ray 1.59 2019-05-20 0.40 97.17 1.00 0.99 99.82 0.42 0.02 ok
6JQ7_A P37231 Peroxisome proliferator-activated receptor X-ray 2.55 2019-03-29 0.00 94.03 0.99 0.97 98.17 0.65 0.02 ok
6HI8_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.90 2018-08-29 61.53 0.97 0.02 ok
6R75_A Q9NPD8 Ubiquitin-conjugating enzyme E2 T X-ray 2.00 2019-03-28 0.60 96.28 0.97 0.99 99.67 0.33 0.02 ok
6RQU_A Q16790 Carbonic anhydrase 9 X-ray 1.39 2019-05-16 0.00 97.32 1.00 0.99 99.22 0.42 0.02 ok
6MQB_A Q8IYM1 Septin-12 X-ray 2.12 2018-10-09 81.44 0.98 0.02 ok
6MOM_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.10 2018-10-04 83.94 0.99 0.01 ok
6MP3_A Q9Y253 DNA polymerase eta X-ray 1.91 2018-10-05 76.88 0.99 0.01 ok
6IJS_A P37231 Peroxisome proliferator-activated receptor X-ray 2.15 2018-10-11 76.12 0.99 0.01 ok
6IJX_A Q04828 Aldo-keto reductase family 1 member C1 X-ray 2.20 2018-10-12 97.56 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.