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

Release week 2024-02-28

101
structures analysed (12 full · 11.9%)
44.0%
confidently wrong
11.0%
novel sequences
00.0%
novel & wrong
0.962
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: 4 of 101 structures (4.0%) are confidently wrong; median TM-score is 0.962.

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 0.962 — 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
8GBR_A P02766 Transthyretin EM 3.40 2023-02-28 0.00 97.94 0.22 0.50 0.27 22.84 0.95 wrong
8RRR_A P37840 Alpha-synuclein EM 3.40 2024-01-23 0.00 85.63 0.22 0.26 0.68 34.96 0.83 wrong
8RQM_A P37840 Alpha-synuclein EM 3.20 2024-01-18 0.00 85.28 0.24 0.31 0.42 21.91 0.82 wrong
8IJ1_R P62877 E3 ubiquitin-protein ligase RBX1 EM 4.20 2023-02-24 0.00 87.50 0.67 0.77 36.07 5.40 0.28 ok
8JE2_H Q8TF40 Folliculin-interacting protein 1 EM 3.63 2023-05-15 100.00 novel 36.29 0.16 0.47 7.61 10.63 0.25 ok
8CKK_A Q13591 Semaphorin-5A X-ray 1.56 2023-02-15 66.70 73.37 0.65 0.84 51.55 8.17 0.23 ok
8V9U_A P26358 DNA (cytosine-5)-methyltransferase 1 NMR 2023-12-09 77.81 0.71 0.23 ok
8GAG_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.30 2023-02-22 93.75 0.79 0.20 ok
8JT6_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2023-06-21 93.75 0.79 0.20 ok
8GAG_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-02-22 89.56 0.79 0.19 ok
8CKL_A Q13591 Semaphorin-5A X-ray 2.56 2023-02-15 66.70 75.63 0.68 0.88 61.46 5.52 0.18 ok
8CKG_A Q13591 Semaphorin-5A X-ray 1.71 2023-02-15 66.70 75.63 0.69 0.88 61.46 5.39 0.18 ok
8CKM_A Q13591 Semaphorin-5A X-ray 2.72 2023-02-15 66.70 76.05 0.68 0.88 60.75 5.27 0.18 ok
8JE1_D Q9UK73 Protein fem-1 homolog B EM 3.95 2023-05-15 94.44 0.84 0.15 ok
8JE1_B Q15370 Elongin-B EM 3.95 2023-05-15 92.50 0.86 0.13 ok
8IJ1_B Q15370 Elongin-B EM 4.20 2023-02-24 92.50 0.87 0.12 ok
8JT6_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2023-06-21 89.56 0.87 0.11 ok
8K8H_A O60449 Lymphocyte antigen 75 X-ray 2.79 2023-07-29 75.62 0.85 0.11 ok
8JE1_A Q13617 Cullin-2 EM 3.95 2023-05-15 85.75 0.87 0.11 ok
8WRZ_A P49407 Beta-arrestin-1 EM 3.60 2023-10-16 82.19 0.87 0.11 ok
8XEJ_B P35613 Isoform 2 of Basigin EM 3.66 2023-12-12 86.12 0.88 0.11 ok
8JE1_R P62877 E3 ubiquitin-protein ligase RBX1 EM 3.95 2023-05-15 0.00 85.34 0.36 0.82 66.67 2.10 0.11 wrong
8XJO_R P21731 Fusion tag,Thromboxane A2 receptor,LgBiT EM 3.11 2023-12-21 86.25 0.89 0.09 ok
8XJN_R P21731 Fusion tag,Thromboxane A2 receptor,LgBiT EM 3.06 2023-12-21 86.25 0.89 0.09 ok
8JE1_C Q15369 Elongin-C EM 3.95 2023-05-15 89.81 0.90 0.09 ok
8KDX_B P10636 Microtubule-associated protein tau X-ray 1.01 2023-08-10 47.73 0.40 0.51 55.00 3.46 0.09 ok
8IJ1_C Q15369 Elongin-C EM 4.20 2023-02-24 89.81 0.91 0.08 ok
8IJ1_D Q9UK73 Protein fem-1 homolog B EM 4.20 2023-02-24 94.44 0.92 0.08 ok
8IJ1_A Q13617 Cullin-2 EM 4.20 2023-02-24 85.75 0.92 0.07 ok
8JE2_C Q15369 Elongin-C EM 3.63 2023-05-15 89.81 0.93 0.07 ok
8JBF_B P29371 Neuromedin-K receptor EM 3.00 2023-05-08 72.81 0.91 0.06 ok
8PKI_K O00482 Nuclear receptor subfamily 5 group A membe EM 2.58 2023-06-26 72.12 0.91 0.06 ok
8WRZ_V P30518 Vasopressin V2 receptor EM 3.60 2023-10-16 0.00 43.34 0.42 0.90 65.91 2.29 0.06 ok
8IHZ_A Q9NWT6 Hypoxia-inducible factor 1-alpha inhibitor X-ray 2.22 2023-02-24 91.38 0.94 0.06 ok
8IJQ_A Q96LT4 Sphingomyelin synthase-related protein 1 EM 3.45 2023-02-27 79.50 0.93 0.06 ok
8II0_A Q9NWT6 Hypoxia-inducible factor 1-alpha inhibitor X-ray 2.04 2023-02-24 91.38 0.94 0.06 ok
8W9W_A Q96LT4 Sphingomyelin synthase-related protein 1 EM 3.74 2023-09-06 79.50 0.93 0.05 ok
8IJR_A Q96LT4 Sphingomyelin synthase-related protein 1 EM 3.29 2023-02-28 79.50 0.93 0.05 ok
8WGV_D Q9BYF1 Angiotensin-converting enzyme 2 EM 2.92 2023-09-22 90.69 0.94 0.05 ok
8JE2_B Q15370 Elongin-B EM 3.63 2023-05-15 92.50 0.94 0.05 ok
8W9Y_A Q96LT4 Sphingomyelin synthase-related protein 1 EM 3.50 2023-09-06 79.50 0.93 0.05 ok
8XEJ_X Q9H6D3 XK-related protein 8 EM 3.66 2023-12-12 82.12 0.94 0.05 ok
8KDX_A P06241 Tyrosine-protein kinase Fyn X-ray 1.01 2023-08-10 80.81 0.94 0.05 ok
8GAG_R P21554 Cannabinoid receptor 1 EM 3.30 2023-02-22 71.69 0.94 0.05 ok
8IET_A P40879 Chloride anion exchanger EM 3.50 2023-02-15 85.06 0.95 0.04 ok
8GTR_A Q96QZ0 Pannexin-3 EM 3.91 2022-09-08 81.75 0.95 0.04 ok
8JEL_E Q495A1 T-cell immunoreceptor with Ig and ITIM dom X-ray 2.45 2023-05-16 74.62 0.95 0.04 ok
8JE2_D Q9UK73 Protein fem-1 homolog B EM 3.63 2023-05-15 94.44 0.96 0.04 ok
8XJL_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.77 2023-12-21 89.56 0.96 0.03 ok
8GTS_A Q96RD7 Pannexin-1 EM 3.87 2022-09-08 74.31 0.95 0.03 ok
8WGW_B Q9BYF1 Angiotensin-converting enzyme 2 EM 2.90 2023-09-22 90.69 0.96 0.03 ok
8JEO_A Q495A1 T-cell immunoreceptor with Ig and ITIM dom X-ray 2.06 2023-05-16 74.62 0.96 0.03 ok
8W2W_A P02766 Transthyretin X-ray 2.07 2024-02-21 88.00 0.97 0.03 ok
8XJO_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.11 2023-12-21 89.56 0.97 0.03 ok
8IVL_A O15540 Fatty acid-binding protein, brain X-ray 2.70 2023-03-28 96.31 0.97 0.03 ok
8XJN_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.06 2023-12-21 89.56 0.97 0.03 ok
8XJK_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.63 2023-12-21 89.56 0.97 0.03 ok
8XJM_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.85 2023-12-21 89.56 0.97 0.03 ok
8XJ4_A P15309 Prostatic acid phosphatase EM 3.19 2023-12-20 92.25 0.97 0.03 ok
8JEN_I Q495A1 T-cell immunoreceptor with Ig and ITIM dom X-ray 2.71 2023-05-16 74.62 0.97 0.02 ok
8FMU_A O15178 T-box transcription factor T X-ray 2.03 2022-12-24 64.50 0.96 0.02 ok
8PPC_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.92 2023-07-07 71.50 0.97 0.02 ok
8PPB_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.80 2023-07-07 71.50 0.97 0.02 ok
8JE2_A Q13617 Cullin-2 EM 3.63 2023-05-15 85.75 0.98 0.02 ok
8XJL_R P43088 Fusion tag,Prostaglandin F2-alpha receptor EM 2.77 2023-12-21 80.56 0.98 0.02 ok
8PPH_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.70 2023-07-07 71.50 0.97 0.02 ok
8PPA_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.73 2023-07-07 71.50 0.97 0.02 ok
8E6O_A Q92830 Histone acetyltransferase KAT2A X-ray 2.37 2022-08-23 77.69 0.98 0.02 ok
8XJM_R P43088 Fusion tag,Prostaglandin F2-alpha receptor EM 2.85 2023-12-21 80.56 0.98 0.02 ok
8XJK_R P43088 Fusion tag,Prostaglandin F2-alpha receptor EM 2.63 2023-12-21 80.56 0.98 0.02 ok
8PPI_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.65 2023-07-07 71.50 0.98 0.02 ok
8JBN_A P23467 Receptor-type tyrosine-protein phosphatase X-ray 1.99 2023-05-09 80.31 0.98 0.02 ok
8PPJ_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.75 2023-07-07 71.50 0.98 0.02 ok
8JBY_A P23467 Receptor-type tyrosine-protein phosphatase X-ray 1.99 2023-05-10 80.31 0.98 0.02 ok
8PPG_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.75 2023-07-07 71.50 0.98 0.02 ok
8GTT_A Q96RD7 Pannexin-1 EM 3.20 2022-09-08 74.31 0.98 0.01 ok
8JVD_A Q9NPD8 Ubiquitin-conjugating enzyme E2 T X-ray 1.70 2023-06-28 86.25 0.98 0.01 ok
8GAG_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-02-22 97.06 0.99 0.01 ok
8YA8_A Q9NZ71 Regulator of telomere elongation helicase X-ray 2.85 2024-02-08 71.69 0.98 0.01 ok
8XJM_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.85 2023-12-21 97.06 0.99 0.01 ok
8XJO_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.11 2023-12-21 97.06 0.99 0.01 ok
8XJL_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.77 2023-12-21 97.06 0.99 0.01 ok
8XJN_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.06 2023-12-21 97.06 0.99 0.01 ok
8XJK_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.63 2023-12-21 97.06 0.99 0.01 ok
8IVF_A O15540 Fatty acid-binding protein, brain X-ray 2.60 2023-03-27 96.31 0.99 0.01 ok
8PPE_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.59 2023-07-07 71.50 0.98 0.01 ok
8OZB_E Q8NFH5 Nucleoporin NUP35 X-ray 2.09 2023-05-08 63.19 0.98 0.01 ok
8JUC_A Q9NPD8 Ubiquitin-conjugating enzyme E2 T X-ray 1.54 2023-06-26 86.25 0.99 0.01 ok
8PP9_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.73 2023-07-07 71.50 0.99 0.01 ok
8PPD_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.77 2023-07-07 71.50 0.99 0.01 ok
8GA2_A Q92793 CREB-binding protein X-ray 1.85 2023-02-22 52.53 0.98 0.01 ok
8PPF_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.85 2023-07-07 71.50 0.99 0.01 ok
8IJ5_B P05106 Integrin beta-3 EM 3.00 2023-02-26 87.00 0.99 0.01 ok
8PP8_A P23677 Inositol-trisphosphate 3-kinase A X-ray 1.59 2023-07-07 71.50 0.99 0.01 ok
8JT6_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2023-06-21 97.06 0.99 0.01 ok
8XAM_A P31153 S-adenosylmethionine synthase isoform type X-ray 1.30 2023-12-04 96.06 0.99 0.01 ok
8IJ5_E P06756 Integrin alpha-V heavy chain EM 3.00 2023-02-26 88.31 0.99 0.01 ok
8IGF_A P00918 Carbonic anhydrase 2 X-ray 2.60 2023-02-20 97.38 1.00 0.00 ok
8W1N_A P02766 Transthyretin X-ray 1.60 2024-02-16 88.00 0.99 0.00 ok
8GBF_A Q9Y253 DNA polymerase eta X-ray 2.11 2023-02-25 76.88 1.00 0.00 ok
8QZD_A P34913 Bifunctional epoxide hydrolase 2 X-ray 1.30 2023-10-27 93.31 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.