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

Release week 2024-01-03

96
structures analysed (5 full · 5.2%)
11.0%
confidently wrong
22.1%
novel sequences
11.0%
novel & wrong
0.939
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: 1 of 96 structures (1.0%) are confidently wrong; median TM-score is 0.939.

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 0.939 — 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
8FO2_E Q5S007 Leucine-rich repeat serine/threonine-prote EM 4.13 2022-12-29 0.00 81.46 0.51 0.78 0.46 37.88 0.80 ok
8FO8_C Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.88 2022-12-29 0.00 81.46 0.51 0.78 0.44 37.80 0.80 ok
8JP0_A P32418 Sodium/calcium exchanger 1 EM 3.50 2023-06-09 9.10 84.15 0.60 0.75 1.11 26.43 0.80 ok
8PJN_b Q9H871 E3 ubiquitin-protein transferase RMND5A EM 3.40 2023-06-23 89.88 0.71 0.26 ok
8FW2_A Q9NPP4 NLR family CARD domain-containing protein EM 3.80 2023-01-20 85.12 0.73 0.23 ok
8FW9_A Q9NPP4 NLR family CARD domain-containing protein EM 4.46 2023-01-20 85.12 0.73 0.23 ok
8FVU_B Q9NPP4 NLR family CARD domain-containing protein EM 3.60 2023-01-19 85.12 0.73 0.23 ok
8GCM_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.50 2023-03-02 93.75 0.78 0.21 ok
8PJN_i Q7L5Y9 E3 ubiquitin-protein transferase MAEA EM 3.40 2023-06-23 91.44 0.78 0.20 ok
8GCP_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.10 2023-03-02 93.75 0.80 0.19 ok
8IJB_C P63096 Guanine nucleotide-binding protein G(i) su EM 3.23 2023-02-27 93.75 0.81 0.18 ok
8IJ3_C P63096 Guanine nucleotide-binding protein G(i) su EM 3.28 2023-02-24 93.75 0.81 0.18 ok
8IJD_C P63096 Guanine nucleotide-binding protein G(i) su EM 3.25 2023-02-27 93.75 0.82 0.17 ok
8IJA_C P63096 Guanine nucleotide-binding protein G(i) su EM 2.69 2023-02-26 93.75 0.82 0.17 ok
8HXQ_C Q02223 Tumor necrosis factor receptor superfamily X-ray 2.40 2023-01-05 64.94 0.78 0.14 ok
8W8R_Y P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-09-04 89.56 0.84 0.14 ok
8PJN_2 P62256 Ubiquitin-conjugating enzyme E2 H EM 3.40 2023-06-23 89.31 0.86 0.13 ok
8HVT_B Q86WC4 Osteopetrosis-associated transmembrane pro EM 3.60 2022-12-27 73.88 0.83 0.13 ok
8GCM_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2023-03-02 89.56 0.86 0.12 ok
8W8Q_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.89 2023-09-04 91.31 0.87 0.12 ok
8JY4_A Q92887 ATP-binding cassette sub-family C member 2 EM 3.58 2023-07-02 81.19 0.86 0.11 ok
8GCP_C P59768 Guanine nucleotide-binding protein subunit EM 3.10 2023-03-02 89.56 0.87 0.11 ok
8IJB_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.23 2023-02-27 89.56 0.88 0.10 ok
8P94_A P61158 Actin-related protein 3 EM 3.30 2023-06-05 91.31 0.89 0.10 ok
8IJ3_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.28 2023-02-24 89.56 0.89 0.10 ok
8SH2_E Q15370 Elongin-B EM 3.74 2023-04-13 92.50 0.89 0.10 ok
8P94_D O15144 Actin-related protein 2/3 complex subunit EM 3.30 2023-06-05 93.94 0.89 0.10 ok
8PMQ_U P0CG48 Ubiquitin EM 3.53 2023-06-29 88.62 0.89 0.10 ok
8JXU_A Q92887 ATP-binding cassette sub-family C member 2 EM 3.55 2023-07-01 81.19 0.88 0.10 ok
8P94_G Q9BPX5 Actin-related protein 2/3 complex subunit EM 3.30 2023-06-05 89.00 0.89 0.10 ok
8JX7_A Q92887 ATP-binding cassette sub-family C member 2 EM 3.60 2023-06-30 81.19 0.89 0.09 ok
8JY5_A Q92887 ATP-binding cassette sub-family C member 2 EM 4.17 2023-07-03 81.19 0.89 0.09 ok
8PJN_u P0CG48 Ubiquitin EM 3.40 2023-06-23 88.62 0.90 0.09 ok
8SH2_F Q15369 Elongin-C EM 3.74 2023-04-13 89.81 0.90 0.09 ok
8HXR_C Q02223 Tumor necrosis factor receptor superfamily X-ray 2.70 2023-01-05 64.94 0.87 0.09 ok
8IPK_A A6NJ78 12S rRNA N4-methylcytidine (m4C) methyltra X-ray 1.90 2023-03-14 80.69 0.90 0.08 ok
8IPI_A A6NJ78 12S rRNA N4-methylcytidine (m4C) methyltra X-ray 2.10 2023-03-14 80.69 0.90 0.08 ok
8JXQ_A Q92887 ATP-binding cassette sub-family C member 2 EM 3.32 2023-07-01 81.19 0.91 0.07 ok
8IYA_A P51965 Ubiquitin-conjugating enzyme E2 E1 X-ray 2.43 2023-04-04 86.69 0.92 0.07 ok
8GCM_R P35408 Prostaglandin E2 receptor EP4 subtype EM 3.50 2023-03-02 70.88 0.90 0.07 ok
8FO9_A Q5S007 Leucine-rich repeat serine/threonine-prote EM 3.48 2022-12-30 77.50 0.92 0.06 ok
8FVU_A Q13075 Baculoviral IAP repeat-containing protein EM 3.60 2023-01-19 78.75 0.92 0.06 ok
8IJD_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2023-02-27 89.56 0.93 0.06 ok
8IPL_B Q8N0V3 Putative ribosome-binding factor A, mitoch X-ray 2.20 2023-03-14 100.00 novel 84.82 0.52 0.92 84.09 1.22 0.06 ok
8W8Q_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.89 2023-09-04 89.56 0.94 0.06 ok
8FO2_B O14966 Ras-related protein Rab-7L1 EM 4.13 2022-12-29 88.62 0.94 0.05 ok
8FO9_B O14966 Ras-related protein Rab-7L1 EM 3.48 2022-12-30 88.62 0.94 0.05 ok
8FO8_A O14966 Ras-related protein Rab-7L1 EM 3.88 2022-12-29 88.62 0.94 0.05 ok
8GCP_R P35408 Prostaglandin E2 receptor EP4 subtype EM 3.10 2023-03-02 70.88 0.92 0.05 ok
8IPM_C Q8N0V3 Putative ribosome-binding factor A, mitoch X-ray 3.10 2023-03-14 100.00 novel 86.12 0.42 0.90 91.67 0.99 0.05 wrong
8P94_B P61160 Actin-related protein 2 EM 3.30 2023-06-05 93.88 0.95 0.05 ok
8IJA_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.69 2023-02-26 89.56 0.95 0.05 ok
8IJ3_A Q8TDS4 Hydroxycarboxylic acid receptor 2 EM 3.28 2023-02-24 82.75 0.95 0.04 ok
8P94_C O15143 Actin-related protein 2/3 complex subunit EM 3.30 2023-06-05 92.44 0.95 0.04 ok
8IJB_A Q8TDS4 Hydroxycarboxylic acid receptor 2 EM 3.23 2023-02-27 82.75 0.95 0.04 ok
8W8S_R Q96P66 Probable G-protein coupled receptor 101 EM 3.30 2023-09-04 68.75 0.94 0.04 ok
8IJD_A Q8TDS4 Hydroxycarboxylic acid receptor 2 EM 3.25 2023-02-27 82.75 0.95 0.04 ok
8IJA_A Q8TDS4 Hydroxycarboxylic acid receptor 2 EM 2.69 2023-02-26 82.75 0.96 0.04 ok
8SH2_A Q9Y2U9 Kelch domain-containing protein 2 EM 3.74 2023-04-13 89.69 0.96 0.03 ok
8W8R_R Q96P66 Probable G-protein coupled receptor 101 EM 3.30 2023-09-04 68.75 0.95 0.03 ok
8CO7_A Q96PN6 Adenylate cyclase type 10 X-ray 1.90 2023-02-27 81.06 0.96 0.03 ok
7YMF_B O00571 ATP-dependent RNA helicase DDX3X X-ray 2.30 2022-07-28 72.19 0.96 0.03 ok
8COE_C P01031 Complement C5 beta chain X-ray 4.20 2023-02-28 81.56 0.96 0.03 ok
8JYO_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.20 2023-07-03 90.69 0.97 0.03 ok
8JYN_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.04 2023-07-03 90.69 0.97 0.03 ok
8JYP_D Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.38 2023-07-03 90.69 0.97 0.03 ok
8COE_A P01031 Complement C5 alpha chain X-ray 4.20 2023-02-28 81.56 0.97 0.03 ok
8KAE_R Q8IVW8 Sphingosine-1-phosphate transporter SPNS2 EM 3.18 2023-08-03 81.56 0.97 0.03 ok
8SMC_C Q5S007 non-specific serine/threonine protein kina EM 4.02 2023-04-26 77.50 0.97 0.02 ok
8P94_E O15145 Actin-related protein 2/3 complex subunit EM 3.30 2023-06-05 95.06 0.97 0.02 ok
7YMF_A O00571 ATP-dependent RNA helicase DDX3X X-ray 2.30 2022-07-28 72.19 0.97 0.02 ok
8IPL_A A6NJ78 12S rRNA N4-methylcytidine (m4C) methyltra X-ray 2.20 2023-03-14 80.69 0.97 0.02 ok
8K5N_A Q9NZQ7 Programmed cell death 1 ligand 1 X-ray 2.20 2023-07-22 88.25 0.98 0.02 ok
8P94_F P59998 Actin-related protein 2/3 complex subunit EM 3.30 2023-06-05 94.31 0.98 0.02 ok
7YQ8_A Q02880 DNA topoisomerase 2-beta EM 3.90 2022-08-05 73.44 0.97 0.02 ok
8IMG_A Q8N884 Cyclic GMP-AMP synthase X-ray 1.80 2023-03-06 76.75 0.98 0.02 ok
8IMF_A Q8N884 Cyclic GMP-AMP synthase X-ray 2.40 2023-03-06 76.75 0.98 0.02 ok
8IPM_D A6NJ78 12S rRNA N4-methylcytidine (m4C) methyltra X-ray 3.10 2023-03-14 80.69 0.98 0.02 ok
8IME_A Q8N884 Cyclic GMP-AMP synthase X-ray 2.63 2023-03-06 76.75 0.98 0.02 ok
8HVT_A P51798 H(+)/Cl(-) exchange transporter 7 EM 3.60 2022-12-27 80.94 0.98 0.01 ok
8WIU_A O60885 Isoform C of Bromodomain-containing protei X-ray 1.40 2023-09-25 55.31 0.98 0.01 ok
8GCM_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.50 2023-03-02 97.06 0.99 0.01 ok
8W8R_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.30 2023-09-04 97.06 0.99 0.01 ok
8U7W_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.05 2023-09-15 85.94 0.99 0.01 ok
8U7X_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.06 2023-09-15 85.94 0.99 0.01 ok
8IJB_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.23 2023-02-27 97.06 0.99 0.01 ok
8IJ3_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.28 2023-02-24 97.06 0.99 0.01 ok
8GCP_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2023-03-02 97.06 0.99 0.01 ok
8IJD_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2023-02-27 97.06 0.99 0.01 ok
8IJA_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.69 2023-02-26 97.06 0.99 0.00 ok
8G9D_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.60 2023-02-21 86.75 0.99 0.00 ok
8G9C_A O95989 Diphosphoinositol polyphosphate phosphohyd X-ray 1.40 2023-02-21 86.75 0.99 0.00 ok
8W8Q_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.89 2023-09-04 97.06 1.00 0.00 ok
8G9E_A O43314 Inositol hexakisphosphate and diphosphoino X-ray 1.75 2023-02-21 70.12 1.00 0.00 ok
8SGF_A Q9Y2U9 Kelch domain-containing protein 2 X-ray 1.42 2023-04-12 89.69 1.00 0.00 ok
8SGE_A Q9Y2U9 Kelch domain-containing protein 2 X-ray 1.51 2023-04-12 89.69 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.