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

Release week 2024-08-28

89
structures analysed (10 full · 11.2%)
22.2%
confidently wrong
11.1%
novel sequences
00.0%
novel & wrong
0.94
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 89 structures (2.2%) are confidently wrong; median TM-score is 0.94.

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 0.94 — 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
8Y6K_A Q8TDZ2 [F-actin]-monooxygenase MICAL1 EM 3.94 2024-02-02 74.94 0.72 0.21 ok
9C66_B P18031 poly-proline segment of PTP1B X-ray 1.40 2024-06-07 81.25 0.77 0.18 ok
8YS4_M P98155 Very low-density lipoprotein receptor EM 4.80 2024-03-22 75.69 0.77 0.17 ok
8XI5_M P98155 Very low-density lipoprotein receptor EM 3.40 2023-12-19 75.69 0.77 0.17 ok
8YS2_M P98155 Very low-density lipoprotein receptor EM 5.20 2024-03-22 39.00 74.67 0.61 0.87 46.52 3.51 0.17 ok
8XI4_M P98155 Very low-density lipoprotein receptor EM 3.40 2023-12-19 41.50 74.67 0.61 0.87 46.52 3.51 0.17 ok
8Q7O_C Q9NPG1 Frizzled-3 X-ray 1.76 2023-08-16 75.50 0.78 0.16 ok
8WHK_B Q86SQ0 Pleckstrin homology-like domain family B m X-ray 2.40 2023-09-23 58.12 0.74 0.15 ok
8Q6R_D P27918 Properdin X-ray 1.90 2023-08-14 83.31 0.83 0.14 ok
8WHM_B Q86SQ0 Pleckstrin homology-like domain family B m X-ray 2.30 2023-09-23 100.00 novel 77.86 0.68 0.82 54.73 3.39 0.14 ok
8XVE_P P05305 BQ3020 EM 3.00 2024-01-15 76.61 0.56 0.78 55.00 3.20 0.14 ok
8T7D_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 3.44 2023-06-20 95.88 0.86 0.14 ok
8XVH_T P05305 Endothelin-1 EM 3.26 2024-01-15 0.00 77.13 0.38 0.81 60.71 3.55 0.14 wrong
8XVI_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.32 2024-01-15 91.31 0.86 0.13 ok
8XVI_T P05305 Endothelin-1 EM 3.32 2024-01-15 0.00 77.13 0.38 0.80 63.10 3.36 0.13 wrong
8XVH_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.26 2024-01-15 89.56 0.86 0.13 ok
8XVH_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.26 2024-01-15 91.31 0.86 0.12 ok
8XVI_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.32 2024-01-15 89.56 0.86 0.12 ok
8WJQ_A Q96S37 Solute carrier family 22 member 12 EM 3.80 2023-09-26 86.56 0.86 0.12 ok
8XVE_A P63092 Isoform Gnas-2 of Guanine nucleotide-bindi EM 3.00 2024-01-15 91.31 0.88 0.11 ok
8WJG_A Q96S37 Solute carrier family 22 member 12 EM 3.00 2023-09-25 86.56 0.87 0.11 ok
8XVE_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2024-01-15 89.56 0.88 0.11 ok
8VMG_C O15169 Axin-1 X-ray 2.45 2024-01-13 61.09 0.83 0.10 ok
8T7O_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.05 2023-06-20 95.88 0.89 0.10 ok
8V27_K P0CG47 Ubiquitin EM 3.34 2023-11-21 93.44 0.90 0.09 ok
8T7N_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.26 2023-06-20 95.88 0.90 0.09 ok
8RH4_A P24046 Gamma-aminobutyric acid receptor subunit r EM 2.52 2023-12-14 74.00 0.88 0.09 ok
8RH9_A P24046 Gamma-aminobutyric acid receptor subunit r EM 3.21 2023-12-15 74.00 0.88 0.09 ok
8WHH_E P30622 CLIP1 protein X-ray 3.80 2023-09-23 71.25 0.88 0.09 ok
8V25_K P0CG47 Ubiquitin EM 3.32 2023-11-21 93.44 0.91 0.09 ok
8WHI_E P30622 CLIP1 protein X-ray 1.85 2023-09-23 71.25 0.88 0.09 ok
8WHL_E Q02224 Centromere-associated protein E X-ray 3.20 2023-09-23 54.44 0.85 0.08 ok
8V26_K P0CG47 Ubiquitin EM 3.33 2023-11-21 93.44 0.91 0.08 ok
8TO4_A P00533 Epidermal growth factor receptor X-ray 2.99 2023-08-02 75.94 0.89 0.08 ok
8RH7_A P24046 Gamma-aminobutyric acid receptor subunit r EM 2.78 2023-12-15 74.00 0.89 0.08 ok
8TO3_A P00533 Epidermal growth factor receptor X-ray 2.49 2023-08-02 75.94 0.91 0.07 ok
8Q7K_A Q9GZQ8 Microtubule-associated proteins 1A/1B ligh X-ray 1.60 2023-08-16 91.44 0.93 0.06 ok
8Q6Q_C Q8WZA9 Immunity-related GTPase family Q protein X-ray 1.80 2023-08-14 66.94 0.91 0.06 ok
8YS4_Q P98155 Very low-density lipoprotein receptor EM 4.80 2024-03-22 0.00 69.89 0.70 0.74 79.88 1.52 0.06 ok
8XI5_Q P98155 Very low-density lipoprotein receptor EM 3.40 2023-12-19 0.00 69.89 0.70 0.74 79.88 1.52 0.06 ok
9C66_A Q8N8S7 Protein enabled homolog X-ray 1.40 2024-06-07 70.62 0.92 0.06 ok
8VME_B O15169 Axin-1 X-ray 2.30 2024-01-13 0.00 88.49 0.61 0.94 92.50 1.38 0.06 ok
8VMF_B O15169 Axin-1 X-ray 2.50 2024-01-13 0.00 90.13 0.67 0.95 93.42 1.22 0.05 ok
8Q6R_C P27918 Properdin X-ray 1.90 2023-08-14 83.31 0.94 0.05 ok
8V28_K P0CG47 Ubiquitin EM 3.36 2023-11-22 93.44 0.95 0.04 ok
8Q6Q_A P60520 Gamma-aminobutyric acid receptor-associate X-ray 1.80 2023-08-14 94.75 0.95 0.04 ok
8RH8_A P24046 Gamma-aminobutyric acid receptor subunit r EM 2.66 2023-12-15 74.00 0.94 0.04 ok
8RHG_A P24046 Gamma-aminobutyric acid receptor subunit r EM 3.01 2023-12-15 74.00 0.94 0.04 ok
8TVK_A P01116 Isoform 2B of GTPase KRas X-ray 1.04 2023-08-18 91.50 0.96 0.04 ok
8TXJ_A P01116 Isoform 2B of GTPase KRas X-ray 1.40 2023-08-23 91.50 0.96 0.04 ok
8T0F_A O95948 One cut domain family member 2 X-ray 2.61 2023-05-31 57.53 0.93 0.04 ok
8TY9_A P01116 Isoform 2B of GTPase KRas X-ray 1.43 2023-08-24 91.50 0.96 0.04 ok
8TY8_A P01116 Isoform 2B of GTPase KRas X-ray 1.40 2023-08-24 91.50 0.96 0.04 ok
8TFT_F Q8TDQ0 T-cell immunoglobulin mucin receptor 3 X-ray 2.30 2023-07-11 71.75 0.95 0.04 ok
8TY2_A P01116 Isoform 2B of GTPase KRas X-ray 1.41 2023-08-24 91.50 0.96 0.04 ok
8TXK_A P01116 Isoform 2B of GTPase KRas X-ray 1.38 2023-08-23 91.50 0.96 0.04 ok
8YOY_B O15393 Transmembrane protease serine 2 EM 3.21 2024-03-14 79.38 0.96 0.03 ok
8YQQ_B O15393 Transmembrane protease serine 2 EM 3.95 2024-03-19 79.38 0.96 0.03 ok
8WJH_A Q9NSA0 Solute carrier family 22 member 11 EM 3.10 2023-09-26 87.62 0.97 0.03 ok
9EQM_B Q15369 Elongin-C X-ray 2.19 2024-03-21 89.81 0.97 0.03 ok
9CUO_A Q96SW2 Protein cereblon X-ray 1.60 2024-07-26 86.62 0.97 0.03 ok
8T11_A O95948 One cut domain family member 2 X-ray 2.91 2023-06-01 57.53 0.96 0.03 ok
8WHH_A O75122 CLIP-associating protein 2 X-ray 3.80 2023-09-23 65.69 0.96 0.02 ok
9EQJ_B Q15369 Elongin-C X-ray 2.05 2024-03-21 89.81 0.97 0.02 ok
8WHK_A O75122 CLIP-associating protein 2 X-ray 2.40 2023-09-23 65.69 0.96 0.02 ok
8WHI_A O75122 CLIP-associating protein 2 X-ray 1.85 2023-09-23 65.69 0.96 0.02 ok
8TBB_D Q8TDQ0 T-cell immunoglobulin mucin receptor 3 X-ray 2.50 2023-06-28 71.75 0.97 0.02 ok
8XVH_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.26 2024-01-15 97.06 0.98 0.02 ok
8TWX_A P09960 Leukotriene A-4 hydrolase X-ray 2.70 2023-08-21 96.25 0.98 0.02 ok
8UPA_B P40189 Interleukin-6 receptor subunit beta X-ray 3.30 2023-10-22 74.62 0.98 0.02 ok
8XVI_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.32 2024-01-15 97.06 0.98 0.02 ok
9EQM_A Q15370 Elongin-B X-ray 2.19 2024-03-21 92.50 0.98 0.02 ok
8WHL_A O75122 CLIP-associating protein 2 X-ray 3.20 2023-09-23 65.69 0.98 0.01 ok
9BP9_A O75417 DNA polymerase theta EM 3.21 2024-05-07 59.34 0.98 0.01 ok
9BPA_A O75417 DNA polymerase theta EM 3.21 2024-05-07 59.34 0.98 0.01 ok
9BOX_A P34897 Serine hydroxymethyltransferase, mitochond X-ray 2.10 2024-05-06 93.31 0.99 0.01 ok
8Q8G_A O43148 mRNA cap guanine-N7 methyltransferase X-ray 2.40 2023-08-18 77.38 0.99 0.01 ok
9EQM_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.19 2024-03-21 84.44 0.99 0.01 ok
8TWY_A P42336 Phosphatidylinositol 4,5-bisphosphate 3-ki X-ray 2.67 2023-08-21 92.38 0.99 0.01 ok
9EQJ_A Q15370 Elongin-B X-ray 2.05 2024-03-21 92.50 0.99 0.01 ok
8XVE_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2024-01-15 97.06 0.99 0.01 ok
9AT2_A P48775 Tryptophan 2,3-dioxygenase X-ray 2.25 2024-02-26 90.06 0.99 0.01 ok
8TZI_A Q99808 Equilibrative nucleoside transporter 1 X-ray 2.70 2023-08-26 87.38 0.99 0.01 ok
8Q7G_AAA P00915 Carbonic anhydrase 1 X-ray 1.43 2023-08-16 96.81 0.99 0.01 ok
8TT9_A P14174 Macrophage migration inhibitory factor X-ray 1.68 2023-08-13 98.56 0.99 0.01 ok
8WDO_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.67 2023-09-15 67.44 0.99 0.01 ok
8WDN_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.55 2023-09-15 67.44 0.99 0.00 ok
9EQJ_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.05 2024-03-21 84.44 0.99 0.00 ok
8VZV_AAA P48775 Tryptophan 2,3-dioxygenase X-ray 2.29 2024-02-12 90.06 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.