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

Release week 2025-02-19

79
structures analysed (12 full · 15.2%)
11.3%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.963
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 79 structures (1.3%) are confidently wrong; median TM-score is 0.963.

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 0.963 — 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
9MJ5_B P15927 Replication protein A 32 kDa subunit EM 3.50 2024-12-13 0.00 89.63 0.62 0.86 7.21 14.86 0.64 ok
8KES_E Q96DZ1 Endoplasmic reticulum lectin 1 EM 3.50 2023-08-13 67.20 81.94 0.65 0.85 19.98 7.75 0.39 ok
8KET_F Q96DZ1 Endoplasmic reticulum lectin 1 EM 3.30 2023-08-13 67.20 81.18 0.65 0.85 20.29 7.71 0.38 ok
8KEV_E Q96DZ1 Endoplasmic reticulum lectin 1 EM 3.50 2023-08-13 67.20 82.17 0.65 0.85 21.34 7.56 0.38 ok
8ZXC_B Q6NXT2 Histone H3.3C NMR 2024-06-14 62.63 0.23 0.66 35.42 4.31 0.17 ok
9EZO_A Q14247 cDNA FLJ34459 fis, clone HLUNG2002916, hig NMR 2024-04-13 62.47 0.77 0.15 ok
9EZN_B O43516 WAS/WASL-interacting protein family member NMR 2024-04-13 48.41 0.26 0.75 38.16 4.68 0.14 ok
9EZP_A Q14247 cDNA FLJ34459 fis, clone HLUNG2002916, hig NMR 2024-04-13 62.47 0.77 0.14 ok
9EZO_B O43516 WAS/WASL-interacting protein family member NMR 2024-04-13 48.41 0.29 0.73 39.47 4.65 0.14 ok
9E3A_L P54105 Methylosome subunit pICln EM 3.36 2024-10-23 10.00 55.49 0.29 0.55 45.00 3.65 0.13 ok
9E3B_D P54105 Methylosome subunit pICln EM 3.06 2024-10-23 10.00 55.49 0.42 0.60 50.00 3.46 0.12 ok
9EZN_A Q14247 cDNA FLJ34459 fis, clone HLUNG2002916, hig NMR 2024-04-13 62.47 0.82 0.12 ok
9EZP_B O43516 WAS/WASL-interacting protein family member NMR 2024-04-13 48.41 0.23 0.77 48.68 3.83 0.11 ok
8KEV_C Q9UBV2 Protein sel-1 homolog 1 EM 3.50 2023-08-13 81.00 0.88 0.10 ok
9CL7_E Q9Y2M0 Fanconi-associated nuclease 1 EM 3.83 2024-07-10 69.88 0.87 0.09 ok
9KBD_R P62877 E3 ubiquitin-protein ligase RBX1 EM 3.70 2024-10-30 0.00 85.29 0.27 0.90 78.12 1.68 0.08 wrong
9KBD_B P63208 S-phase kinase-associated protein 1 EM 3.70 2024-10-30 90.12 0.91 0.08 ok
9KBF_B P63208 S-phase kinase-associated protein 1 EM 3.74 2024-10-30 90.12 0.92 0.08 ok
9CHM_E Q9Y2M0 Fanconi-associated nuclease 1 EM 3.47 2024-07-01 69.88 0.91 0.06 ok
9H8F_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.39 2024-10-29 68.19 0.92 0.06 ok
8KEV_A Q86TM6 E3 ubiquitin-protein ligase synoviolin EM 3.50 2023-08-13 72.19 0.92 0.06 ok
9H8D_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.64 2024-10-29 68.19 0.92 0.05 ok
8Q5C_P P04049 C-RAF peptide pS259 X-ray 2.00 2023-08-08 67.51 0.48 0.90 82.50 1.39 0.05 ok
9H8E_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.63 2024-10-29 68.19 0.92 0.05 ok
9CG4_E Q9Y2M0 Fanconi-associated nuclease 1 EM 3.37 2024-06-28 69.88 0.92 0.05 ok
9MJ5_A P35244 Replication protein A 14 kDa subunit EM 3.50 2024-12-13 93.19 0.94 0.05 ok
9CMA_A Q9Y2M0 Fanconi-associated nuclease 1 EM 3.97 2024-07-13 69.88 0.93 0.05 ok
8KES_A Q86TM6 E3 ubiquitin-protein ligase synoviolin EM 3.50 2023-08-13 72.19 0.93 0.05 ok
9MJ5_C P27694 Replication protein A 70 kDa DNA-binding s EM 3.50 2024-12-13 83.81 0.95 0.04 ok
9CL7_B P12004 Proliferating cell nuclear antigen EM 3.83 2024-07-10 94.31 0.95 0.04 ok
8KET_A Q86TM6 E3 ubiquitin-protein ligase synoviolin EM 3.30 2023-08-13 72.19 0.94 0.04 ok
9CMA_B P12004 Proliferating cell nuclear antigen EM 3.97 2024-07-13 94.31 0.96 0.04 ok
9DN3_A Q13572 Inositol-tetrakisphosphate 1-kinase X-ray 2.25 2024-09-16 83.00 0.96 0.04 ok
8Q5C_A P31947 14-3-3 protein sigma X-ray 2.00 2023-08-08 92.88 0.96 0.04 ok
9BRI_A P34947 G protein-coupled receptor kinase 5 X-ray 2.90 2024-05-11 90.38 0.96 0.03 ok
9BRH_A P34947 G protein-coupled receptor kinase 5 X-ray 3.69 2024-05-11 90.38 0.96 0.03 ok
9BRJ_A P34947 G protein-coupled receptor kinase 5 X-ray 2.80 2024-05-11 90.38 0.96 0.03 ok
9BRG_A P34947 G protein-coupled receptor kinase 5 X-ray 2.70 2024-05-11 90.38 0.96 0.03 ok
9BRE_A P34947 G protein-coupled receptor kinase 5 X-ray 2.80 2024-05-11 90.38 0.96 0.03 ok
9CG4_B P12004 Proliferating cell nuclear antigen EM 3.37 2024-06-28 94.31 0.97 0.03 ok
9CHM_B P12004 Proliferating cell nuclear antigen EM 3.47 2024-07-01 94.31 0.97 0.03 ok
9DBN_A Q9Y5Y9 Sodium channel protein type 10 subunit alp EM 2.76 2024-08-23 67.31 0.96 0.03 ok
9MJ5_S P09884 DNA polymerase alpha catalytic subunit EM 3.50 2024-12-13 75.81 0.96 0.03 ok
9KBD_A Q13616 Cullin-1 EM 3.70 2024-10-30 88.75 0.97 0.03 ok
8Q55_A P31947 14-3-3 protein sigma X-ray 1.30 2023-08-08 92.88 0.97 0.03 ok
9G0L_A Q8IUQ4 E3 ubiquitin-protein ligase SIAH1 X-ray 1.90 2024-07-08 89.12 0.97 0.03 ok
9DHF_A P06400 Retinoblastoma-associated protein X-ray 2.26 2024-09-03 76.06 0.97 0.03 ok
9DHU_A P06400 Retinoblastoma-associated protein X-ray 2.16 2024-09-04 76.06 0.97 0.02 ok
9DGK_A P06400 Retinoblastoma-associated protein X-ray 2.38 2024-09-02 76.06 0.97 0.02 ok
9KBD_C Q9UK99 F-box only protein 3 EM 3.70 2024-10-30 88.69 0.97 0.02 ok
9DHC_A P06400 Retinoblastoma-associated protein X-ray 2.32 2024-09-03 76.06 0.97 0.02 ok
9E3B_A O14744 Protein arginine N-methyltransferase 5 EM 3.06 2024-10-23 93.31 0.98 0.02 ok
8QV5_A Q8IVW8 Sphingosine-1-phosphate transporter SPNS2 EM 3.69 2023-10-17 81.56 0.97 0.02 ok
9DBL_A Q9Y5Y9 Sodium channel protein type 10 subunit alp EM 3.24 2024-08-23 67.31 0.97 0.02 ok
9DBM_A Q9Y5Y9 Sodium channel protein type 10 subunit alp EM 3.22 2024-08-23 67.31 0.97 0.02 ok
9DBK_A Q9Y5Y9 Sodium channel protein type 10 subunit alp EM 3.12 2024-08-23 67.31 0.97 0.02 ok
9KBF_C Q9UK99 F-box only protein 3 EM 3.74 2024-10-30 88.69 0.98 0.02 ok
8QV6_A Q8IVW8 Sphingosine-1-phosphate transporter SPNS2 EM 3.68 2023-10-17 81.56 0.98 0.02 ok
8KES_C Q9UBV2 Protein sel-1 homolog 1 EM 3.50 2023-08-13 81.00 0.98 0.02 ok
9DZN_A Q92794 Histone acetyltransferase KAT6A X-ray 1.72 2024-10-16 48.66 0.97 0.02 ok
8RYC_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.09 2024-02-08 70.75 0.98 0.02 ok
8RXV_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.05 2024-02-08 70.75 0.98 0.01 ok
9E3A_J O14744 Protein arginine N-methyltransferase 5 EM 3.36 2024-10-23 93.31 0.98 0.01 ok
8RXQ_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.63 2024-02-07 70.75 0.98 0.01 ok
9E3C_J O14744 Protein arginine N-methyltransferase 5 EM 3.19 2024-10-23 93.31 0.99 0.01 ok
8KET_C Q9UBV2 Protein sel-1 homolog 1 EM 3.30 2023-08-13 81.00 0.98 0.01 ok
9J7I_A P41180 Extracellular calcium-sensing receptor EM 3.55 2024-08-19 75.69 0.98 0.01 ok
9FZH_A O75469 Nuclear receptor subfamily 1 group I membe X-ray 2.50 2024-07-05 85.50 0.99 0.01 ok
9CDY_A Q12852 Mitogen-activated protein kinase kinase ki X-ray 1.50 2024-06-25 59.28 0.98 0.01 ok
9E3B_B Q9BQA1 Methylosome protein WDR77 EM 3.06 2024-10-23 91.00 0.99 0.01 ok
8RXL_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.29 2024-02-07 70.75 0.98 0.01 ok
8RXP_A Q15562 Transcriptional enhancer factor TEF-4 X-ray 2.49 2024-02-07 70.75 0.98 0.01 ok
8Y55_A P43490 Nicotinamide phosphoribosyltransferase X-ray 1.86 2024-01-31 94.25 0.99 0.01 ok
9FZJ_A O75469 Nuclear receptor subfamily 1 group I membe X-ray 1.60 2024-07-05 85.50 0.99 0.01 ok
9FZG_A O75469 Nuclear receptor subfamily 1 group I membe X-ray 2.00 2024-07-05 85.50 0.99 0.01 ok
9E3A_K Q9BQA1 Methylosome protein WDR77 EM 3.36 2024-10-23 91.00 0.99 0.01 ok
8VY5_A Q9UBE0 SUMO-activating enzyme subunit 1, N-termin X-ray 2.01 2024-02-07 91.44 0.99 0.01 ok
9CDX_A Q12852 Mitogen-activated protein kinase kinase ki X-ray 2.38 2024-06-25 59.28 0.99 0.00 ok
9D5Z_A P61964 WD repeat-containing protein 5 X-ray 1.70 2024-08-14 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.