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

Release week 2025-05-28

111
structures analysed (4 full · 3.6%)
00.0%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.95
median TM-score

Zoomed into the red "confidently wrong" box above (pLDDT ≥ 70, TM < 0.5) — the structures AlphaFold got confidently wrong.

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: 0 of 111 structures (0.0%) are confidently wrong; median TM-score is 0.95.

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 0.95 — 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
9HJ4_A P21589 5'-nucleotidase X-ray 1.06 2024-11-27 0.40 96.27 0.69 0.93 25.10 11.55 0.49 ok
9FDN_A P00558 Phosphoglycerate kinase 1 X-ray 1.58 2024-05-17 96.38 0.76 0.23 ok
9UWD_A Q13258 Prostaglandin D2 receptor,Soluble cytochro EM 3.41 2025-05-12 79.38 0.71 0.23 ok
9FDH_A P00558 Phosphoglycerate kinase 1 X-ray 1.76 2024-05-17 96.38 0.76 0.23 ok
9H1Z_A P29728 2'-5'-oligoadenylate synthase 2 EM 3.30 2024-10-10 88.38 0.76 0.21 ok
8VYU_A P15056 Serine/threonine-protein kinase B-raf EM 4.07 2024-02-09 66.38 0.70 0.20 ok
8VYW_C P15056 Serine/threonine-protein kinase B-raf EM 4.76 2024-02-09 0.70 27.87 0.28 0.92 6.82 10.28 0.19 ok
8VYS_A P15056 Serine/threonine-protein kinase B-raf EM 3.06 2024-02-09 66.38 0.74 0.17 ok
9BUY_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.90 2024-05-17 93.75 0.82 0.17 ok
8ZME_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2024-05-23 89.56 0.81 0.17 ok
9URH_A O95319 CUGBP Elav-like family member 2 X-ray 1.82 2025-04-29 64.56 0.74 0.17 ok
8VYO_A P15056 Serine/threonine-protein kinase B-raf EM 3.74 2024-02-09 66.38 0.75 0.17 ok
8VYQ_C P15056 Serine/threonine-protein kinase B-raf EM 4.43 2024-02-09 0.40 27.48 0.24 0.81 21.88 8.08 0.14 ok
8ZMD_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2024-05-23 89.56 0.85 0.14 ok
9BUY_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2024-05-17 89.56 0.86 0.13 ok
8ZVZ_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.35 2024-06-12 91.31 0.87 0.12 ok
8ZW0_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.72 2024-06-12 91.31 0.87 0.11 ok
8VYP_C P15056 Serine/threonine-protein kinase B-raf EM 3.29 2024-02-09 66.38 0.84 0.11 ok
8VYR_A P15056 Serine/threonine-protein kinase B-raf EM 4.32 2024-02-09 66.38 0.87 0.09 ok
9DEV_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 1.75 2024-08-29 69.19 0.88 0.08 ok
9O13_A Q14721 Potassium voltage-gated channel subfamily EM 5.80 2025-04-03 61.94 0.88 0.07 ok
9IQX_A Q9HBA0 Transient receptor potential cation channe EM 3.37 2024-07-13 71.62 0.90 0.07 ok
8ZVY_C P37840 Isoform 1 of Alpha-synuclein X-ray 1.72 2024-06-12 0.00 56.80 0.36 0.74 67.50 2.01 0.07 ok
9DNS_U P0CG48 Ubiquitin EM 2.80 2024-09-18 88.62 0.92 0.07 ok
9JMC_R O43193 Motilin receptor EM 2.57 2024-09-20 77.19 0.91 0.07 ok
8ZVZ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.35 2024-06-12 89.56 0.93 0.07 ok
9DFQ_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 2.10 2024-08-30 69.19 0.91 0.06 ok
9DFO_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 1.90 2024-08-30 69.19 0.91 0.06 ok
9CMT_A P45973 Chromobox protein homolog 5 X-ray 3.17 2024-07-15 75.62 0.92 0.06 ok
9O12_A Q14721 Potassium voltage-gated channel subfamily EM 4.30 2025-04-03 61.94 0.90 0.06 ok
8ZW0_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.72 2024-06-12 89.56 0.93 0.06 ok
9BUY_R P07550 Beta-2 adrenergic receptor EM 2.90 2024-05-17 79.12 0.92 0.06 ok
8ZMD_R P55085 Proteinase-activated receptor 2 EM 3.25 2024-05-23 82.06 0.92 0.06 ok
8ZME_R P55085 Proteinase-activated receptor 2 EM 3.20 2024-05-23 82.06 0.92 0.06 ok
9JMD_R O43193 Motilin receptor EM 2.74 2024-09-20 77.19 0.92 0.06 ok
9DFP_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 1.92 2024-08-30 69.19 0.91 0.06 ok
9JMD_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.74 2024-09-20 89.56 0.93 0.06 ok
9DFR_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 1.90 2024-08-30 69.19 0.91 0.06 ok
9FDR_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.25 2024-05-17 81.69 0.93 0.06 ok
9ODR_A Q96SW2 Protein cereblon X-ray 2.42 2025-04-27 86.62 0.93 0.06 ok
9O11_A Q14721 Potassium voltage-gated channel subfamily EM 3.30 2025-04-03 61.94 0.91 0.06 ok
9JMC_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.57 2024-09-20 89.56 0.94 0.05 ok
9QT6_A Q92918 Mitogen-activated protein kinase kinase ki X-ray 1.76 2025-04-08 68.19 0.92 0.05 ok
9FDU_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.55 2024-05-17 81.69 0.94 0.05 ok
9IP9_A P00533 Epidermal growth factor receptor EM 3.64 2024-07-10 75.94 0.93 0.05 ok
9IP7_A P00533 Epidermal growth factor receptor EM 3.21 2024-07-10 75.94 0.94 0.05 ok
9IP8_A P00533 Epidermal growth factor receptor EM 3.91 2024-07-10 75.94 0.94 0.05 ok
9IPA_A P00533 Epidermal growth factor receptor EM 3.85 2024-07-10 75.94 0.94 0.05 ok
9IQY_J P61586 Transforming protein RhoA EM 3.16 2024-07-13 93.56 0.95 0.05 ok
9FDT_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.60 2024-05-17 81.69 0.94 0.05 ok
9IQX_E P61586 Transforming protein RhoA EM 3.37 2024-07-13 93.56 0.95 0.04 ok
9BY4_A P00533 Epidermal growth factor receptor X-ray 2.31 2024-05-23 75.94 0.94 0.04 ok
8VYU_B P63104 14-3-3 protein zeta/delta EM 4.07 2024-02-09 93.94 0.95 0.04 ok
9BY6_A P00533 Epidermal growth factor receptor X-ray 2.55 2024-05-23 75.94 0.94 0.04 ok
8VYV_C P15056 Serine/threonine-protein kinase B-raf EM 5.86 2024-02-09 66.38 0.94 0.04 ok
9O10_A Q14721 Potassium voltage-gated channel subfamily EM 3.00 2025-04-03 61.94 0.93 0.04 ok
9FDS_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.40 2024-05-17 81.69 0.95 0.04 ok
9ODS_A Q96SW2 Protein cereblon X-ray 2.61 2025-04-27 86.62 0.95 0.04 ok
9FDW_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.60 2024-05-17 81.69 0.95 0.04 ok
9IPE_A P00533 Epidermal growth factor receptor EM 3.31 2024-07-10 75.94 0.95 0.04 ok
8ZW0_D Q13258 Soluble cytochrome b562,Prostaglandin D2 r EM 2.72 2024-06-12 79.38 0.95 0.04 ok
9QYF_A Q8IXQ6 Protein mono-ADP-ribosyltransferase PARP9 X-ray 1.30 2025-04-17 78.75 0.95 0.04 ok
8VYV_A P63104 14-3-3 protein zeta/delta EM 5.86 2024-02-09 93.94 0.96 0.04 ok
9O63_A O00444 Serine/threonine-protein kinase PLK4 X-ray 2.26 2025-04-11 65.62 0.94 0.04 ok
8ZVZ_D Q13258 Soluble cytochrome b562,Prostaglandin D2 r EM 2.35 2024-06-12 79.38 0.95 0.04 ok
9IPC_A P00533 Epidermal growth factor receptor EM 3.40 2024-07-10 75.94 0.95 0.04 ok
9IPD_A P00533 Epidermal growth factor receptor EM 3.29 2024-07-10 75.94 0.95 0.04 ok
9HJG_A P21589 5'-nucleotidase X-ray 2.31 2024-11-29 91.88 0.96 0.04 ok
9FDX_A Q8IXJ6 NAD-dependent protein deacetylase sirtuin- X-ray 1.55 2024-05-17 81.69 0.96 0.04 ok
9IPB_A P00533 Epidermal growth factor receptor EM 2.93 2024-07-10 75.94 0.95 0.04 ok
8VYR_B P63104 14-3-3 protein zeta/delta EM 4.32 2024-02-09 93.94 0.96 0.03 ok
8ZML_A Q9UKE5 TRAF2 and NCK-interacting protein kinase X-ray 2.49 2024-05-23 63.56 0.95 0.03 ok
9MZY_A Q13546 Receptor-interacting serine/threonine-prot X-ray 2.32 2025-01-23 69.75 0.95 0.03 ok
9MZX_A Q13546 Receptor-interacting serine/threonine-prot X-ray 2.53 2025-01-23 69.75 0.96 0.03 ok
9DPZ_A Q9UM07 Protein-arginine deiminase type-4 X-ray 2.41 2024-09-23 94.31 0.97 0.03 ok
9ELF_A Q9BYF1 Processed angiotensin-converting enzyme 2 EM 2.88 2024-12-04 90.69 0.97 0.03 ok
9MZZ_A Q13546 Receptor-interacting serine/threonine-prot X-ray 2.68 2025-01-23 69.75 0.96 0.03 ok
9FE1_B P61769 Beta-2-microglobulin EM 3.10 2024-05-17 94.06 0.97 0.03 ok
9DOP_A Q9UM07 Protein-arginine deiminase type-4 X-ray 2.44 2024-09-19 94.31 0.97 0.02 ok
9FAS_A P14867 Gamma-aminobutyric acid receptor subunit a EM 2.50 2024-05-10 81.69 0.97 0.02 ok
9BU4_A Q9Y6W6 Dual specificity protein phosphatase 10 X-ray 2.90 2024-05-16 69.19 0.97 0.02 ok
8ZEU_C Q969D9 Thymic stromal lymphopoietin EM 3.39 2024-05-07 79.06 0.97 0.02 ok
8ZMD_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.25 2024-05-23 97.06 0.98 0.02 ok
8ZME_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.20 2024-05-23 97.06 0.98 0.02 ok
8VTE_E Q495A1 T-cell immunoreceptor with Ig and ITIM dom X-ray 2.29 2024-01-26 74.62 0.97 0.02 ok
9DOL_A Q9Y2J8 Protein-arginine deiminase type-2 X-ray 1.77 2024-09-19 94.25 0.98 0.02 ok
8VYS_B P63104 14-3-3 protein zeta/delta EM 3.06 2024-02-09 93.94 0.98 0.02 ok
9FE1_A Q8WLS4 MHC class I antigen EM 3.10 2024-05-17 89.50 0.98 0.02 ok
9ELE_A Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.16 2024-12-04 90.69 0.98 0.02 ok
9DNS_D P62837 Ubiquitin-conjugating enzyme E2 D2 EM 2.80 2024-09-18 96.50 0.98 0.02 ok
8VYO_B P63104 14-3-3 protein zeta/delta EM 3.74 2024-02-09 93.94 0.98 0.02 ok
9NA5_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 1.73 2025-02-11 83.94 0.98 0.01 ok
8VYQ_A P63104 14-3-3 protein zeta/delta EM 4.43 2024-02-09 93.94 0.98 0.01 ok
8VYW_A P63104 14-3-3 protein zeta/delta EM 4.76 2024-02-09 93.94 0.99 0.01 ok
9QYH_A Q8IXQ6 Protein mono-ADP-ribosyltransferase PARP9 X-ray 2.50 2025-04-17 78.75 0.98 0.01 ok
8VYP_A P63104 14-3-3 protein zeta/delta EM 3.29 2024-02-09 93.94 0.99 0.01 ok
9FAS_B P28472 Gamma-aminobutyric acid receptor subunit b EM 2.50 2024-05-10 80.06 0.99 0.01 ok
9QYD_A Q8IXQ6 Protein mono-ADP-ribosyltransferase PARP9 X-ray 1.91 2025-04-17 78.75 0.99 0.01 ok
9NA6_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.14 2025-02-11 83.94 0.99 0.01 ok
9IQY_B Q9HBA0 Transient receptor potential cation channe EM 3.16 2024-07-13 71.62 0.99 0.01 ok
9NA3_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.10 2025-02-11 83.94 0.99 0.01 ok
9BUY_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2024-05-17 97.06 0.99 0.01 ok
9NA2_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 1.99 2025-02-11 83.94 0.99 0.01 ok
9JMC_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.57 2024-09-20 97.06 0.99 0.01 ok
9QYG_A Q8IXQ6 Protein mono-ADP-ribosyltransferase PARP9 X-ray 2.70 2025-04-17 78.75 0.99 0.01 ok
9FAS_C P18507 Isoform 1 of Gamma-aminobutyric acid recep EM 2.50 2024-05-10 77.19 0.99 0.01 ok
8ZW0_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.72 2024-06-12 97.06 0.99 0.01 ok
8ZVZ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.35 2024-06-12 97.06 0.99 0.01 ok
9JMD_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.74 2024-09-20 97.06 0.99 0.01 ok
9QYE_A Q8IXQ6 Protein mono-ADP-ribosyltransferase PARP9 X-ray 1.44 2025-04-17 78.75 0.99 0.00 ok
9NA4_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.33 2025-02-11 83.94 0.99 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.