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

Release week 2023-11-08

101
structures analysed (15 full · 14.9%)
22.0%
confidently wrong
11.0%
novel sequences
11.0%
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.

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 101 structures (2.0%) 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
8GF7_A P37840 Alpha-synuclein EM 4.80 2023-03-07 0.00 86.68 0.19 0.28 2.78 31.80 0.80 wrong
8CAX_A P10636 Microtubule-associated protein tau EM 3.70 2023-01-24 0.00 67.98 0.26 0.44 0.67 24.06 0.65 ok
8CAQ_A P10636 Microtubule-associated protein tau EM 2.30 2023-01-24 0.00 67.98 0.26 0.46 0.67 24.11 0.65 ok
8G58_A P10636 Microtubule-associated protein tau NMR 2023-02-12 0.00 66.47 0.31 0.49 0.79 18.05 0.62 ok
8QA6_A P42898 Methylenetetrahydrofolate reductase (NADPH EM 2.91 2023-08-22 88.62 0.55 0.40 ok
8PI6_A P01308 Insulin B chain,Insulin A chain X-ray 2.14 2023-06-21 18.40 49.21 0.35 0.30 18.33 9.44 0.25 ok
8WWX_A P41226 Ubiquitin-like modifier-activating enzyme NMR 2023-10-27 60.00 91.19 0.59 0.64 47.31 4.29 0.22 ok
8PJH_A P01308 Insulin X-ray 1.50 2023-06-23 5.70 49.71 0.31 0.28 25.47 8.11 0.21 ok
8IVZ_C Q14678 KN motif and ankyrin repeat domains 1 X-ray 2.80 2023-03-29 100.00 novel 70.78 0.40 0.81 38.54 4.84 0.20 wrong
8PJC_A P01308 Insulin X-ray 2.14 2023-06-23 1.90 49.35 0.30 0.29 29.72 7.39 0.20 ok
8PI4_A P01308 Insulin B chain,Insulin A chain X-ray 1.25 2023-06-21 3.80 49.35 0.30 0.29 29.72 7.41 0.20 ok
8TL9_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.30 2023-07-26 73.44 0.73 0.20 ok
8TLA_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.20 2023-07-26 73.44 0.73 0.20 ok
8PI5_B P01308 Insulin B chain,Insulin A chain X-ray 1.66 2023-06-21 3.80 49.35 0.30 0.31 31.60 7.16 0.19 ok
8P9C_B O15350 Tumor protein p73 X-ray 1.76 2023-06-05 65.19 0.72 0.18 ok
8TKG_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 2.50 2023-07-25 73.44 0.75 0.18 ok
8P9E_B O15350 Tumor protein p73 X-ray 2.25 2023-06-05 65.19 0.73 0.18 ok
8P9E_A Q9H3D4 Isoform 2 of Tumor protein 63 X-ray 2.25 2023-06-05 0.00 84.05 0.67 0.89 49.12 4.14 0.17 ok
8BD2_A P0DP25 Calmodulin-3 NMR 2022-10-18 85.50 0.80 0.17 ok
8P9C_A Q9H3D4 Tumor protein 63 X-ray 1.76 2023-06-05 1.70 85.85 0.67 0.90 53.70 3.94 0.16 ok
8TKF_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.20 2023-07-25 73.44 0.80 0.15 ok
8WRB_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.91 2023-10-13 93.75 0.84 0.15 ok
8BGF_A P26599 Polypyrimidine tract-binding protein 1 NMR 2022-10-27 70.50 0.80 0.14 ok
8PW8_A Q9HCE5 N6-adenosine-methyltransferase catalytic s X-ray 2.30 2023-07-19 79.25 0.82 0.14 ok
8P9D_B O15350 Tumor protein p73 X-ray 2.70 2023-06-05 0.00 86.17 0.64 0.94 57.29 2.99 0.14 ok
8JIS_R P43220 Glucagon-like peptide 1 receptor EM 2.46 2023-05-27 81.50 0.84 0.13 ok
8TKE_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.60 2023-07-25 73.44 0.83 0.12 ok
8HDH_B Q13113 PDZK1-interacting protein 1 EM 3.10 2022-11-04 64.75 0.81 0.12 ok
8TKD_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.70 2023-07-25 73.44 0.84 0.12 ok
8P9D_A Q9H3D4 Tumor protein 63 X-ray 2.70 2023-06-05 1.70 89.58 0.68 0.92 69.02 2.14 0.11 ok
8QLQ_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.64 2023-09-20 77.62 0.87 0.10 ok
8BG1_C P0DTC2 Spike protein S1 X-ray 2.88 2022-10-27 67.14 0.86 0.09 ok
8F1W_A P00533 Epidermal growth factor receptor X-ray 3.20 2022-11-06 75.94 0.88 0.09 ok
8SWZ_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 3.00 2023-05-19 69.19 0.87 0.09 ok
8SWY_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 2.55 2023-05-19 69.19 0.87 0.09 ok
8W83_D O19712 MHC class II HLA-DQ-beta-1 - alpha1 gliadi X-ray 2.82 2023-08-31 89.69 0.91 0.08 ok
8W86_D O19712 MHC class II HLA-DQ-beta-1 - B/C hordein p X-ray 2.24 2023-08-31 89.69 0.92 0.08 ok
8W85_D O19712 MHC class II HLA-DQ-beta-1 - gamma2 gliadi X-ray 2.77 2023-08-31 89.69 0.92 0.08 ok
8HD3_A Q96RI1 Farnesoid X Receptor X-ray 2.29 2022-11-03 68.81 0.89 0.07 ok
7XFJ_K P29372 DNA-3-methyladenine glycosylase EM 3.00 2022-04-01 81.69 0.92 0.07 ok
8W84_D O19712 MHC class II HLA-DQ-beta-1 - alpha2 gliadi X-ray 2.10 2023-08-31 89.69 0.92 0.07 ok
8W84_C P01909 HLA class II histocompatibility antigen, D X-ray 2.10 2023-08-31 87.94 0.93 0.06 ok
8SX1_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 4.20 2023-05-19 69.19 0.92 0.05 ok
8TXE_A P01116 GTPase KRas X-ray 1.35 2023-08-23 91.50 0.94 0.05 ok
8TXH_A P01116 GTPase KRas X-ray 1.20 2023-08-23 91.50 0.94 0.05 ok
8TXG_A P01116 GTPase KRas X-ray 1.50 2023-08-23 91.50 0.94 0.05 ok
8SX2_A Q9UKK3 Protein mono-ADP-ribosyltransferase PARP4 X-ray 2.95 2023-05-19 69.19 0.92 0.05 ok
8WRB_R Q9UPC5 Probable G-protein coupled receptor 34,Tag EM 2.91 2023-10-13 77.50 0.93 0.05 ok
8TKI_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.60 2023-07-25 73.44 0.95 0.04 ok
8F1Z_A P00533 Epidermal growth factor receptor X-ray 2.40 2022-11-06 75.94 0.95 0.04 ok
8F1H_A P00533 Epidermal growth factor receptor X-ray 2.80 2022-11-05 75.94 0.95 0.04 ok
8QA5_A P42898 Methylenetetrahydrofolate reductase (NADPH EM 3.14 2023-08-22 88.62 0.96 0.04 ok
8TKH_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 3.50 2023-07-25 73.44 0.95 0.04 ok
8HCK_A O00560 Syntenin-1 X-ray 2.00 2022-11-01 83.00 0.96 0.04 ok
8PW8_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.30 2023-07-19 79.25 0.95 0.04 ok
8PWA_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.10 2023-07-19 79.25 0.95 0.04 ok
8F1X_A P00533 Epidermal growth factor receptor X-ray 2.30 2022-11-06 75.94 0.95 0.04 ok
8PW9_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.30 2023-07-19 79.25 0.95 0.04 ok
8WRB_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.91 2023-10-13 89.56 0.96 0.04 ok
8TK8_A Q14573 Inositol 1,4,5-trisphosphate receptor type EM 2.70 2023-07-25 73.44 0.95 0.03 ok
8BGI_A P31644 Gamma-aminobutyric acid receptor subunit a X-ray 2.56 2022-10-27 81.00 0.96 0.03 ok
8D3G_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.58 2022-06-01 85.81 0.96 0.03 ok
8F1Y_A P00533 Epidermal growth factor receptor X-ray 2.75 2022-11-06 75.94 0.96 0.03 ok
8W85_C P01909 HLA class II histocompatibility antigen, D X-ray 2.77 2023-08-31 87.94 0.96 0.03 ok
8T1Q_A Q9UKF6 Cleavage and polyadenylation specificity f X-ray 1.70 2023-06-02 90.19 0.96 0.03 ok
8T1R_A Q9UKF6 Cleavage and polyadenylation specificity f X-ray 2.20 2023-06-02 90.19 0.97 0.03 ok
8W86_C P01909 HLA class II histocompatibility antigen, D X-ray 2.24 2023-08-31 87.94 0.96 0.03 ok
8QHR_A O43598 2'-deoxynucleoside 5'-phosphate N-hydrolas X-ray 1.65 2023-09-09 85.38 0.97 0.03 ok
8W83_C P01909 HLA class II histocompatibility antigen, D X-ray 2.82 2023-08-31 87.94 0.97 0.03 ok
8D3I_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.65 2022-06-01 85.81 0.97 0.02 ok
8QHQ_A O43598 2'-deoxynucleoside 5'-phosphate N-hydrolas X-ray 1.78 2023-09-09 85.38 0.97 0.02 ok
8D3J_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.40 2022-06-01 85.81 0.97 0.02 ok
8D3N_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.25 2022-06-01 85.81 0.98 0.02 ok
8PWB_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.50 2023-07-19 79.25 0.97 0.02 ok
8D3O_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.25 2022-06-01 85.81 0.98 0.02 ok
8D3H_B O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.51 2022-06-01 85.81 0.98 0.02 ok
8D3K_B O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.30 2022-06-01 85.81 0.98 0.02 ok
8HE7_A P09874 Poly [ADP-ribose] polymerase 1, processed X-ray 2.10 2022-11-07 82.38 0.98 0.02 ok
8D3K_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.30 2022-06-01 85.81 0.98 0.02 ok
8PXN_A O60885 Bromodomain-containing protein 4 X-ray 1.95 2023-07-23 55.31 0.97 0.02 ok
8SL1_A Q9BXP8 Pappalysin-2 EM 3.13 2023-04-20 72.50 0.97 0.02 ok
8QLT_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.47 2023-09-20 77.62 0.98 0.01 ok
8HE8_A Q9UGN5 Poly [ADP-ribose] polymerase 2 X-ray 3.05 2022-11-07 82.38 0.98 0.01 ok
8D3E_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.38 2022-06-01 85.81 0.98 0.01 ok
8HDH_A P31639 Sodium/glucose cotransporter 2 EM 3.10 2022-11-04 83.81 0.98 0.01 ok
8D3I_B O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.65 2022-06-01 85.81 0.98 0.01 ok
8D3H_A O95831 Apoptosis-inducing factor 1, mitochondrial X-ray 2.51 2022-06-01 85.81 0.98 0.01 ok
8QLR_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.85 2023-09-20 77.62 0.98 0.01 ok
8WRB_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.91 2023-10-13 97.06 0.99 0.01 ok
8PWA_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.10 2023-07-19 75.38 0.99 0.01 ok
8SLZ_A Q8NB16 Mixed lineage kinase domain-like protein X-ray 2.30 2023-04-25 83.12 0.99 0.01 ok
8PW9_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.30 2023-07-19 75.38 0.99 0.01 ok
8PWB_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.50 2023-07-19 75.38 0.99 0.01 ok
8QLS_A Q9Y6E0 Serine/threonine-protein kinase 24 X-ray 1.61 2023-09-20 77.62 0.99 0.01 ok
8QA4_A P42898 Methylenetetrahydrofolate reductase (NADPH EM 2.80 2023-08-22 88.62 0.99 0.01 ok
8Q1A_A Q16790 Carbonic anhydrase 9 X-ray 2.35 2023-07-31 76.56 0.99 0.01 ok
8Q19_A Q16790 Carbonic anhydrase 9 X-ray 2.63 2023-07-31 76.56 0.99 0.01 ok
8PBF_A P17931 Galectin-3 X-ray 1.14 2023-06-09 73.81 0.99 0.00 ok
8Q18_A Q16790 Carbonic anhydrase 9 X-ray 2.13 2023-07-31 76.56 0.99 0.00 ok
8PFF_A P17931 Galectin-3 X-ray 1.08 2023-06-15 73.81 0.99 0.00 ok
8PF9_A P17931 Galectin-3 X-ray 1.09 2023-06-15 73.81 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.