Live Stats, next update: Wed 02 Sep
Human PDBs Analysed
Confidently Wrong
Novel + Confidently Wrong
DB size
Visitors
Full statistics →
New PDB Depositions vs. Their Blind AlphaFold Predictions — A Running Test of “Is Folding Solved?”

Release week 2024-04-24

104
structures analysed (5 full · 4.8%)
00.0%
confidently wrong
11.0%
novel sequences
00.0%
novel & wrong
0.973
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 104 structures (0.0%) are confidently wrong; median TM-score is 0.973.

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 0.973 — 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
8SGI_A P32418 Sodium/calcium exchanger 1 EM 2.90 2023-04-12 12.20 81.61 0.56 0.79 0.43 27.87 0.78 ok
8PFO_A Q14191 Bifunctional 3'-5' exonuclease/ATP-depende X-ray 1.90 2023-06-16 61.60 86.23 0.57 0.87 8.65 16.41 0.63 ok
8PFL_A Q14191 Bifunctional 3'-5' exonuclease/ATP-depende X-ray 1.80 2023-06-16 61.60 86.19 0.58 0.87 8.65 16.32 0.63 ok
8SDJ_A O15553 Pyrin X-ray 2.40 2023-04-06 72.31 0.71 0.21 ok
9AUC_E O60894 Receptor activity-modifying protein 1 EM 2.40 2024-02-28 89.75 0.77 0.20 ok
8U7Y_A Q96PH1 NADPH oxidase 5 EM 4.06 2023-09-15 80.31 0.77 0.18 ok
8J5I_B Q9UDY8 Mucosa-associated lymphoid tissue lymphoma X-ray 2.10 2023-04-22 79.44 0.81 0.15 ok
8J4Z_B Q96RQ3 Methylcrotonoyl-CoA carboxylase subunit al EM 2.73 2023-04-21 87.62 0.84 0.14 ok
8PFP_A Q14191 Bifunctional 3'-5' exonuclease/ATP-depende X-ray 1.60 2023-06-16 68.62 0.81 0.13 ok
9AUC_P P06881 Calcitonin gene-related peptide 1 EM 2.40 2024-02-28 73.06 0.82 0.13 ok
8YY8_A P63092 minGas EM 3.22 2024-04-03 91.31 0.86 0.12 ok
9AUC_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.40 2024-02-28 91.31 0.88 0.11 ok
8PZB_B Q15596 Nuclear receptor coactivator 2 X-ray 2.73 2023-07-27 47.59 0.77 0.11 ok
8JJ9_C Q9NUY8 TBC1 domain family member 23 X-ray 2.51 2023-05-29 100.00 novel 43.03 0.11 0.71 41.67 3.96 0.10 ok
8TQK_D P0DOX5 Heavy chain Fab rPIV3-18 EM 3.20 2023-08-07 91.62 0.89 0.10 ok
8PZ8_B Q15596 Nuclear receptor coactivator 2 X-ray 2.64 2023-07-27 47.59 0.80 0.10 ok
8VHC_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.44 2023-12-31 95.88 0.91 0.09 ok
8RRQ_A P43405 Tyrosine-protein kinase SYK X-ray 1.60 2024-01-23 84.00 0.89 0.09 ok
8VH9_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.13 2023-12-31 95.88 0.91 0.09 ok
8OQY_B P49768 Presenilin-1 CTF12 EM 3.30 2023-04-12 72.12 0.88 0.08 ok
8PZ6_B Q15596 Nuclear receptor coactivator 2 X-ray 2.90 2023-07-27 47.59 0.83 0.08 ok
9AUC_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.40 2024-02-28 89.56 0.91 0.08 ok
9AUC_R P30988 Calcitonin receptor EM 2.40 2024-02-28 78.69 0.90 0.08 ok
8YY8_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2024-04-03 89.56 0.92 0.07 ok
8RRZ_A P43405 Tyrosine-protein kinase SYK X-ray 1.75 2024-01-24 84.00 0.91 0.07 ok
8RJ3_A P43351 DNA repair protein RAD52 homolog EM 3.20 2023-12-19 69.62 0.90 0.07 ok
8X16_R P0DMS8 Adenosine receptor A3 EM 3.29 2023-11-06 91.31 0.93 0.06 ok
8RUU_X Q96PD4 Interleukin-17F X-ray 2.81 2024-01-31 87.62 0.93 0.06 ok
8X17_R P0DMS8 Adenosine receptor A3 EM 3.19 2023-11-06 91.31 0.93 0.06 ok
8X6B_A Q92692 Nectin-2 X-ray 2.00 2023-11-21 75.75 0.93 0.06 ok
8HLP_C Q08289 Isoform 2c of Voltage-dependent L-type cal EM 3.50 2022-11-30 65.44 0.92 0.05 ok
9EWM_A P0DTD1 Non-structural protein 11 X-ray 2.63 2024-04-04 93.22 0.94 0.05 ok
8HMA_H Q08289 Isoform 2c of Voltage-dependent L-type cal EM 3.40 2022-12-02 65.44 0.92 0.05 ok
8HMB_C Q08289 Isoform 2c of Voltage-dependent L-type cal EM 3.30 2022-12-02 65.44 0.93 0.05 ok
8Q5P_B Q07912 Activated CDC42 kinase 1 X-ray 1.81 2023-08-09 32.88 0.42 0.78 68.75 2.26 0.04 ok
8OQY_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 3.30 2023-04-12 92.62 0.95 0.04 ok
8OQZ_D Q9NZ42 Gamma-secretase subunit PEN-2 EM 3.40 2023-04-12 92.62 0.96 0.04 ok
8SGB_B P61769 Beta-2-microglobulin X-ray 2.80 2023-04-12 94.06 0.96 0.03 ok
8RK2_A P27694 Replication protein A 70 kDa DNA-binding s EM 3.20 2023-12-22 83.81 0.96 0.03 ok
8RK2_C P35244 Replication protein A 14 kDa subunit EM 3.20 2023-12-22 93.19 0.96 0.03 ok
8YY8_R O75084 Frizzled-7 EM 3.22 2024-04-03 83.19 0.96 0.03 ok
8X6B_B Q6DKI7 Transmembrane protein PVRIG X-ray 2.00 2023-11-21 60.84 0.95 0.03 ok
8RJW_A P43351 DNA repair protein RAD52 homolog EM 2.30 2023-12-21 69.62 0.95 0.03 ok
8OQY_C Q8WW43 Gamma-secretase subunit APH-1B EM 3.30 2023-04-12 90.75 0.97 0.03 ok
8OQZ_C Q8WW43 Gamma-secretase subunit APH-1B EM 3.40 2023-04-12 90.75 0.97 0.03 ok
8SGM_B P61769 Beta-2-microglobulin X-ray 2.50 2023-04-12 94.06 0.97 0.03 ok
8VEU_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.46 2023-12-20 93.31 0.97 0.03 ok
8RM6_A P10275 Isoform 2 of Androgen receptor X-ray 2.05 2024-01-05 57.25 0.96 0.03 ok
8VEY_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.44 2023-12-20 93.31 0.97 0.03 ok
8VEO_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.03 2023-12-20 93.31 0.97 0.03 ok
8VEW_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.69 2023-12-20 93.31 0.97 0.02 ok
8SI0_A Q8N884 Cyclic GMP-AMP synthase X-ray 2.70 2023-04-14 76.75 0.97 0.02 ok
8TQD_A P19838 Nuclear factor NF-kappa-B p105 subunit X-ray 2.02 2023-08-07 73.19 0.97 0.02 ok
8VEX_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.79 2023-12-20 93.31 0.98 0.02 ok
8SHZ_A Q8N884 Cyclic GMP-AMP synthase X-ray 2.40 2023-04-14 76.75 0.97 0.02 ok
8VET_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.63 2023-12-20 93.31 0.98 0.02 ok
8J4Z_A Q9HCC0 Methylcrotonoyl-CoA carboxylase beta chain EM 2.73 2023-04-21 94.69 0.98 0.02 ok
8SJ8_A Q8N884 Cyclic GMP-AMP synthase X-ray 2.50 2023-04-17 76.75 0.97 0.02 ok
8OQZ_A Q92542 Nicastrin EM 3.40 2023-04-12 89.38 0.98 0.02 ok
8OQY_A Q92542 Nicastrin EM 3.30 2023-04-12 89.38 0.98 0.02 ok
8RM7_A P10275 Isoform 2 of Androgen receptor X-ray 2.25 2024-01-05 57.25 0.97 0.02 ok
8RK2_B P15927 Replication protein A 32 kDa subunit EM 3.20 2023-12-22 79.31 0.98 0.02 ok
8RKS_B Q96QK1 Vacuolar protein sorting-associated protei X-ray 3.10 2023-12-30 91.25 0.98 0.02 ok
8JJ9_A Q658Y4 Protein FAM91A1 X-ray 2.51 2023-05-29 77.00 0.98 0.02 ok
8SGB_A P15813 Antigen-presenting glycoprotein CD1d X-ray 2.80 2023-04-12 89.88 0.98 0.02 ok
8HMA_E Q13936 Voltage-dependent L-type calcium channel s EM 3.40 2022-12-02 61.94 0.97 0.02 ok
8HMB_D Q13936 Voltage-dependent L-type calcium channel s EM 3.30 2022-12-02 61.94 0.97 0.02 ok
8HLP_A Q13936 Voltage-dependent L-type calcium channel s EM 3.50 2022-11-30 61.94 0.98 0.02 ok
8VHB_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 1.89 2023-12-31 95.88 0.98 0.02 ok
8RIL_A P43351 DNA repair protein RAD52 homolog EM 2.90 2023-12-18 69.62 0.98 0.01 ok
8VHD_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.38 2023-12-31 95.88 0.99 0.01 ok
8RKS_A Q9UBQ0 Vacuolar protein sorting-associated protei X-ray 3.10 2023-12-30 96.62 0.99 0.01 ok
8VHE_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.16 2023-12-31 95.88 0.99 0.01 ok
9AYG_A O95180 Voltage-dependent T-type calcium channel s EM 3.00 2024-03-07 58.19 0.98 0.01 ok
9AYL_A O95180 Voltage-dependent T-type calcium channel s EM 2.80 2024-03-08 58.19 0.98 0.01 ok
9AYK_A O95180 Voltage-dependent T-type calcium channel s EM 3.00 2024-03-08 58.19 0.98 0.01 ok
9AYJ_A O95180 Voltage-dependent T-type calcium channel s EM 3.20 2024-03-07 58.19 0.98 0.01 ok
9AYH_A O95180 Voltage-dependent T-type calcium channel s EM 3.10 2024-03-07 58.19 0.98 0.01 ok
8OQZ_B P49768 Presenilin-1 CTF12 EM 3.40 2023-04-12 72.12 0.98 0.01 ok
8VHA_A O75874 Isocitrate dehydrogenase [NADP] cytoplasmi X-ray 2.28 2023-12-31 95.88 0.99 0.01 ok
8VEU_B Q9BQA1 Methylosome protein 50 X-ray 2.46 2023-12-20 91.00 0.99 0.01 ok
8SGM_A P15813 Antigen-presenting glycoprotein CD1d X-ray 2.50 2023-04-12 89.88 0.99 0.01 ok
8C6M_A P68400 Casein kinase II subunit alpha X-ray 1.80 2023-01-12 88.94 0.99 0.01 ok
8VEX_B Q9BQA1 Methylosome protein 50 X-ray 2.79 2023-12-20 91.00 0.99 0.01 ok
8C6N_A P68400 Casein kinase II subunit alpha X-ray 2.05 2023-01-12 88.94 0.99 0.01 ok
8C6L_A P68400 Casein kinase II subunit alpha X-ray 1.80 2023-01-12 88.94 0.99 0.01 ok
8VEW_B Q9BQA1 Methylosome protein 50 X-ray 2.69 2023-12-20 91.00 0.99 0.01 ok
8VEY_B Q9BQA1 Methylosome protein 50 X-ray 2.44 2023-12-20 91.00 0.99 0.01 ok
8VET_B Q9BQA1 Methylosome protein 50 X-ray 2.63 2023-12-20 91.00 0.99 0.01 ok
8VEO_B Q9BQA1 Methylosome protein 50 X-ray 2.03 2023-12-20 91.00 0.99 0.01 ok
8SIG_A Q86X55 Histone-arginine methyltransferase CARM1 X-ray 1.78 2023-04-16 78.25 0.99 0.01 ok
8S7C_C O75581 Low-density lipoprotein receptor-related p X-ray 4.70 2024-02-29 79.19 0.99 0.01 ok
8SHB_A O60678 Protein arginine N-methyltransferase 3 X-ray 2.09 2023-04-13 85.06 0.99 0.01 ok
9AUC_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.40 2024-02-28 97.06 0.99 0.01 ok
8JP2_A Q04828 Aldo-keto reductase family 1 member C1 X-ray 1.80 2023-06-10 97.56 0.99 0.01 ok
8YY8_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.22 2024-04-03 97.06 0.99 0.01 ok
8J2O_A P00918 Carbonic anhydrase 2 X-ray 2.60 2023-04-14 97.38 1.00 0.00 ok
8HLP_F P54289 Voltage-dependent calcium channel subunit EM 3.50 2022-11-30 86.56 0.99 0.00 ok
8HMA_F P54289 Voltage-dependent calcium channel subunit EM 3.40 2022-12-02 86.56 0.99 0.00 ok
8SIH_A Q86X55 Histone-arginine methyltransferase CARM1 X-ray 2.35 2023-04-16 78.25 0.99 0.00 ok
8OKG_A P00918 Carbonic anhydrase 2 X-ray 1.45 2023-03-28 97.38 1.00 0.00 ok
8HMB_E P54289 Voltage-dependent calcium channel subunit EM 3.30 2022-12-02 86.56 1.00 0.00 ok
8Q5P_A Q9BYW2 Histone-lysine N-methyltransferase SETD2 X-ray 1.81 2023-08-09 43.34 0.99 0.00 ok
8JP1_A P42330 Aldo-keto reductase family 1 member C3 X-ray 2.00 2023-06-10 96.56 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.