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

Release week 2021-02-24

121
structures analysed (26 full · 21.5%)
108.3%
confidently wrong
10.8%
novel sequences
00.0%
novel & wrong
0.932
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: 10 of 121 structures (8.3%) are confidently wrong; median TM-score is 0.932.

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 0.932 — 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
6Z1O_A P01714 lambda 3 immunoglobulin light chain fragme EM 3.20 2020-05-14 10.20 96.05 0.28 0.54 1.00 20.21 0.89 wrong
7NCI_A P37840 Alpha-synuclein EM 3.55 2021-01-28 0.00 88.17 0.17 0.24 0.00 34.74 0.87 wrong
7NCH_A P37840 Alpha-synuclein EM 3.84 2021-01-28 0.00 88.17 0.17 0.23 0.00 34.69 0.87 wrong
6Z1I_A P01714 lambda 3 light chain fragment, residues 2- EM 3.40 2020-05-13 18.20 95.92 0.30 0.53 1.49 18.55 0.84 wrong
7NCK_A P37840 Alpha-synuclein EM 3.18 2021-01-28 0.00 83.68 0.26 0.30 0.00 22.81 0.81 wrong
7NCJ_A P37840 Alpha-synuclein EM 4.23 2021-01-28 0.00 84.74 0.19 0.29 2.46 21.11 0.77 wrong
7NCA_A P37840 Alpha-synuclein EM 3.47 2021-01-28 0.00 84.74 0.19 0.29 2.05 21.11 0.77 wrong
7NCG_A P37840 Alpha-synuclein EM 3.43 2021-01-28 0.00 84.74 0.20 0.28 2.87 21.13 0.76 wrong
7NG5_A P36776 Lon protease homolog, mitochondrial EM 3.80 2021-02-08 54.10 86.21 0.57 0.80 3.61 22.04 0.73 ok
7NFY_A P36776 Lon protease homolog, mitochondrial EM 3.90 2021-02-08 54.10 86.21 0.56 0.80 3.77 20.93 0.73 ok
7NG4_A P36776 Lon protease homolog, mitochondrial EM 4.40 2021-02-08 54.10 86.21 0.57 0.79 3.80 20.96 0.73 ok
6YO6_B P01024 iC3b1 beta chain X-ray 6.00 2020-04-14 0.00 79.47 0.45 0.80 1.38 26.78 0.69 wrong
7KWZ_A Q13148 Isoform 2 of TAR DNA-binding protein 43 EM 3.20 2020-12-02 0.00 43.30 0.25 0.34 0.00 28.85 0.42 ok
6VWB_A Q96NY9 Crossover junction endonuclease MUS81 NMR 2020-02-19 16.30 79.73 0.69 0.70 23.61 11.01 0.35 ok
7D2U_B P48059 LIM and senescent cell antigen-like-contai X-ray 3.15 2020-09-17 0.00 87.16 0.56 0.90 27.88 6.48 0.34 ok
7D8P_C Q6UUV9 CRTC1 pSer151 peptide X-ray 2.00 2020-10-08 51.59 0.42 0.30 ok
6LYN_C P43121 Cell surface glycoprotein MUC18 X-ray 2.78 2020-02-14 77.30 novel 91.44 0.67 0.92 39.48 5.37 0.27 ok
7D9V_C Q6UUV9 CRTC1 pSer245 peptide X-ray 2.21 2020-10-14 51.59 0.49 0.26 ok
6VXG_A Q15109 Advanced glycosylation end product-specifi NMR 2020-02-21 0.00 69.10 0.15 0.45 28.12 5.93 0.26 ok
7K0M_C Q969W0 Serine palmitoyltransferase small subunit EM 2.90 2020-09-04 93.56 0.75 0.23 ok
7K0O_C Q969W0 Serine palmitoyltransferase small subunit EM 3.10 2020-09-04 93.56 0.76 0.23 ok
7K0N_C Q969W0 Serine palmitoyltransferase small subunit EM 3.10 2020-09-04 93.56 0.76 0.23 ok
7K0P_C Q969W0 Serine palmitoyltransferase small subunit EM 3.10 2020-09-04 93.56 0.76 0.23 ok
7K0J_C Q969W0 Serine palmitoyltransferase small subunit EM 3.10 2020-09-04 93.56 0.77 0.22 ok
7JGW_A Q07817 Bcl-2-like protein 1 X-ray 1.30 2020-07-19 72.50 0.70 0.22 ok
6WDP_A P42701 Interleukin-12 receptor subunit beta-1 X-ray 2.01 2020-04-01 77.50 0.72 0.21 ok
7K0I_C Q969W0 Serine palmitoyltransferase small subunit EM 3.30 2020-09-04 93.56 0.77 0.21 ok
7JGV_A Q07817 Bcl-2-like protein 1 X-ray 2.05 2020-07-19 72.50 0.73 0.20 ok
7D2T_B P48059 LIM and senescent cell antigen-like-contai X-ray 2.20 2020-09-17 0.00 87.16 0.68 0.94 48.27 3.58 0.19 ok
7JVR_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.80 2020-08-22 93.75 0.82 0.17 ok
7KNT_R Q16602 Calcitonin gene-related peptide type 1 rec EM 3.15 2020-11-06 78.69 0.79 0.16 ok
7AAI_AAA P02768 Albumin X-ray 2.10 2020-09-04 92.69 0.84 0.15 ok
7KNU_R Q16602 Calcitonin gene-related peptide type 1 rec EM 3.49 2020-11-06 78.69 0.81 0.15 ok
7AAE_AAA P02768 Albumin X-ray 2.27 2020-09-04 92.69 0.84 0.15 ok
7AIA_AAA Q8TB36 Ganglioside-induced differentiation-associ X-ray 2.20 2020-09-26 87.31 0.85 0.13 ok
7JVQ_A P63092 Engineered mini-Gi protein alpha sub-unit EM 3.00 2020-08-22 91.31 0.86 0.13 ok
7KRZ_A P36776 Lon protease homolog, mitochondrial EM 3.20 2020-11-20 76.69 0.83 0.13 ok
7JV5_A P63092 Guanine nucleotide-binding protein G(s) su EM 3.00 2020-08-20 91.31 0.86 0.12 ok
7JVP_A P63092 Guanine nucleotide-binding protein G(s) su EM 2.90 2020-08-22 91.31 0.87 0.12 ok
7ALM_A Q8TB36 Ganglioside-induced differentiation-associ X-ray 2.80 2020-10-06 87.31 0.87 0.12 ok
7D9Y_A P49917 DNA ligase 4 X-ray 2.76 2020-10-14 88.19 0.87 0.11 ok
7D2S_B P48059 LIM and senescent cell antigen-like-contai X-ray 1.65 2020-09-17 88.06 0.88 0.11 ok
7D9K_A P49917 DNA ligase 4 X-ray 2.90 2020-10-13 88.19 0.88 0.11 ok
7K0Q_C Q969W0 Serine palmitoyltransferase small subunit EM 3.30 2020-09-04 93.56 0.89 0.10 ok
6W92_A Q96T88 E3 ubiquitin-protein ligase UHRF1 X-ray 1.30 2020-03-21 79.75 0.88 0.09 ok
7K0P_A O15269 Serine palmitoyltransferase 1 EM 3.10 2020-09-04 94.12 0.90 0.09 ok
7K0N_A O15269 Serine palmitoyltransferase 1 EM 3.10 2020-09-04 94.12 0.90 0.09 ok
7K0M_A O15269 Serine palmitoyltransferase 1 EM 2.90 2020-09-04 94.12 0.90 0.09 ok
7K0O_A O15269 Serine palmitoyltransferase 1 EM 3.10 2020-09-04 94.12 0.91 0.09 ok
7JVQ_R P21728 D(1A) dopamine receptor EM 3.00 2020-08-22 72.44 0.89 0.08 ok
7KNT_E O60894 Receptor activity-modifying protein 1 EM 3.15 2020-11-06 89.75 0.91 0.08 ok
7JV5_R P21728 D(1A) dopamine receptor EM 3.00 2020-08-20 72.44 0.89 0.08 ok
7BWT_B P61006 Ras-related protein Rab-8A X-ray 2.30 2020-04-16 85.44 0.91 0.08 ok
7JVP_R P21728 D(1A) dopamine receptor EM 2.90 2020-08-22 72.44 0.90 0.07 ok
7JVP_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2020-08-22 89.56 0.92 0.07 ok
7L7F_B Q9BYF1 Angiotensin-converting enzyme 2 EM 3.24 2020-12-28 90.69 0.93 0.07 ok
7K0K_C Q969W0 Serine palmitoyltransferase small subunit EM 2.60 2020-09-04 93.56 0.93 0.06 ok
7K0L_C Q969W0 Serine palmitoyltransferase small subunit EM 3.40 2020-09-04 93.56 0.93 0.06 ok
7JVQ_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2020-08-22 89.56 0.93 0.06 ok
6WDQ_B Q9NPF7 Interleukin-23 subunit alpha X-ray 3.40 2020-04-01 80.56 0.93 0.06 ok
7K0N_D Q8N138 ORM1-like protein 3 EM 3.10 2020-09-04 94.00 0.94 0.06 ok
7K0O_D Q8N138 ORM1-like protein 3 EM 3.10 2020-09-04 94.00 0.94 0.06 ok
7JV5_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2020-08-20 89.56 0.93 0.06 ok
7K0P_D Q8N138 ORM1-like protein 3 EM 3.10 2020-09-04 94.00 0.94 0.06 ok
7K0M_D Q8N138 ORM1-like protein 3 EM 2.90 2020-09-04 94.00 0.94 0.06 ok
7KNU_E O60894 Receptor activity-modifying protein 1 EM 3.49 2020-11-06 89.75 0.94 0.06 ok
6WDQ_D P42701 Interleukin-12 receptor subunit beta-1 X-ray 3.40 2020-04-01 77.50 0.93 0.05 ok
7CYL_B P35637 RNA-binding protein FUS X-ray 2.70 2020-09-03 5.90 59.44 0.40 0.88 82.50 2.03 0.05 ok
7JVR_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.80 2020-08-22 89.56 0.95 0.05 ok
6M14_A Q99728 BRCA1-associated RING domain protein 1 X-ray 1.88 2020-02-24 0.50 90.88 0.97 0.95 95.10 1.22 0.04 ok
6WDQ_C Q5VWK5 Interleukin-23 receptor X-ray 3.40 2020-04-01 68.19 0.94 0.04 ok
6LZZ_A O76083 High affinity cGMP-specific 3',5'-cyclic p X-ray 2.40 2020-02-19 0.00 95.92 0.98 0.96 96.02 1.05 0.04 ok
6SJH_A Q309B1 Tripartite motif-containing protein 16-lik X-ray 1.50 2019-08-13 65.30 94.47 0.98 0.96 97.33 1.14 0.04 ok
7KNU_P P06881 Calcitonin gene-related peptide 1 EM 3.49 2020-11-06 50.00 82.81 0.50 0.94 90.91 0.79 0.04 wrong
7KHH_B Q15369 Elongin-C X-ray 2.28 2020-10-21 89.81 0.96 0.04 ok
7K0L_B O15270 Serine palmitoyltransferase 2 EM 3.40 2020-09-04 86.25 0.96 0.03 ok
7KQJ_A P51449 Nuclear receptor ROR-gamma X-ray 2.65 2020-11-16 74.19 0.96 0.03 ok
7K0L_A O15269 Serine palmitoyltransferase 1 EM 3.40 2020-09-04 94.12 0.97 0.03 ok
7K0Q_A O15269 Serine palmitoyltransferase 1 EM 3.30 2020-09-04 94.12 0.97 0.03 ok
7K0Q_B O15270 Serine palmitoyltransferase 2 EM 3.30 2020-09-04 86.25 0.96 0.03 ok
7K0P_B O15270 Serine palmitoyltransferase 2 EM 3.10 2020-09-04 86.25 0.97 0.03 ok
7K0O_B O15270 Serine palmitoyltransferase 2 EM 3.10 2020-09-04 86.25 0.97 0.03 ok
7K0M_B O15270 Serine palmitoyltransferase 2 EM 2.90 2020-09-04 86.25 0.97 0.03 ok
7K0I_B O15270 Serine palmitoyltransferase 2 EM 3.30 2020-09-04 86.25 0.97 0.03 ok
7K0J_B O15270 Serine palmitoyltransferase 2 EM 3.10 2020-09-04 86.25 0.97 0.03 ok
7K0N_B O15270 Serine palmitoyltransferase 2 EM 3.10 2020-09-04 86.25 0.97 0.03 ok
7K0I_A O15269 Serine palmitoyltransferase 1 EM 3.30 2020-09-04 94.12 0.97 0.03 ok
7K0J_A O15269 Serine palmitoyltransferase 1 EM 3.10 2020-09-04 94.12 0.97 0.03 ok
7K0K_B O15270 Serine palmitoyltransferase 2 EM 2.60 2020-09-04 86.25 0.97 0.03 ok
7K0Q_D Q8N138 ORM1-like protein 3 EM 3.30 2020-09-04 94.00 0.97 0.03 ok
6WDQ_A P29460 Interleukin-12 subunit beta X-ray 3.40 2020-04-01 91.12 0.97 0.03 ok
7CL1_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 3.20 2020-07-20 87.50 0.97 0.03 ok
7K0K_A O15269 Serine palmitoyltransferase 1 EM 2.60 2020-09-04 94.12 0.97 0.03 ok
7CYL_A Q92973 Transportin-1 X-ray 2.70 2020-09-03 92.44 0.97 0.02 ok
7D2S_A Q15404 Ras suppressor protein 1 X-ray 1.65 2020-09-17 94.94 0.97 0.02 ok
6ULT_A P25440 Bromodomain-containing protein 2 X-ray 2.80 2019-10-08 0.00 96.47 0.99 0.98 99.76 0.40 0.02 ok
7CL0_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 2.53 2020-07-20 87.50 0.98 0.02 ok
7KHH_A Q15370 Elongin-B X-ray 2.28 2020-10-21 92.50 0.98 0.02 ok
6LZB_A P53582 Methionine aminopeptidase 1 X-ray 1.29 2020-02-18 0.00 98.39 1.00 0.99 99.84 0.30 0.02 ok
6LZC_A P53582 Methionine aminopeptidase 1 X-ray 1.35 2020-02-18 0.00 98.39 1.00 1.00 99.84 0.30 0.02 ok
7D9V_A P63104 14-3-3 protein zeta/delta X-ray 2.21 2020-10-14 93.94 0.98 0.02 ok
7JVR_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.80 2020-08-22 97.06 0.98 0.02 ok
7JSJ_A Q86YT5 Solute carrier family 13 member 5 EM 3.12 2020-08-14 86.06 0.98 0.01 ok
7JSK_A Q86YT5 Solute carrier family 13 member 5 EM 3.04 2020-08-14 86.06 0.98 0.01 ok
7KHH_D O60885 Bromodomain-containing protein 4 X-ray 2.28 2020-10-21 55.31 0.98 0.01 ok
7AQG_A P05121 Plasminogen activator inhibitor 1 X-ray 2.27 2020-10-21 88.88 0.99 0.01 ok
6YO6_A P01024 iC3b1 alpha chain X-ray 6.00 2020-04-14 79.75 0.98 0.01 ok
7D8H_A P63104 14-3-3 protein zeta/delta X-ray 2.42 2020-10-08 93.94 0.99 0.01 ok
7KHL_A O60885 Bromodomain-containing protein 4 X-ray 1.29 2020-10-21 55.31 0.98 0.01 ok
7D2T_A Q15404 Ras suppressor protein 1 X-ray 2.20 2020-09-17 94.94 0.99 0.01 ok
7JV5_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2020-08-20 97.06 0.99 0.01 ok
7D2U_A Q15404 Ras suppressor protein 1 X-ray 3.15 2020-09-17 94.94 0.99 0.01 ok
7JVP_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2020-08-22 97.06 0.99 0.01 ok
7LOT_A P37231 Peroxisome proliferator-activated receptor X-ray 2.29 2021-02-10 76.12 0.99 0.01 ok
7KHH_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 2.28 2020-10-21 84.44 0.99 0.01 ok
7D8P_A P63104 14-3-3 protein zeta/delta X-ray 2.00 2020-10-08 93.94 0.99 0.01 ok
7KXT_A O75530 Polycomb protein EED X-ray 2.15 2020-12-04 86.50 0.99 0.01 ok
7JVQ_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2020-08-22 97.06 0.99 0.01 ok
6WKA_A P00918 Carbonic anhydrase 2 X-ray 1.34 2020-04-15 97.38 0.99 0.01 ok
6WUZ_A P22303 Acetylcholinesterase X-ray 2.25 2020-05-05 92.94 1.00 0.00 ok
6Y1P_A P15121 Aldo-keto reductase family 1 member B1 X-ray 0.94 2020-02-13 98.31 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.