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

Release week 2020-04-08

89
structures analysed (67 full · 75.3%)
33.4%
confidently wrong
00.0%
novel sequences
00.0%
novel & wrong
0.969
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: 3 of 89 structures (3.4%) are confidently wrong; median TM-score is 0.969.

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 0.969 — 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
6LRQ_A P37840 Alpha-synuclein EM 3.49 2020-01-16 0.80 83.53 0.26 0.31 0.00 22.84 0.81 wrong
6V5C_B Q8WYQ5 Microprocessor complex subunit DGCR8 EM 4.40 2019-12-04 0.50 87.32 0.37 0.60 3.94 18.54 0.72 wrong
6V5B_B Q8WYQ5 Microprocessor complex subunit DGCR8 EM 3.70 2019-12-04 0.50 87.32 0.37 0.64 4.75 18.10 0.69 wrong
6OS4_A P0DP23 Calmodulin-1 X-ray 2.05 2019-05-01 0.00 86.44 0.51 0.84 10.94 11.17 0.57 ok
6TZ9_A Q7LBR1 Charged multivesicular body protein 1b EM 6.20 2019-08-11 0.00 85.71 0.71 0.89 42.79 4.36 0.21 ok
6VPQ_A O43583 Density-regulated protein X-ray 1.74 2020-02-04 62.50 0.75 0.16 ok
6VPR_A O43583 Density-regulated protein X-ray 2.20 2020-02-04 62.50 0.77 0.14 ok
6TZ5_AA Q7LBR1 Charged multivesicular body protein 1b EM 3.10 2019-08-10 0.00 84.99 0.81 0.95 59.43 3.16 0.14 ok
6TZ4_02 Q7LBR1 Charged multivesicular body protein 1b EM 3.20 2019-08-10 0.00 85.11 0.85 0.96 61.79 3.09 0.13 ok
6V5C_A Q9NRR4 Ribonuclease 3 EM 4.40 2019-12-04 70.88 0.82 0.12 ok
6VTT_L A2NUT2 VRC26.25 Light Chain EM 3.70 2020-02-13 90.25 0.89 0.10 ok
6TZA_A P53990 IST1 homolog EM 7.20 2019-08-11 1.10 94.61 0.91 0.77 77.35 1.97 0.10 ok
5BK8_A Q06124 Tyrosine-protein phosphatase non-receptor X-ray 2.25 2019-06-01 0.20 92.78 0.97 0.94 83.03 1.65 0.08 ok
6TAN_A P01116 GTPase KRas X-ray 1.16 2019-10-30 0.00 95.11 0.94 0.90 89.20 1.46 0.06 ok
6TAM_A P01116 GTPase KRas X-ray 1.64 2019-10-30 0.00 95.11 0.94 0.90 89.35 1.47 0.06 ok
6R7S_A P02768 Serum albumin X-ray 2.21 2019-03-29 0.00 95.13 0.98 0.95 90.92 1.11 0.06 ok
6SNQ_A P36871 Phosphoglucomutase-1 X-ray 2.70 2019-08-27 7.00 97.47 0.96 0.96 91.37 1.01 0.06 ok
6TZ4_01 P53990 IST1 homolog EM 3.20 2019-08-10 0.00 94.61 0.95 0.91 92.82 1.50 0.06 ok
6SF2_B Q9UK05 Growth/differentiation factor 2 X-ray 3.30 2019-07-31 0.00 91.83 0.94 0.94 91.90 1.01 0.05 ok
6SNP_A P36871 Phosphoglucomutase-1 X-ray 2.75 2019-08-27 7.00 97.46 0.96 0.95 92.33 1.01 0.05 ok
6TZ5_A P53990 IST1 homolog EM 3.10 2019-08-10 0.00 94.61 0.96 0.92 94.34 1.46 0.05 ok
6SNO_A P36871 Phosphoglucomutase-1 X-ray 2.70 2019-08-27 7.00 97.14 0.97 0.95 94.11 0.97 0.05 ok
6LVM_A P22607 Fibroblast growth factor receptor 3 X-ray 2.53 2020-02-04 3.30 88.06 0.97 0.94 91.58 1.64 0.04 ok
6SF2_C Q9UK05 Growth/differentiation factor 2 X-ray 3.30 2019-07-31 23.60 91.77 0.93 0.90 94.18 0.85 0.04 ok
6RW2_A P29317 Ephrin type-A receptor 2 X-ray 2.26 2019-06-03 9.00 89.14 0.97 0.94 93.86 0.99 0.04 ok
6LVK_A P21802 Fibroblast growth factor receptor 2 X-ray 2.29 2020-02-04 0.40 87.87 0.96 0.93 92.71 1.54 0.04 ok
6LVL_A P21802 Fibroblast growth factor receptor 2 X-ray 2.98 2020-02-04 0.40 87.87 0.96 0.92 92.88 1.54 0.04 ok
6R3S_A P49336 Cyclin-dependent kinase 8 X-ray 2.19 2019-03-21 0.00 93.71 0.98 0.95 94.24 1.71 0.04 ok
6SF1_B O95393 Bone morphogenetic protein 10 X-ray 2.80 2019-07-30 35.00 91.77 0.96 0.96 96.15 0.80 0.04 ok
5QXM_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.50 2020-02-11 1.60 87.19 0.97 0.96 95.77 0.85 0.04 ok
5QXQ_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.55 2020-02-11 1.60 87.19 0.97 0.96 95.77 0.84 0.04 ok
5QXL_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.57 2020-02-11 1.60 87.19 0.96 0.96 95.58 0.87 0.04 ok
5QXV_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.74 2020-02-11 1.60 87.19 0.97 0.96 95.96 0.83 0.04 ok
6R3D_A P49759 Dual specificity protein kinase CLK1 X-ray 1.85 2019-03-20 0.30 96.36 0.99 0.97 94.55 0.82 0.04 ok
5QXY_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.54 2020-02-11 1.60 87.19 0.97 0.96 96.15 0.83 0.04 ok
5QXU_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.65 2020-02-11 1.60 87.19 0.97 0.96 95.38 0.83 0.04 ok
5QXP_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.41 2020-02-11 1.60 87.19 0.97 0.96 95.58 0.83 0.04 ok
5QXJ_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.46 2020-02-11 1.60 87.19 0.97 0.96 96.35 0.81 0.04 ok
5QXR_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.66 2020-02-11 1.60 87.19 0.97 0.96 96.15 0.80 0.04 ok
5QXO_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.47 2020-02-11 1.60 87.19 0.97 0.96 96.15 0.81 0.04 ok
5QXZ_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.64 2020-02-11 1.60 87.19 0.97 0.96 95.58 0.81 0.04 ok
5QXN_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.41 2020-02-11 1.60 87.19 0.97 0.96 95.96 0.81 0.04 ok
5QXK_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.72 2020-02-11 1.60 87.19 0.97 0.97 95.77 0.81 0.04 ok
6TXZ_A Q8TDQ0 Hepatitis A virus cellular receptor 2 X-ray 3.06 2020-01-15 0.00 91.42 0.96 0.93 95.87 0.86 0.04 ok
5QXT_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.55 2020-02-11 1.60 87.19 0.97 0.96 96.35 0.81 0.04 ok
5QXS_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.62 2020-03-09 1.60 87.19 0.97 0.96 95.96 0.80 0.04 ok
6RFF_A P68400 Casein kinase II subunit alpha X-ray 1.80 2019-04-14 0.00 97.25 0.99 0.95 96.49 0.93 0.04 ok
5QY0_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.89 2020-03-09 1.60 87.19 0.97 0.96 95.96 0.80 0.04 ok
5QXX_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.58 2020-02-11 1.60 87.19 0.97 0.96 96.35 0.79 0.04 ok
6SF3_B O95393 Bone morphogenetic protein 10 X-ray 2.30 2019-07-31 35.00 91.77 0.97 0.97 96.63 0.72 0.04 ok
5QXW_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.78 2020-02-11 1.60 87.19 0.97 0.96 96.73 0.79 0.04 ok
5R4E_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.83 2020-02-21 1.60 87.19 0.97 0.96 96.35 0.78 0.04 ok
5QXI_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.64 2020-02-11 1.60 87.19 0.97 0.97 96.35 0.77 0.03 ok
6RCB_A P68400 Casein kinase II subunit alpha X-ray 2.05 2019-04-11 0.00 97.25 0.99 0.96 97.03 0.91 0.03 ok
6RFE_A P68400 Casein kinase II subunit alpha X-ray 1.54 2019-04-13 0.00 97.25 0.99 0.96 96.49 0.91 0.03 ok
6SF2_A P37023 Serine/threonine-protein kinase receptor R X-ray 3.30 2019-07-31 0.00 83.94 0.95 0.95 97.67 0.69 0.03 ok
6TEM_A P49450 Histone H3-like centromeric protein A EM 3.90 2019-11-12 0.00 95.59 0.97 0.95 98.58 0.58 0.03 ok
6RB1_A P68400 Casein kinase II subunit alpha X-ray 1.50 2019-04-08 0.00 97.18 0.99 0.97 96.96 0.89 0.03 ok
6VNS_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.09 2020-01-29 81.75 0.96 0.03 ok
6VQF_A P51449 Nuclear receptor ROR-gamma X-ray 2.00 2020-02-05 74.19 0.96 0.03 ok
6VNY_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.30 2020-01-29 81.75 0.96 0.03 ok
6VNX_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.18 2020-01-29 81.75 0.96 0.03 ok
6RCM_A P68400 Casein kinase II subunit alpha X-ray 1.70 2019-04-11 0.00 97.25 0.99 0.97 97.18 0.85 0.03 ok
6R3E_A Q9UBC3 DNA (cytosine-5)-methyltransferase 3B,DNA X-ray 2.27 2019-03-20 0.80 88.70 0.99 0.97 98.31 0.89 0.03 ok
6R71_A O43570 Carbonic anhydrase 12 X-ray 2.00 2019-03-28 0.00 97.81 0.99 0.97 97.89 0.61 0.03 ok
6SF1_A P37023 Serine/threonine-protein kinase receptor R X-ray 2.80 2019-07-30 0.00 83.62 0.96 0.95 97.04 0.65 0.03 ok
6V7P_A P63165 Small ubiquitin-related modifier 1 X-ray 1.40 2019-12-09 78.31 0.97 0.03 ok
6STS_A P02689 Myelin P2 protein X-ray 3.00 2019-09-11 0.80 96.39 0.98 0.97 99.24 0.49 0.03 ok
6SF3_A P37023 Serine/threonine-protein kinase receptor R X-ray 2.30 2019-07-31 0.00 83.62 0.97 0.97 98.03 0.55 0.02 ok
6SBH_A P00918 Carbonic anhydrase 2 X-ray 0.95 2019-07-20 0.00 97.89 0.99 0.98 99.22 0.46 0.02 ok
6SMA_A P08246 Neutrophil elastase X-ray 2.59 2019-08-21 0.00 96.08 0.99 0.98 98.51 0.48 0.02 ok
6VNV_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.15 2020-01-29 81.75 0.97 0.02 ok
6R6J_A P00918 Carbonic anhydrase 2 X-ray 1.55 2019-03-27 0.00 97.89 1.00 0.99 99.61 0.39 0.02 ok
6R3S_B P24863 Cyclin-C X-ray 2.19 2019-03-21 0.00 95.01 0.98 0.98 98.96 0.50 0.02 ok
6RV1_A P21549 Serine--pyruvate aminotransferase X-ray 3.00 2019-05-30 0.00 98.67 1.00 0.99 99.54 0.38 0.02 ok
6RV0_A P21549 Serine--pyruvate aminotransferase X-ray 2.70 2019-05-30 0.00 98.66 1.00 1.00 99.80 0.33 0.02 ok
6XW9_A P02689 Myelin P2 protein X-ray 2.90 2020-01-23 96.38 0.98 0.02 ok
6V5B_A Q9NRR4 Ribonuclease 3 EM 3.70 2019-12-04 70.88 0.98 0.02 ok
6XVS_A P02689 Myelin P2 protein X-ray 1.80 2020-01-22 96.38 0.98 0.02 ok
6XU9_A P02689 Myelin P2 protein X-ray 2.70 2020-01-17 96.38 0.98 0.02 ok
6XVY_B P02689 Myelin P2 protein X-ray 1.80 2020-01-22 96.38 0.98 0.02 ok
6XVQ_A P02689 Myelin P2 protein X-ray 1.80 2020-01-22 96.38 0.98 0.02 ok
6XUW_A P02689 Myelin P2 protein X-ray 2.31 2020-01-21 96.38 0.98 0.01 ok
6XU5_A P02689 Myelin P2 protein X-ray 1.65 2020-01-17 96.38 0.98 0.01 ok
6XUA_B P02689 Myelin P2 protein X-ray 2.30 2020-01-17 96.38 0.99 0.01 ok
6XVR_A P02689 Myelin P2 protein X-ray 2.00 2020-01-22 96.38 0.99 0.01 ok
6R6Y_A O43570 Carbonic anhydrase 12 X-ray 1.38 2019-03-28 0.00 97.81 1.00 1.00 99.81 0.32 0.01 ok
6V52_A P14902 Indoleamine 2,3-dioxygenase 1 X-ray 1.78 2019-12-03 93.06 0.99 0.01 ok
6W8L_A P23458 Tyrosine-protein kinase JAK1 X-ray 2.11 2020-03-20 85.56 0.99 0.01 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.