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

Release week 2020-10-28

113
structures analysed (51 full · 45.1%)
21.8%
confidently wrong
21.8%
novel sequences
00.0%
novel & wrong
0.987
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 113 structures (1.8%) are confidently wrong; median TM-score is 0.987.

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 0.987 — 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
6WX9_B P48431 Transcription factor SOX-2 X-ray 2.80 2020-05-10 0.00 85.58 0.26 0.83 7.69 9.96 0.56 wrong
6SNJ_A P35637 RNA-binding protein FUS NMR 2019-08-26 0.00 74.93 0.72 0.72 15.65 13.66 0.39 ok
6TUB_A P01189 Beta-endorphin NMR 2020-01-05 100.00 novel 57.31 0.26 0.43 11.29 14.53 0.38 ok
6WX7_B P48431 Transcription factor SOX-2 X-ray 2.70 2020-05-09 0.00 90.37 0.31 0.65 32.69 5.26 0.30 wrong
7CNC_B Q8WYQ5 Microprocessor complex subunit DGCR8 X-ray 1.60 2020-07-30 100.00 novel 44.72 0.25 0.84 10.83 11.48 0.27 ok
6WX8_B P48431 Transcription factor SOX-2 X-ray 2.30 2020-05-10 59.84 0.76 0.15 ok
6L6R_C Q9BQB4 Sclerostin X-ray 3.80 2019-10-29 0.00 84.47 0.78 0.81 61.83 3.59 0.13 ok
6LJM_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 1.78 2019-12-17 0.00 96.68 0.94 0.92 85.21 1.75 0.08 ok
6LJN_A Q9NXA8 NAD-dependent protein deacylase sirtuin-5, X-ray 1.80 2019-12-17 0.00 96.68 0.94 0.92 85.02 1.74 0.08 ok
7K7Z_G P59768 Guanine nucleotide-binding protein G(I)/G( X-ray 2.61 2020-09-24 89.56 0.91 0.08 ok
7K7L_G P59768 Guanine nucleotide-binding protein G(I)/G( X-ray 2.54 2020-09-23 89.56 0.92 0.07 ok
6ZPT_A P12821 Angiotensin-converting enzyme X-ray 2.80 2020-07-09 90.94 0.95 0.05 ok
7AB0_A Q12866 Tyrosine-protein kinase Mer X-ray 1.74 2020-09-05 72.25 0.93 0.05 ok
6ZPQ_A P12821 Angiotensin-converting enzyme X-ray 1.85 2020-07-09 90.94 0.95 0.05 ok
6L6R_A O75581 Low-density lipoprotein receptor-related p X-ray 3.80 2019-10-29 0.00 89.50 0.99 0.96 92.99 0.98 0.05 ok
7AAX_A Q12866 Tyrosine-protein kinase Mer X-ray 1.76 2020-09-05 72.25 0.93 0.05 ok
7JLQ_A Q7Z3C6 Autophagy-related protein 9A EM 4.00 2020-07-30 73.69 0.94 0.05 ok
7AB2_A Q12866 Tyrosine-protein kinase Mer X-ray 1.78 2020-09-05 72.25 0.94 0.05 ok
7AB1_A Q12866 Tyrosine-protein kinase Mer X-ray 1.93 2020-09-05 72.25 0.94 0.04 ok
6ZRC_A Q09028 Histone-binding protein RBBP4 X-ray 2.60 2020-07-13 91.69 0.95 0.04 ok
6LOT_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.69 2020-01-07 0.70 97.16 0.96 0.95 96.14 1.21 0.04 ok
6LHM_A Q96C36 Pyrroline-5-carboxylate reductase 2 X-ray 3.40 2019-12-09 12.90 97.23 0.99 0.93 96.74 0.71 0.04 ok
7AAY_A Q12866 Tyrosine-protein kinase Mer X-ray 1.87 2020-09-05 72.25 0.95 0.04 ok
6TIA_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.52 2019-11-22 0.00 92.79 0.98 0.96 95.49 0.88 0.04 ok
6JVP_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.21 2019-04-17 0.00 97.67 0.98 0.98 98.38 0.62 0.04 ok
6TUZ_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.24 2020-01-08 0.00 95.87 0.99 0.96 96.08 0.81 0.03 ok
6JVQ_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.20 2019-04-17 0.00 97.67 0.98 0.98 98.38 0.59 0.03 ok
5R5V_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.70 2020-02-28 55.30 89.87 0.99 0.94 96.92 0.66 0.03 ok
6L3R_A P23921 Ribonucleoside-diphosphate reductase large X-ray 2.00 2019-10-15 0.00 95.99 0.99 0.97 96.88 0.68 0.03 ok
5R5Y_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.57 2020-02-28 55.30 89.87 0.99 0.95 97.99 0.63 0.03 ok
5R5W_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.60 2020-02-28 55.30 89.87 0.99 0.95 97.63 0.63 0.03 ok
5R62_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.40 2020-02-28 55.30 89.87 0.99 0.95 97.51 0.63 0.03 ok
5R5X_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.56 2020-02-28 55.30 89.87 0.99 0.95 97.87 0.63 0.03 ok
5R5U_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.52 2020-02-28 55.30 89.87 0.99 0.95 98.10 0.63 0.03 ok
5R63_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.59 2020-02-28 55.30 89.87 0.99 0.95 97.99 0.62 0.03 ok
5R61_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.38 2020-02-28 55.30 89.87 0.99 0.95 97.99 0.62 0.03 ok
5R60_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.79 2020-02-28 55.30 89.87 0.99 0.95 98.34 0.62 0.03 ok
5R5Z_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.67 2020-02-28 55.30 89.87 0.99 0.95 97.87 0.62 0.03 ok
6ZRC_P Q13330 macrocyclic peptide based on residues 659- X-ray 2.60 2020-07-13 71.61 0.56 0.87 96.43 0.75 0.03 ok
6JVS_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.10 2019-04-17 0.00 97.67 0.99 0.98 98.70 0.55 0.03 ok
5R5T_A P24821 Tenascin C (Hexabrachion), isoform CRA_a X-ray 1.55 2020-02-28 55.30 89.87 0.99 0.95 98.22 0.61 0.03 ok
6TI8_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.32 2019-11-22 0.00 93.05 0.99 0.97 97.10 0.73 0.03 ok
6JVR_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.29 2019-04-17 0.00 97.67 0.99 0.98 99.19 0.52 0.03 ok
7AD0_A Q00987 E3 ubiquitin-protein ligase Mdm2 X-ray 2.07 2020-09-13 62.59 0.96 0.03 ok
6THZ_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.38 2019-11-21 0.00 93.69 0.99 0.96 98.13 0.71 0.03 ok
6JVM_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.10 2019-04-17 0.00 97.67 0.99 0.98 99.35 0.49 0.03 ok
6THX_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 1.99 2019-11-21 0.00 93.28 0.99 0.97 97.85 0.68 0.03 ok
7JJC_A O14786 Neuropilin-1 X-ray 2.36 2020-07-25 79.12 0.97 0.03 ok
6TV4_A Q6P988 Palmitoleoyl-protein carboxylesterase NOTU X-ray 1.53 2020-01-08 0.00 95.69 0.99 0.97 97.24 0.72 0.03 ok
7CNC_A P84090 Enhancer of rudimentary homolog X-ray 1.60 2020-07-30 95.94 0.97 0.03 ok
6JVT_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.80 2019-04-17 0.00 97.67 0.99 0.98 99.35 0.46 0.03 ok
7ACU_A P02766 Transthyretin X-ray 1.54 2020-09-11 88.00 0.97 0.03 ok
6JVO_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.90 2019-04-17 0.00 97.67 0.99 0.99 99.51 0.47 0.03 ok
6JVN_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.10 2019-04-17 0.00 97.67 0.99 0.98 99.35 0.45 0.03 ok
6JVJ_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.30 2019-04-17 0.00 97.67 0.99 0.98 99.35 0.46 0.03 ok
6JVH_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.04 2019-04-17 0.00 97.67 0.99 0.98 99.51 0.45 0.03 ok
6THW_A Q9NWZ3 Interleukin-1 receptor-associated kinase 4 X-ray 2.44 2019-11-21 0.00 93.65 0.99 0.97 97.56 0.66 0.02 ok
6JVK_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.10 2019-04-17 0.00 97.67 0.99 0.99 99.35 0.43 0.02 ok
6JVL_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.90 2019-04-17 0.00 97.67 0.99 0.98 99.35 0.43 0.02 ok
7ACD_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 2.50 2020-09-10 79.25 0.97 0.02 ok
6JVG_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.84 2019-04-17 0.00 97.67 0.99 0.99 99.35 0.42 0.02 ok
7C8S_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.31 2020-06-03 93.88 0.98 0.02 ok
6L5Z_A P42568 Protein AF-9 X-ray 3.05 2019-10-25 0.00 95.87 0.99 0.99 99.64 0.44 0.02 ok
6JVI_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 2.25 2019-04-17 0.00 97.67 0.99 0.99 99.35 0.41 0.02 ok
6JVF_A P36639 7,8-dihydro-8-oxoguanine triphosphatase X-ray 1.73 2019-04-17 0.00 97.67 0.99 0.99 99.51 0.40 0.02 ok
6LOU_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.53 2020-01-07 1.30 97.21 0.98 0.98 98.86 0.45 0.02 ok
6L1S_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.36 2019-09-30 0.70 97.21 0.98 0.98 99.19 0.41 0.02 ok
6LMY_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.50 2019-12-27 1.30 97.21 0.98 0.98 99.19 0.41 0.02 ok
6WX8_A O00629 Importin subunit alpha-3 X-ray 2.30 2020-05-10 86.06 0.98 0.02 ok
6VEO_A Q9ULI0 ATPase family AAA domain-containing protei X-ray 2.40 2020-01-02 59.97 0.97 0.02 ok
6ZPU_A P12821 Angiotensin-converting enzyme X-ray 2.00 2020-07-09 90.94 0.98 0.02 ok
6LVQ_A Q9NRW4 Dual specificity protein phosphatase 22 X-ray 1.38 2020-02-04 0.00 97.21 0.98 0.99 99.84 0.35 0.02 ok
7ACD_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 2.50 2020-09-10 75.38 0.98 0.02 ok
6ZOT_A Q7Z739 YTH domain-containing family protein 3 X-ray 2.70 2020-07-07 60.25 0.97 0.02 ok
6VCJ_A P00374 Dihydrofolate reductase X-ray 2.34 2019-12-21 96.12 0.98 0.02 ok
7AFU_A Q96SD1 Protein artemis X-ray 1.56 2020-09-20 69.44 0.98 0.02 ok
6UZ1_B P61769 Beta-2-microglobulin X-ray 3.14 2019-11-14 94.06 0.98 0.01 ok
7AGI_A Q96SD1 Protein artemis X-ray 1.70 2020-09-22 69.44 0.98 0.01 ok
7CBY_C P55316 Forkhead box protein G1 X-ray 1.65 2020-06-15 57.47 0.98 0.01 ok
7K7Z_A P25098 Beta-adrenergic receptor kinase 1 X-ray 2.61 2020-09-24 89.88 0.99 0.01 ok
7CYZ_A Q9H4L5 Oxysterol-binding protein-related protein X-ray 2.10 2020-09-05 71.88 0.98 0.01 ok
6UZ1_A A0A140T913 MHC class I antigen, A-2 alpha chain X-ray 3.14 2019-11-14 84.62 0.99 0.01 ok
7K7L_A P25098 Beta-adrenergic receptor kinase 1 X-ray 2.54 2020-09-23 89.88 0.99 0.01 ok
6WX9_A P52294 Importin subunit alpha-5 X-ray 2.80 2020-05-10 86.19 0.99 0.01 ok
6XV6_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 1.75 2020-01-21 87.50 0.99 0.01 ok
7JLO_A Q7Z3C6 Autophagy-related protein 9A EM 3.40 2020-07-30 73.69 0.99 0.01 ok
6UQI_A Q9Y253 DNA polymerase eta X-ray 2.50 2019-10-19 76.88 0.99 0.01 ok
7K7L_B P62873 Guanine nucleotide-binding protein G(I)/G( X-ray 2.54 2020-09-23 97.06 0.99 0.01 ok
7JLP_A Q7Z3C6 Autophagy-related protein 9A EM 3.40 2020-07-30 73.69 0.99 0.01 ok
6YZT_A P00918 Carbonic anhydrase 2 X-ray 1.05 2020-05-07 97.38 0.99 0.01 ok
6YZS_A P00918 Carbonic anhydrase 2 X-ray 1.05 2020-05-07 97.38 0.99 0.01 ok
6YZV_A P00918 Carbonic anhydrase 2 X-ray 1.65 2020-05-07 97.38 0.99 0.01 ok
6YZP_A P00918 Carbonic anhydrase 2 X-ray 1.35 2020-05-07 97.38 0.99 0.01 ok
7K7Z_B P62873 Guanine nucleotide-binding protein G(I)/G( X-ray 2.61 2020-09-24 97.06 0.99 0.01 ok
6XUY_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 2.13 2020-01-21 87.50 0.99 0.00 ok
6YZU_A P00918 Carbonic anhydrase 2 X-ray 1.00 2020-05-07 97.38 1.00 0.00 ok
6YZM_A P00918 Carbonic anhydrase 2 X-ray 1.50 2020-05-07 97.38 1.00 0.00 ok
6YZJ_A P00918 Carbonic anhydrase 2 X-ray 1.20 2020-05-07 97.38 1.00 0.00 ok
6XV1_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 1.95 2020-01-21 87.50 1.00 0.00 ok
6YZR_A P00918 Carbonic anhydrase 2 X-ray 1.20 2020-05-07 97.38 1.00 0.00 ok
6YZL_A P00918 Carbonic anhydrase 2 X-ray 1.20 2020-05-07 97.38 1.00 0.00 ok
6YZQ_A P00918 Carbonic anhydrase 2 X-ray 1.04 2020-05-07 97.38 1.00 0.00 ok
6XTA_A P06276 Cholinesterase X-ray 2.50 2020-01-15 93.38 1.00 0.00 ok
6YZO_A P00918 Carbonic anhydrase 2 X-ray 1.50 2020-05-07 97.38 1.00 0.00 ok
6YZN_A P00918 Carbonic anhydrase 2 X-ray 0.95 2020-05-07 97.38 1.00 0.00 ok
6YZK_A P00918 Carbonic anhydrase 2 X-ray 0.99 2020-05-07 97.38 1.00 0.00 ok
6Z04_A P00918 Carbonic anhydrase 2 X-ray 1.05 2020-05-07 97.38 1.00 0.00 ok
6YZX_A P00918 Carbonic anhydrase 2 X-ray 1.10 2020-05-07 97.38 1.00 0.00 ok
6YZW_A P00918 Carbonic anhydrase 2 X-ray 1.03 2020-05-07 97.38 1.00 0.00 ok
7AFS_A Q96SD1 Protein artemis X-ray 1.70 2020-09-20 69.44 1.00 0.00 ok
7AF1_A Q96SD1 Protein artemis X-ray 1.70 2020-09-19 69.44 1.00 0.00 ok
7AMD_A P28329 Choline O-acetyltransferase X-ray 2.25 2020-10-08 83.94 1.00 0.00 ok
6XVG_A Q8N6T7 NAD-dependent protein deacetylase sirtuin- X-ray 2.10 2020-01-22 87.50 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.