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

Release week 2021-04-14

112
structures analysed (22 full · 19.6%)
21.8%
confidently wrong
21.8%
novel sequences
00.0%
novel & wrong
0.956
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 112 structures (1.8%) are confidently wrong; median TM-score is 0.956.

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 0.956 — 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
7BWA_A P06213 Insulin receptor EM 4.90 2020-04-14 0.20 88.01 0.52 0.77 4.27 17.70 0.68 ok
7BW7_A P06213 Insulin receptor EM 4.10 2020-04-13 0.20 89.07 0.55 0.75 4.95 13.49 0.67 ok
7JOZ_A P63092 Guanine nucleotide-binding protein G(s) su X-ray 3.80 2020-08-07 0.00 93.74 0.65 0.74 13.17 13.20 0.61 ok
7BW8_A P06213 Insulin receptor EM 3.80 2020-04-14 0.20 88.81 0.58 0.75 9.53 12.09 0.60 ok
7LSY_X P49917 DNA ligase 4 EM 8.40 2021-02-18 0.00 85.76 0.47 0.80 10.24 11.99 0.59 wrong
7LT3_X P49917 DNA ligase 4 EM 4.60 2021-02-18 0.00 85.76 0.51 0.87 11.12 11.21 0.56 ok
7CJ0_A Q8WXX5 DnaJ homolog subfamily C member 9 X-ray 2.50 2020-07-09 100.00 novel 85.38 0.58 0.80 46.10 5.10 0.23 ok
6YHJ_L P00734 Prothrombin X-ray 1.44 2020-03-30 0.00 91.81 0.69 0.84 46.97 4.88 0.23 ok
7CJ0_G P49736 DNA replication licensing factor MCM2 X-ray 2.50 2020-07-09 0.00 60.13 0.44 0.85 30.00 7.24 0.22 ok
7CIZ_C P49736 DNA replication licensing factor MCM2 X-ray 1.80 2020-07-08 0.00 61.30 0.47 0.86 32.76 6.07 0.20 ok
7E2Y_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2021-02-07 93.75 0.79 0.20 ok
7LSY_A P12956 X-ray repair cross-complementing protein 6 EM 8.40 2021-02-18 84.44 0.77 0.19 ok
7CIZ_D Q8WXX5 DnaJ homolog subfamily C member 9 X-ray 1.80 2020-07-08 85.38 0.77 0.19 ok
7LT3_A P12956 X-ray repair cross-complementing protein 6 EM 4.60 2021-02-18 84.44 0.77 0.19 ok
7E2X_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.00 2021-02-07 93.75 0.79 0.19 ok
7E2Z_A P63096 Guanine nucleotide-binding protein G(i) su EM 3.10 2021-02-07 93.75 0.80 0.19 ok
7LT3_B P13010 X-ray repair cross-complementing protein 5 EM 4.60 2021-02-18 83.12 0.79 0.17 ok
7E33_A P63096 Guanine nucleotide-binding protein G(i) su EM 2.90 2021-02-07 93.75 0.82 0.17 ok
7BW7_D P01308 Insulin fusion EM 4.10 2020-04-13 14.00 50.02 0.35 0.43 33.85 5.82 0.17 ok
7AKO_C Q9HAW4 Claspin X-ray 1.80 2020-10-01 79.47 0.43 0.76 47.50 3.49 0.17 wrong
7JOZ_G P59768 Guanine nucleotide-binding protein G(I)/G( X-ray 3.80 2020-08-07 89.56 0.82 0.17 ok
7BW8_D P01308 Insulin fusion EM 3.80 2020-04-14 14.00 50.02 0.34 0.41 34.90 5.61 0.16 ok
7BWA_D P01308 Insulin fusion EM 4.90 2020-04-14 14.00 50.02 0.32 0.40 36.98 5.37 0.16 ok
7E2Z_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-02-07 89.56 0.83 0.16 ok
7LT3_F Q13426 DNA repair protein XRCC4 EM 4.60 2021-02-18 74.81 0.80 0.15 ok
7LSY_B P13010 X-ray repair cross-complementing protein 5 EM 8.40 2021-02-18 83.12 0.82 0.15 ok
7E2Y_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-02-07 89.56 0.83 0.15 ok
7BWD_D O60814 Histone H2B type 1-K EM 4.32 2020-04-14 87.81 0.83 0.15 ok
7LSY_F Q13426 DNA repair protein XRCC4 EM 8.40 2021-02-18 74.81 0.81 0.14 ok
7E2X_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-02-07 89.56 0.85 0.14 ok
7E33_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-02-07 89.56 0.88 0.10 ok
7E34_C O94901 SUN domain-containing protein 1 X-ray 3.19 2021-02-08 100.00 novel 34.65 0.18 0.70 42.11 4.55 0.10 ok
7BWD_L P62979 Ubiquitin EM 4.32 2020-04-14 89.56 0.89 0.10 ok
7BWD_C P04908 Histone H2A type 1-B/E EM 4.32 2020-04-14 90.75 0.90 0.09 ok
7CJ0_C P62805 Histone H4 X-ray 2.50 2020-07-09 89.81 0.90 0.09 ok
7DTZ_A P22455 Fibroblast growth factor receptor 4 X-ray 2.01 2021-01-07 73.62 0.89 0.08 ok
7E34_A P24941 Cyclin-dependent kinase 2 X-ray 3.19 2021-02-08 88.44 0.91 0.08 ok
6ZMD_B Q9BVA6 Protein adenylyltransferase FICD X-ray 2.64 2020-07-02 83.56 0.91 0.07 ok
6T1S_A P37231 Peroxisome proliferator-activated receptor X-ray 1.65 2019-10-05 0.40 91.76 0.95 0.90 88.14 2.72 0.07 ok
7LIQ_A O43791 Speckle-type POZ protein X-ray 1.98 2021-01-27 90.12 0.92 0.07 ok
7CIZ_B P62805 Histone H4 X-ray 1.80 2020-07-08 89.81 0.93 0.07 ok
6YHJ_H P00734 Prothrombin X-ray 1.44 2020-03-30 83.94 0.92 0.06 ok
7BWD_A P68431 Histone H3.1 EM 4.32 2020-04-14 86.06 0.93 0.06 ok
7BWD_B P62805 Histone H4 EM 4.32 2020-04-14 89.81 0.93 0.06 ok
7L9X_A O75351 Vacuolar protein sorting-associated protei X-ray 2.81 2021-01-05 85.94 0.93 0.06 ok
7LIO_A O43791 Speckle-type POZ protein X-ray 3.01 2021-01-27 90.12 0.94 0.06 ok
7CJ0_B P84243 Histone H3.3 X-ray 2.50 2020-07-09 85.94 0.94 0.05 ok
7CIZ_A P84243 Histone H3.3 X-ray 1.80 2020-07-08 85.94 0.95 0.05 ok
7DR4_G P60568 Interleukin-2 X-ray 2.49 2020-12-25 84.12 0.94 0.05 ok
7LSY_H Q9H9Q4 Non-homologous end-joining factor 1 EM 8.40 2021-02-18 81.75 0.95 0.04 ok
7LT3_H Q9H9Q4 Non-homologous end-joining factor 1 EM 4.60 2021-02-18 81.75 0.95 0.04 ok
6X1M_A P36776 Lon protease homolog, mitochondrial X-ray 3.51 2020-05-19 76.69 0.95 0.04 ok
6YKG_AAA Q8NEB9 Phosphatidylinositol 3-kinase catalytic su X-ray 3.12 2020-04-06 83.44 0.96 0.04 ok
6UMB_B Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 1.80 2019-10-09 59.40 92.31 0.98 0.95 96.08 0.77 0.04 ok
6YJG_A Q8N5J2 Ubiquitin carboxyl-terminal hydrolase MIND X-ray 3.28 2020-04-03 72.69 0.95 0.04 ok
6T1V_A P37231 Peroxisome proliferator-activated receptor X-ray 2.21 2019-10-06 0.40 92.40 0.98 0.93 95.43 1.28 0.04 ok
6UMB_A Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 1.80 2019-10-09 59.40 92.07 0.98 0.95 95.81 0.89 0.04 ok
7BWD_K Q8TEK3 Histone-lysine N-methyltransferase, H3 lys EM 4.32 2020-04-14 52.50 0.93 0.04 ok
6WZV_A P36776 Lon protease homolog, mitochondrial X-ray 2.51 2020-05-14 76.69 0.95 0.04 ok
7LHO_A P50120 Retinol-binding protein 2 X-ray 1.40 2021-01-26 96.50 0.96 0.03 ok
6UMA_A Q9C029 E3 ubiquitin-protein ligase TRIM7 X-ray 1.60 2019-10-09 59.40 92.46 0.98 0.95 96.49 0.74 0.03 ok
7LHN_A P50120 Retinol-binding protein 2 X-ray 2.11 2021-01-25 96.50 0.97 0.03 ok
7O2I_B Q9HCE5 N6-adenosine-methyltransferase non-catalyt X-ray 3.00 2021-03-30 79.25 0.96 0.03 ok
6YIB_A P31947 14-3-3 protein sigma X-ray 1.70 2020-04-01 92.88 0.97 0.03 ok
6LRM_A Q08499 cAMP-specific 3',5'-cyclic phosphodiestera X-ray 1.45 2020-01-16 0.00 96.15 0.99 0.98 97.32 0.77 0.03 ok
7LHM_A P50120 Retinol-binding protein 2 X-ray 1.50 2021-01-25 96.50 0.97 0.03 ok
7JYX_B P61769 Beta-2-microglobulin X-ray 2.95 2020-09-01 94.06 0.97 0.03 ok
6T1V_C Q9UBK2 Peroxisome proliferator-activated receptor X-ray 2.21 2019-10-06 63.13 0.74 0.87 95.00 0.97 0.03 ok
6YIC_A P31947 14-3-3 protein sigma X-ray 1.60 2020-04-01 92.88 0.97 0.03 ok
7JYW_B P61769 Beta-2-microglobulin X-ray 2.90 2020-09-01 94.06 0.97 0.03 ok
6YIA_A P31947 14-3-3 protein sigma X-ray 1.30 2020-04-01 92.88 0.97 0.03 ok
7L1G_A O14744 Protein arginine N-methyltransferase 5 X-ray 2.47 2020-12-14 93.31 0.97 0.03 ok
7JOZ_B P62873 Guanine nucleotide-binding protein G(I)/G( X-ray 3.80 2020-08-07 97.06 0.97 0.03 ok
7AKO_A O14757 Serine/threonine-protein kinase Chk1 X-ray 1.80 2020-10-01 76.12 0.97 0.03 ok
7JYU_B P61769 Beta-2-microglobulin X-ray 2.75 2020-09-01 94.06 0.97 0.02 ok
7LHB_A P10415 Apoptosis regulator Bcl-2 X-ray 2.07 2021-01-21 72.00 0.97 0.02 ok
6WFV_A O60568 Multifunctional procollagen lysine hydroxy X-ray 1.70 2020-04-04 91.38 0.97 0.02 ok
7LIN_A O43791 Speckle-type POZ protein X-ray 1.44 2021-01-27 90.12 0.98 0.02 ok
7C88_C Q9NZQ7 Programmed cell death 1 ligand 1 X-ray 2.00 2020-05-29 88.25 0.97 0.02 ok
7AKM_A O14757 Serine/threonine-protein kinase Chk1 X-ray 1.93 2020-10-01 76.12 0.97 0.02 ok
6ZMD_A P11021 Endoplasmic reticulum chaperone BiP X-ray 2.64 2020-07-02 90.00 0.98 0.02 ok
6X27_A P36776 Lon protease homolog, mitochondrial X-ray 2.12 2020-05-20 76.69 0.98 0.02 ok
6YJM_A Q9UNA0 A disintegrin and metalloproteinase with t X-ray 2.25 2020-04-03 77.56 0.98 0.02 ok
7JYV_B P61769 Beta-2-microglobulin X-ray 1.51 2020-09-01 94.06 0.98 0.02 ok
7JYV_A A0A5H2UYS3 MHC class I antigen X-ray 1.51 2020-09-01 85.25 0.98 0.02 ok
7D35_A P63167 Dynein light chain 1, cytoplasmic X-ray 2.40 2020-09-18 95.31 0.98 0.02 ok
6YM2_A Q96MU7 YTHDC1 X-ray 1.70 2020-04-07 60.34 0.97 0.02 ok
6WYS_A P36776 Lon protease homolog, mitochondrial X-ray 2.23 2020-05-13 76.69 0.98 0.01 ok
7E34_B Q5MJ70 Speedy protein A X-ray 3.19 2021-02-08 68.25 0.98 0.01 ok
7JYX_A A0A5H2UYS3 MHC class I antigen X-ray 2.95 2020-09-01 85.25 0.98 0.01 ok
7JYU_A A0A5H2UYS3 MHC class I antigen X-ray 2.75 2020-09-01 85.25 0.98 0.01 ok
6YM8_A Q96MU7 YTHDC1 X-ray 1.50 2020-04-07 60.34 0.98 0.01 ok
7CJT_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 2.47 2020-07-13 65.06 0.98 0.01 ok
6XQA_B P61769 Beta-2-microglobulin X-ray 2.16 2020-07-09 94.06 0.99 0.01 ok
7NUI_B P61769 Beta-2-microglobulin X-ray 2.00 2021-03-12 94.06 0.99 0.01 ok
7O2I_A Q86U44 N6-adenosine-methyltransferase catalytic s X-ray 3.00 2021-03-30 75.38 0.98 0.01 ok
7E2Y_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-02-07 97.06 0.99 0.01 ok
7JYW_A A0A5H2UYS3 MHC class I antigen X-ray 2.90 2020-09-01 85.25 0.99 0.01 ok
7LIP_A O43791 Speckle-type POZ protein X-ray 1.48 2021-01-27 90.12 0.99 0.01 ok
7E2X_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.00 2021-02-07 97.06 0.99 0.01 ok
7D10_A P55011 Solute carrier family 12 member 2 EM 3.52 2020-09-12 73.12 0.99 0.01 ok
7AX4_A P29597 Non-receptor tyrosine-protein kinase TYK2 X-ray 2.12 2020-11-09 81.75 0.99 0.01 ok
6YM4_A P48426 Phosphatidylinositol 5-phosphate 4-kinase X-ray 1.95 2020-04-07 85.69 0.99 0.01 ok
6YM3_A P48426 Phosphatidylinositol 5-phosphate 4-kinase X-ray 2.05 2020-04-07 85.69 0.99 0.01 ok
7E2Z_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.10 2021-02-07 97.06 0.99 0.01 ok
7K3D_A Q9BV86 N-terminal Xaa-Pro-Lys N-methyltransferase X-ray 2.34 2020-09-11 97.56 0.99 0.01 ok
7E33_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.90 2021-02-07 97.06 0.99 0.01 ok
7L1G_B Q9BQA1 Methylosome protein 50 X-ray 2.47 2020-12-14 91.00 0.99 0.01 ok
6XQA_A A0A5H2UYS3 MHC class I antigen X-ray 2.16 2020-07-09 85.25 0.99 0.01 ok
7AUW_A Q16820 Meprin A subunit beta X-ray 2.80 2020-11-03 89.81 0.99 0.01 ok
6YM5_A P48426 Phosphatidylinositol 5-phosphate 4-kinase X-ray 2.50 2020-04-07 85.69 0.99 0.01 ok
6YQW_A Q9H8M2 Bromodomain-containing protein 9 X-ray 1.50 2020-04-18 62.97 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.