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

Release week 2019-08-21

84
structures analysed (79 full · 94.0%)
910.7%
confidently wrong
11.2%
novel sequences
00.0%
novel & wrong
0.967
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: 9 of 84 structures (10.7%) are confidently wrong; median TM-score is 0.967.

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 0.967 — 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
6RUR_B P01024 Complement C3 X-ray 6.00 2019-05-29 0.00 79.19 0.40 0.78 0.82 28.02 0.72 wrong
6RUV_B P01024 Complement C3 X-ray 6.15 2019-05-29 0.00 79.19 0.40 0.78 0.82 27.97 0.72 wrong
6RUS_A P27918 Properdin X-ray 2.80 2019-05-29 0.00 80.04 0.45 0.88 2.78 25.56 0.69 wrong
6I7S_A P07237 Protein disulfide-isomerase X-ray 2.50 2018-11-17 0.00 93.52 0.60 0.92 13.50 10.37 0.55 ok
6OX3_Y P60709 Actin Peptide X-ray 1.78 2019-05-13 96.02 0.17 0.63 17.11 8.52 0.50 wrong
6OX5_Y P60709 Actin Peptide X-ray 2.10 2019-05-13 95.91 0.21 0.64 18.06 8.49 0.50 wrong
6EB5_A Q96QU1 Protocadherin-15 X-ray 2.60 2018-08-04 0.80 81.11 0.60 0.85 18.31 8.93 0.41 ok
6OX2_Y P60709 Actin Peptide X-ray 2.09 2019-05-13 95.48 0.25 0.65 26.67 6.87 0.40 wrong
6OX1_Y P60709 Actin, cytoplasmic 1 X-ray 1.95 2019-05-13 95.48 0.23 0.65 26.67 6.73 0.39 wrong
6OX0_Y P60709 Actin Peptide X-ray 1.75 2019-05-13 95.48 0.23 0.65 26.67 6.65 0.39 wrong
6OX4_Y P60709 Actin Peptide X-ray 2.29 2019-05-13 95.48 0.26 0.67 28.33 6.62 0.39 wrong
6RU5_B P01024 Complement C3 X-ray 3.90 2019-05-27 0.00 78.97 0.83 0.83 33.83 8.09 0.28 ok
6RUR_J P00751 Complement factor B X-ray 6.00 2019-05-29 0.40 89.47 0.79 0.83 38.71 5.48 0.27 ok
6RUV_J P00751 Complement factor B X-ray 6.15 2019-05-29 0.40 89.47 0.80 0.84 38.81 5.44 0.26 ok
6SEJ_A P27918 Properdin X-ray 3.50 2019-07-30 0.00 86.59 0.69 0.92 40.30 4.95 0.24 ok
6RV6_A P27918 Properdin X-ray 3.51 2019-05-31 0.00 86.59 0.70 0.93 43.79 4.53 0.22 ok
5QSR_A Q8WVM7 Cohesin subunit SA-1 X-ray 3.28 2019-05-25 26.60 93.36 0.93 0.92 69.93 4.74 0.14 ok
5QSS_A Q8WVM7 Cohesin subunit SA-1 X-ray 3.08 2019-05-25 26.60 93.32 0.93 0.92 69.71 4.77 0.14 ok
5QSY_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.40 2019-05-25 26.60 93.32 0.93 0.92 70.75 4.73 0.14 ok
5QSO_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.70 2019-05-25 26.60 93.32 0.93 0.92 70.80 4.74 0.14 ok
5QSM_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.74 2019-05-25 26.60 93.32 0.93 0.92 70.46 4.73 0.14 ok
5QSZ_A Q8WVM7 Cohesin subunit SA-1 X-ray 3.08 2019-05-25 26.60 93.32 0.93 0.92 70.86 4.71 0.14 ok
5QSQ_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.48 2019-05-25 26.60 93.32 0.93 0.92 70.86 4.70 0.14 ok
5QSN_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.66 2019-05-25 26.60 93.32 0.93 0.92 70.75 4.71 0.14 ok
5QSP_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.89 2019-05-25 26.60 93.32 0.94 0.92 71.84 4.66 0.13 ok
5QSV_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.76 2019-05-25 10.50 95.46 0.95 0.93 75.51 4.22 0.12 ok
5QSW_A Q8WVM7 Cohesin subunit SA-1 X-ray 3.03 2019-05-25 10.50 95.46 0.95 0.94 76.68 4.21 0.12 ok
5QST_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.58 2019-05-25 10.50 95.46 0.95 0.94 76.85 4.22 0.12 ok
5QSX_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.34 2019-07-16 10.50 95.46 0.95 0.95 77.44 4.18 0.12 ok
6RV6_B P27918 Properdin X-ray 3.51 2019-05-31 0.00 91.47 0.86 0.93 74.07 2.63 0.11 ok
6SEJ_B P27918 Properdin X-ray 3.50 2019-07-30 0.00 91.47 0.86 0.92 73.84 2.62 0.11 ok
5QSU_A Q8WVM7 Cohesin subunit SA-1 X-ray 2.73 2019-05-25 10.50 95.41 0.95 0.95 78.80 4.15 0.11 ok
6RU5_A P01024 Complement C3 X-ray 3.90 2019-05-27 0.20 83.62 0.94 0.88 67.73 2.44 0.11 ok
6RUR_V P27918 Properdin X-ray 6.00 2019-05-29 0.00 92.26 0.91 0.94 73.10 1.99 0.10 ok
6J56_C O60784 Peptide from Target of Myb protein 1 X-ray 1.80 2019-01-10 100.00 novel 70.07 0.62 0.78 68.27 2.78 0.10 ok
6J56_A Q9UM54 Unconventional myosin-VI X-ray 1.80 2019-01-10 4.70 80.32 0.91 0.90 73.04 3.26 0.09 ok
6RUS_B P27918 Properdin X-ray 2.80 2019-05-29 0.00 91.47 0.90 0.94 82.33 1.91 0.08 ok
6RUV_V P27918 Properdin X-ray 6.15 2019-05-29 0.00 91.47 0.94 0.93 83.49 1.42 0.07 ok
6RUV_U P27918 Properdin X-ray 6.15 2019-05-29 0.00 91.47 0.92 0.94 89.76 1.15 0.06 ok
6RUV_A P01024 Complement C3 X-ray 6.15 2019-05-29 0.00 83.45 0.98 0.91 86.55 1.34 0.06 ok
6RUR_A P01024 Complement C3 X-ray 6.00 2019-05-29 0.00 83.45 0.98 0.91 86.94 1.34 0.06 ok
6RUR_U P27918 Properdin X-ray 6.00 2019-05-29 0.00 91.37 0.94 0.94 92.69 1.00 0.05 ok
6OP9_A P21860 Receptor tyrosine-protein kinase erbB-3 X-ray 2.50 2019-04-24 1.90 88.62 0.97 0.93 91.94 1.48 0.05 ok
6S55_A Q6PL18 ATPase family AAA domain-containing protei X-ray 2.09 2019-06-30 0.00 87.19 0.97 0.95 95.38 0.90 0.04 ok
6S56_A Q6PL18 ATPase family AAA domain-containing protei X-ray 2.01 2019-06-30 0.00 87.19 0.97 0.96 94.62 0.86 0.04 ok
6S57_A Q6PL18 ATPase family AAA domain-containing protei X-ray 1.82 2019-06-30 0.00 87.19 0.97 0.96 95.58 0.84 0.04 ok
5QT2_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 1.59 2019-06-25 0.00 92.19 0.98 0.97 97.51 0.73 0.04 ok
5QT1_A Q15047 Histone-lysine N-methyltransferase SETDB1 X-ray 1.58 2019-06-25 0.00 92.19 0.98 0.97 97.51 0.73 0.03 ok
6OX0_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 1.75 2019-05-13 0.00 97.68 0.99 0.99 98.39 0.61 0.03 ok
5QSG_A O15178 T-box transcription factor T X-ray 1.87 2019-05-25 0.00 93.05 0.98 0.94 96.20 0.77 0.03 ok
6NU1_A P14618 Pyruvate kinase PKM X-ray 2.25 2019-01-30 0.00 97.83 0.99 0.98 96.95 0.68 0.03 ok
5QT0_A O15178 T-box transcription factor T X-ray 2.10 2019-05-26 0.00 93.05 0.98 0.94 95.61 0.78 0.03 ok
5QSB_A O15178 T-box transcription factor T X-ray 1.82 2019-05-25 0.00 93.05 0.98 0.94 95.91 0.79 0.03 ok
5QS9_A O15178 T-box transcription factor T X-ray 1.43 2019-05-25 0.00 93.05 0.98 0.94 96.20 0.77 0.03 ok
5QS8_A O15178 T-box transcription factor T X-ray 1.47 2019-05-25 0.00 93.05 0.98 0.94 96.05 0.77 0.03 ok
5QS7_A O15178 T-box transcription factor T X-ray 1.66 2019-05-25 0.00 93.05 0.98 0.94 96.05 0.78 0.03 ok
5QS6_A O15178 T-box transcription factor T X-ray 1.67 2019-06-19 0.00 93.05 0.98 0.94 95.91 0.78 0.03 ok
5QSI_A O15178 T-box transcription factor T X-ray 1.64 2019-05-25 0.00 93.05 0.98 0.94 96.05 0.77 0.03 ok
5QSC_A O15178 T-box transcription factor T X-ray 1.62 2019-05-25 0.00 93.05 0.98 0.94 96.20 0.76 0.03 ok
5QSF_A O15178 T-box transcription factor T X-ray 1.96 2019-05-25 0.00 93.05 0.98 0.94 96.05 0.75 0.03 ok
5QSE_A O15178 T-box transcription factor T X-ray 2.01 2019-05-25 0.00 93.05 0.98 0.94 96.05 0.76 0.03 ok
5QSJ_A O15178 T-box transcription factor T X-ray 1.49 2019-05-25 0.00 93.05 0.98 0.94 96.49 0.75 0.03 ok
5QSD_A O15178 T-box transcription factor T X-ray 1.87 2019-05-25 0.00 93.05 0.98 0.94 96.20 0.75 0.03 ok
6OX4_A Q86TU7 Actin-histidine N-methyltransferase X-ray 2.29 2019-05-13 0.30 97.59 0.99 0.99 98.60 0.56 0.03 ok
5QSH_A O15178 T-box transcription factor T X-ray 1.90 2019-05-25 0.00 93.05 0.98 0.94 95.91 0.76 0.03 ok
6OX5_A Q86TU7 Actin-histidine N-methyltransferase X-ray 2.10 2019-05-13 0.30 97.54 1.00 0.99 99.38 0.55 0.03 ok
6OX2_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 2.09 2019-05-13 0.00 97.59 1.00 0.99 98.86 0.55 0.03 ok
5QSA_A O15178 T-box transcription factor T X-ray 1.55 2019-05-25 0.00 93.05 0.98 0.94 96.35 0.71 0.03 ok
5QSK_A O15178 T-box transcription factor T X-ray 1.55 2019-05-25 0.00 93.05 0.98 0.94 96.35 0.72 0.03 ok
6I7S_G P55157 Microsomal triglyceride transfer protein l X-ray 2.50 2018-11-17 86.56 0.97 0.03 ok
6NU5_A P14618 Pyruvate kinase PKM X-ray 1.60 2019-01-30 0.20 97.52 0.99 0.98 98.66 0.71 0.03 ok
6NUB_A P14618 Pyruvate kinase PKM X-ray 1.70 2019-01-31 0.20 97.52 0.99 0.99 99.04 0.66 0.03 ok
6OX3_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 1.78 2019-05-13 0.00 97.58 1.00 0.99 99.17 0.50 0.03 ok
6OX1_A Q86TU7 Histone-lysine N-methyltransferase setd3 X-ray 1.95 2019-05-13 0.00 97.59 1.00 0.99 99.43 0.47 0.03 ok
6J3C_A Q02127 Dihydroorotate dehydrogenase (quinone), mi X-ray 1.85 2019-01-04 0.00 97.74 0.99 0.99 99.17 1.04 0.02 ok
6N5C_A O43314 Inositol hexakisphosphate and diphosphoino X-ray 1.95 2018-11-21 0.00 91.81 0.99 0.98 98.19 0.65 0.02 ok
6J3B_A Q02127 Dihydroorotate dehydrogenase (quinone), mi X-ray 1.60 2019-01-04 0.00 97.68 0.99 0.98 98.84 1.04 0.02 ok
6PGX_A P00918 Carbonic anhydrase 2 X-ray 1.36 2019-06-25 0.00 97.61 1.00 0.98 99.42 0.42 0.02 ok
6RHL_A P17931 Galectin-3 X-ray 1.30 2019-04-22 0.00 98.28 1.00 1.00 100.00 0.25 0.01 ok
6RHM_A P17931 Galectin-3 X-ray 1.60 2019-04-22 0.00 98.28 1.00 1.00 100.00 0.24 0.01 ok
6AGX_A P21802 Fibroblast growth factor receptor 2 X-ray 2.95 2018-08-15 73.94 0.98 0.01 ok
6HA3_A P29401 Transketolase X-ray 1.08 2018-08-07 97.12 0.99 0.01 ok
6HAD_A P29401 Transketolase X-ray 1.04 2018-08-07 97.12 0.99 0.01 ok
6EBT_A P07954 Fumarate hydratase, mitochondrial X-ray 2.30 2018-08-07 92.69 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.