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

Release week 2023-10-04

106
structures analysed (3 full · 2.8%)
10.9%
confidently wrong
10.9%
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: 1 of 106 structures (0.9%) 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
8FYH_E A0A6I9KXB3 protein Jumonji isoform X3 EM 3.40 2023-01-26 12.40 55.13 0.59 0.30 9.68 10.21 0.34 ok
8BFG_A P0DP23 Calmodulin-1 NMR 2022-10-25 0.70 87.99 0.47 0.61 39.71 4.61 0.25 wrong
8T4S_R P08708 40S ribosomal protein S17 EM 2.60 2023-06-09 86.25 0.75 0.22 ok
8B5X_D Q12912 Inositol 1,4,5-triphosphate receptor assoc X-ray 1.98 2022-09-25 100.00 novel 60.76 0.48 0.81 31.73 6.30 0.21 ok
8K7C_A Q9NP58 ATP-binding cassette sub-family B member 6 EM 3.90 2023-07-26 83.06 0.78 0.18 ok
8JZ7_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 2.60 2023-07-04 89.56 0.80 0.18 ok
8JZ7_D P63096 Guanine nucleotide-binding protein G(i) su EM 2.60 2023-07-04 93.75 0.81 0.18 ok
8SAI_D P63096 Guanine nucleotide-binding protein G(i) su EM 3.27 2023-04-01 93.75 0.81 0.17 ok
8TB0_G P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.47 2023-06-28 89.56 0.82 0.16 ok
8T4S_h P62945 60S ribosomal protein L41 EM 2.60 2023-06-09 94.31 0.83 0.16 ok
8H0O_A P02768 Albumin X-ray 2.48 2022-09-30 92.69 0.85 0.14 ok
8SAI_C P59768 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2023-04-01 89.56 0.84 0.14 ok
8T4S_f P62979 Ubiquitin-40S ribosomal protein S27a EM 2.60 2023-06-09 89.56 0.86 0.13 ok
8K7B_A Q9NP58 ATP-binding cassette sub-family B member 6 EM 3.90 2023-07-26 83.06 0.85 0.12 ok
8T4S_e P62861 FAU ubiquitin-like and ribosomal protein S EM 2.60 2023-06-09 91.00 0.88 0.11 ok
8T4S_P P62841 40S ribosomal protein S15 EM 2.60 2023-06-09 86.44 0.91 0.08 ok
8SAI_A Q9UPC5 Probable G-protein coupled receptor 34 EM 3.27 2023-04-01 77.50 0.90 0.08 ok
7X1G_A Q8NBS3 Isoform 1 of Solute carrier family 4 membe EM 2.94 2022-02-24 74.00 0.90 0.07 ok
7X1H_A Q8NBS3 Isoform 1 of Solute carrier family 4 membe EM 2.96 2022-02-24 74.00 0.90 0.07 ok
8T4S_d P62273 40S ribosomal protein S29 EM 2.60 2023-06-09 93.69 0.93 0.07 ok
8FYH_A Q15910 Histone-lysine N-methyltransferase EZH2 EM 3.40 2023-01-26 76.25 0.91 0.07 ok
8T4S_L P62280 40S ribosomal protein S11 EM 2.60 2023-06-09 88.06 0.93 0.07 ok
8T4S_b P42677 40S ribosomal protein S27 EM 2.60 2023-06-09 92.44 0.93 0.06 ok
8T4S_M P25398 40S ribosomal protein S12 EM 2.60 2023-06-09 80.38 0.93 0.06 ok
8EWV_A Q15370 Elongin-B X-ray 3.40 2022-10-24 92.50 0.94 0.06 ok
8JL9_C P04908 Histone H2A type 1-B/E EM 2.65 2023-06-02 90.75 0.94 0.06 ok
8T4S_U P60866 40S ribosomal protein S20 EM 2.60 2023-06-09 85.25 0.94 0.05 ok
8JLA_C P04908 Histone H2A type 1-B/E EM 3.44 2023-06-02 90.75 0.94 0.05 ok
8JZ7_A Q8TDS4 Hydroxycarboxylic acid receptor 2 EM 2.60 2023-07-04 82.75 0.94 0.05 ok
8JLB_C P04908 Histone H2A type 1-B/E EM 2.36 2023-06-02 90.75 0.94 0.05 ok
8T4S_S P62269 40S ribosomal protein S18 EM 2.60 2023-06-09 88.69 0.94 0.05 ok
8JLD_C P04908 Histone H2A type 1-B/E EM 2.48 2023-06-02 90.75 0.94 0.05 ok
8GY5_P Q15116 Programmed cell death protein 1 X-ray 1.98 2022-09-21 74.12 0.93 0.05 ok
8FYH_B Q15022 Polycomb protein SUZ12 EM 3.40 2023-01-26 71.00 0.93 0.05 ok
8FYH_F Q6ZN18 Zinc finger protein AEBP2 EM 3.40 2023-01-26 61.84 0.92 0.05 ok
8Q68_A P28347 Transcriptional enhancer factor TEF-1 X-ray 1.58 2023-08-11 76.50 0.94 0.05 ok
8GEY_B P09455 Retinol-binding protein 1 X-ray 1.30 2023-03-07 96.75 0.95 0.05 ok
8GD2_B P09455 Retinol-binding protein 1 X-ray 1.13 2023-03-03 96.75 0.95 0.05 ok
8EWV_B Q15369 Elongin-C X-ray 3.40 2022-10-24 89.81 0.95 0.04 ok
8T4S_Y P62847 40S ribosomal protein S24 EM 2.60 2023-06-09 88.69 0.95 0.04 ok
8H0J_A P08758 Annexin A5 X-ray 2.23 2022-09-29 96.12 0.96 0.04 ok
8GEV_B P09455 Retinol-binding protein 1 X-ray 1.85 2023-03-07 96.75 0.96 0.04 ok
8H62_B P12830 Cadherin-1 X-ray 1.91 2022-10-14 79.19 0.95 0.04 ok
8T4S_c P62857 40S ribosomal protein S28 EM 2.60 2023-06-09 91.00 0.96 0.04 ok
8TN9_A P12259 Coagulation factor V EM 3.05 2023-08-01 61.91 0.94 0.03 ok
8T4S_I P62241 40S ribosomal protein S8 EM 2.60 2023-06-09 93.00 0.96 0.03 ok
8CM9_A O15294 UDP-N-acetylglucosamine--peptide N-acetylg X-ray 2.80 2023-02-18 93.06 0.96 0.03 ok
8FXC_A Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.20 2023-01-24 90.69 0.96 0.03 ok
8GDM_A P09455 Retinol-binding protein 1 X-ray 1.80 2023-03-06 96.75 0.97 0.03 ok
8T4S_H P62081 40S ribosomal protein S7 EM 2.60 2023-06-09 86.88 0.96 0.03 ok
8FXB_A Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.10 2023-01-24 90.69 0.97 0.03 ok
8EWV_C P40337 von Hippel-Lindau disease tumor suppressor X-ray 3.40 2022-10-24 84.44 0.97 0.03 ok
8T4S_G P62753 40S ribosomal protein S6 EM 2.60 2023-06-09 94.19 0.97 0.03 ok
8EWV_D O60885 Bromodomain-containing protein 4 X-ray 3.40 2022-10-24 55.31 0.95 0.03 ok
8T4S_V P63220 40S ribosomal protein S21 EM 2.60 2023-06-09 95.50 0.97 0.03 ok
8S9G_A Q9BYF1 Processed angiotensin-converting enzyme 2 EM 3.00 2023-03-28 90.69 0.97 0.03 ok
8T4S_D P23396 40S ribosomal protein S3 EM 2.60 2023-06-09 91.06 0.97 0.03 ok
8T4S_Z P62851 40S ribosomal protein S25 EM 2.60 2023-06-09 73.25 0.97 0.02 ok
8GEM_B P09455 Retinol-binding protein 1 X-ray 1.55 2023-03-07 96.75 0.97 0.02 ok
8T4S_X P62266 40S ribosomal protein S23 EM 2.60 2023-06-09 94.88 0.97 0.02 ok
8T4S_J P46781 40S ribosomal protein S9 EM 2.60 2023-06-09 88.12 0.97 0.02 ok
8T4S_F P46782 40S ribosomal protein S5 EM 2.60 2023-06-09 90.44 0.98 0.02 ok
8B5X_A O94901 SUN domain-containing protein 1 X-ray 1.98 2022-09-25 60.38 0.96 0.02 ok
8JL9_B P62805 Histone H4 EM 2.65 2023-06-02 89.81 0.98 0.02 ok
8T4S_a P62854 40S ribosomal protein S26 EM 2.60 2023-06-09 85.81 0.98 0.02 ok
8T4S_T P39019 40S ribosomal protein S19 EM 2.60 2023-06-09 92.00 0.98 0.02 ok
8FYH_D Q09028 Histone-binding protein RBBP4 EM 3.40 2023-01-26 91.69 0.98 0.02 ok
8IDH_A O60885 Bromodomain-containing protein 4 X-ray 1.57 2023-02-13 55.31 0.97 0.02 ok
8JLA_B P62805 Histone H4 EM 3.44 2023-06-02 89.81 0.98 0.02 ok
8JZ7_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 2.60 2023-07-04 97.06 0.98 0.02 ok
8B5F_A P07858 Cathepsin B X-ray 1.70 2022-09-22 92.12 0.98 0.02 ok
8B4T_A P07858 Cathepsin B X-ray 1.45 2022-09-21 92.12 0.98 0.02 ok
8JLD_B P62805 Histone H4 EM 2.48 2023-06-02 89.81 0.98 0.02 ok
8JLB_B P62805 Histone H4 EM 2.36 2023-06-02 89.81 0.98 0.02 ok
8T4S_B P61247 40S ribosomal protein S3a EM 2.60 2023-06-09 82.94 0.98 0.02 ok
8T4S_O P62263 40S ribosomal protein S14 EM 2.60 2023-06-09 90.12 0.98 0.01 ok
8T4S_N P62277 40S ribosomal protein S13 EM 2.60 2023-06-09 94.06 0.99 0.01 ok
8PXM_A O60885 Bromodomain-containing protein 4 X-ray 2.38 2023-07-23 55.31 0.98 0.01 ok
8SAI_E P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.27 2023-04-01 97.06 0.99 0.01 ok
8T4S_K P46783 40S ribosomal protein S10 EM 2.60 2023-06-09 73.81 0.98 0.01 ok
8JLA_A P68431 Histone H3.1 EM 3.44 2023-06-02 86.06 0.99 0.01 ok
8B4X_A P09958 Furin X-ray 1.60 2022-09-21 84.75 0.99 0.01 ok
8WD2_A P04637 Cellular tumor antigen p53 X-ray 1.85 2023-09-14 75.06 0.98 0.01 ok
8TB0_B P62873 Guanine nucleotide-binding protein G(I)/G( EM 3.47 2023-06-28 97.06 0.99 0.01 ok
8B4W_A P09958 Furin X-ray 1.60 2022-09-21 84.75 0.99 0.01 ok
8B4V_A P09958 Furin X-ray 1.60 2022-09-21 84.75 0.99 0.01 ok
8T4S_Q P62249 40S ribosomal protein S16 EM 2.60 2023-06-09 93.88 0.99 0.01 ok
8T4S_W P62244 40S ribosomal protein S15a EM 2.60 2023-06-09 93.06 0.99 0.01 ok
8IBQ_A O60885 Bromodomain-containing protein 4 X-ray 1.45 2023-02-10 55.31 0.98 0.01 ok
8T4S_g P63244 Receptor of activated protein C kinase 1 EM 2.60 2023-06-09 92.44 0.99 0.01 ok
8JL9_D P06899 Histone H2B type 1-J EM 2.65 2023-06-02 85.50 0.99 0.01 ok
8BFW_A Q9BYF1 Processed angiotensin-converting enzyme 2 X-ray 2.33 2022-10-27 90.69 0.99 0.01 ok
8T4S_A P08865 40S ribosomal protein SA EM 2.60 2023-06-09 79.25 0.99 0.01 ok
8JL9_A P68431 Histone H3.1 EM 2.65 2023-06-02 86.06 0.99 0.01 ok
8FYH_C O75530 Polycomb protein EED EM 3.40 2023-01-26 86.50 0.99 0.01 ok
8JLA_D P06899 Histone H2B type 1-J EM 3.44 2023-06-02 85.50 0.99 0.01 ok
8JLD_D P06899 Histone H2B type 1-J EM 2.48 2023-06-02 85.50 0.99 0.01 ok
8T4S_C P15880 40S ribosomal protein S2 EM 2.60 2023-06-09 80.94 0.99 0.01 ok
8JLB_D P06899 Histone H2B type 1-J EM 2.36 2023-06-02 85.50 0.99 0.01 ok
8JLB_A Q71DI3 Histone H3.2 EM 2.36 2023-06-02 86.00 0.99 0.01 ok
8JLD_A Q71DI3 Histone H3.2 EM 2.48 2023-06-02 86.00 0.99 0.01 ok
8BLO_A Q15849 Urea transporter 2 EM 2.90 2022-11-10 82.38 0.99 0.01 ok
8T4S_E P62701 40S ribosomal protein S4, X isoform EM 2.60 2023-06-09 95.56 1.00 0.00 ok
8EL9_A P04040 Catalase EM 2.27 2022-09-23 95.81 1.00 0.00 ok
8HID_A P04040 Catalase X-ray 2.20 2022-11-19 95.81 1.00 0.00 ok
8BLP_A Q13336 Urea transporter 1 EM 2.60 2022-11-10 93.00 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.