From 685dacc8fc267ba9128b7b1e4aeaa3d05fcd4386 Mon Sep 17 00:00:00 2001 From: Tom Goddard Date: Sat, 20 Jan 2024 13:50:11 -0800 Subject: [PATCH] Added a modified search for C elegans transmembrane cysteines. --- alphafold_mining/5cys_4helix.png | Bin 0 -> 473350 bytes alphafold_mining/af_mining.md | 25 ++++++ alphafold_mining/cys3search.py | 130 +++++++++++++++++++++++++++++++ 3 files changed, 155 insertions(+) create mode 100644 alphafold_mining/5cys_4helix.png create mode 100644 alphafold_mining/cys3search.py diff --git a/alphafold_mining/5cys_4helix.png b/alphafold_mining/5cys_4helix.png new file mode 100644 index 0000000000000000000000000000000000000000..c09caae1682a074307f0462419dc1c3deac3463f GIT binary patch literal 473350 zcmeFZgWve#Ly|--M@p+ z^Stl({SWWCB#z9dyuw87VP`M6dd1wKx$(-zMp;=IgN(_7G3eoo?`d>&bk5I2D=9>?4swms zR?Dm|Zk%^v5JqRHe30H{lSzzVPg+lRL)OL2nm?r_>;>>p|6X4HLX`Jw@Xr;vhGWY5 z-#Mh!2#EiS5?~VkZ{ysjhW|?n zpr!?k&>wAWFXiRC+S)*rSb?Fv-=**8=Kk9M(K9w_;xOBg6mfZVb9f$~+`4KraHzkn%E{To 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zkqMB464U!Xefcf`GKf9LB|hkMsj6&TNy>77DmQpFIP?*|F>A(f;ta=|(s z^GW-+TeZ8{vWpQ%PYeJI5Yi1$vgdpg(zSd-oMpVcf{;$tU_-Po&F(M)9s28Km^V9W^-tup@{5JG~Z ztvhYYgv2aVQLpnCEXT#p+D8sfq7Gy_c6vtAQ>H4Cbt5a}B_1D@Jk4K-&*)4m_jKCYX|D7~vI22*b8$ zPNPwzSyGXz5+QnSflQ&!9AgVvl%12ad`pStK)OoAK6TAeXRlGwz|T3#^lRA| zW-uXBgtml|U60|$x6xqq?PZgi`#so;!~ z*&DV1QI$IYWu|vLvG$eX;p~Rkf+wY5_b!p07p7Vduq2T)YaVTeWAVnu(-K0)-%Bds zYkOXu$BGYMTW_1ZusJ*3cn~$(2|JyEyzd + Tom Goddard, January 19, 2024 diff --git a/alphafold_mining/cys3search.py b/alphafold_mining/cys3search.py new file mode 100644 index 0000000..50d7f4f --- /dev/null +++ b/alphafold_mining/cys3search.py @@ -0,0 +1,130 @@ +# Dengke Ma wants to find all C elegans proteins with pairs of close cysteines in transmembrane regions. +# Can use UniProt to identify transmembrane residues, then use AlphaFold database predicted structures +# to see if there are close cysteines. + +def find_uniprot_transmembrane_cysteines(uniprot_xml_path, namespace = '{http://uniprot.org/uniprot}'): + import xml.etree.ElementTree as ET + tree = ET.parse(uniprot_xml_path) + tm = [] + for child in tree.getroot(): + if child.tag == namespace + 'entry': + rr = transmembrane_residue_ranges(child, namespace) + uniprot_id = child.find(namespace + 'accession').text + seq = child.find(namespace + 'sequence').text + full_name = child.find(f'./{namespace}protein/{namespace}submittedName/{namespace}fullName') + name = '' if full_name is None else full_name.text + helix_cys_count = [seq[b-1:e].count('C') for b,e in rr] + hcc = max(helix_cys_count, default = 0) + tm.append((uniprot_id, name, hcc, len(seq), rr)) + return tm + +def transmembrane_residue_ranges(protein_xml_entry, namespace): + ranges = [] + for feature in protein_xml_entry.iter(namespace + 'feature'): + fattrib = feature.attrib + if 'type' in fattrib and fattrib['type'] == 'transmembrane region': + for loc in feature.iter(namespace + 'location'): + b,e = loc.find(namespace + 'begin'), loc.find(namespace + 'end') + if b is not None and e is not None: + if 'position' in b.attrib and 'position' in e.attrib: + r = (int(b.attrib['position']), int(e.attrib['position'])) + ranges.append(r) + return ranges + +def close_cysteines(structure, membrane_residue_ranges, max_distance = 5): + cys_res = [r for r in structure.residues if r.name == 'CYS'] + cys_xyz = [(r.number, r.find_atom('SG').coord) for r in cys_res] + mb_res_nums = residue_numbers_from_ranges(membrane_residue_ranges) + mb_cys = [r for r in cys_res if r.number in mb_res_nums] + mb_xyz = [(r.number, r.find_atom('SG').coord) for r in mb_cys] + + close_pairs = set() + from chimerax.geometry import distance + for rnum, xyz in mb_xyz: + for rnum2, xyz2 in cys_xyz: + if rnum2 != rnum and distance(xyz, xyz2) <= max_distance: + pair = (rnum, rnum2) if rnum < rnum2 else (rnum2, rnum) + close_pairs.add(pair) + + return list(close_pairs) + +def residue_numbers_from_ranges(residue_ranges): + res_nums = set() + for b,e in residue_ranges: + for rnum in range(b,e+1): + res_nums.add(rnum) + return res_nums + +def check_for_close_cysteines(session, ulist, alphafold_dir, max_distance): + found = [] + missing = [] + for uniprot_id, ncys, seq_len, tm_res_ranges in ulist: + if ncys == 0: + continue + m = alphafold_database_model(session, uniprot_id, alphafold_dir) + if m is None: + missing.append((uniprot_id, seq_len)) + continue + close_pairs = close_cysteines(m, tm_res_ranges, max_distance) + if close_pairs: + found.append((uniprot_id, close_pairs)) + m.delete() + return found, missing + +def alphafold_database_model(session, uniprot_id, alphafold_dir): + filename = f'AF-{uniprot_id}-F1-model_v4.cif' + from os.path import join, exists + path = join(alphafold_dir, filename) + if not exists(path): + return None + from chimerax.mmcif import open_mmcif + s, msg = open_mmcif(session, path) + return s[0] + +def open_entries(session, entries, alphafold_dir): + models = [] + for uniprot_id, name, ncys, seq_len, tm_res_ranges in entries: + m = alphafold_database_model(session, uniprot_id, alphafold_dir) + models.append(m) + # Select transmembrane residues + rnums = residue_numbers_from_ranges(tm_res_ranges) + for r in m.residues: + if r.number in rnums: + r.atoms.selected = True + session.models.add(models) + +uniprot_xml_path = 'UP000001940_6239.xml' +alphafold_dir = 'alphafold_models' +max_distance = 5 + +ulist = find_uniprot_transmembrane_cysteines(uniprot_xml_path) +#uclose, missing = check_for_close_cysteines(session, ulist, alphafold_dir, max_distance) +print(f'{len(ulist)} UniProt entries') +ntm = len([uniprot_id for uniprot_id, name, ncys, seq_len, tm_res_ranges in ulist if tm_res_ranges]) +ntmc = len([uniprot_id for uniprot_id, name, ncys, seq_len, tm_res_ranges in ulist if ncys > 0]) +print(f'{ntm} entries with annotated transmembrane regions') +print(f'{ntmc} entries with 1 or more transmembrane cysteines') +min_cys = 5 +min_helix = 4 +u3 = [(uniprot_id, name, ncys, seq_len, tm_res_ranges) + for uniprot_id, name, ncys, seq_len, tm_res_ranges in ulist if ncys >= min_cys and len(tm_res_ranges) >= min_helix] +print(f'{len(u3)} UniProt entries with {min_cys} cysteines in one transmembrane helix and at least {min_helix} transmembrane helices') +#print(f'{len(uclose)} with two cysteines closer than {max_distance}A, at least 1 being transmembrane') + +#entries = [] +#for uniprot_id, res_pairs in uclose: +# rpairs = ' '.join(f'{r1},{r2}' for r1,r2 in res_pairs) +# entries.append(f'{uniprot_id} {rpairs}') +entries = [f'{uniprot_id},{name},{len(tm_res_ranges)},{ncys}' + for uniprot_id, name, ncys, seq_len, tm_res_ranges in u3] + +print() +print('# UniProt ID, protein name, number of transmembrane segments, maximum single segment cysteines)') +print('\n'.join(entries)) +print() + +open_entries(session, u3, alphafold_dir) + +#me = '\n'.join(f'{uniprot_id} {seq_length}' for uniprot_id, seq_length in missing) +#print(f'No alphafold model for {len(missing)} entries with transmembrane regions:\n{me}') +