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author | lsong10 |
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date | Fri, 26 Mar 2021 16:52:45 +0000 |
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#!/usr/bin/env luajit ----------------------------------- -- BEGIN: routines from klib.lua -- ----------------------------------- -- Description: getopt() translated from the BSD getopt(); compatible with the default Unix getopt() --[[ Example: for o, a in os.getopt(arg, 'a:b') do print(o, a) end ]]-- function os.getopt(args, ostr) local arg, place = nil, 0; return function () if place == 0 then -- update scanning pointer place = 1 if #args == 0 or args[1]:sub(1, 1) ~= '-' then place = 0; return nil end if #args[1] >= 2 then place = place + 1 if args[1]:sub(2, 2) == '-' then -- found "--" table.remove(args, 1); place = 0 return nil; end end end local optopt = place <= #args[1] and args[1]:sub(place, place) or nil place = place + 1; local oli = optopt and ostr:find(optopt) or nil if optopt == ':' or oli == nil then -- unknown option if optopt == '-' then return nil end if place > #args[1] then table.remove(args, 1); place = 0; end return '?'; end oli = oli + 1; if ostr:sub(oli, oli) ~= ':' then -- do not need argument arg = nil; if place > #args[1] then table.remove(args, 1); place = 0; end else -- need an argument if place <= #args[1] then -- no white space arg = args[1]:sub(place); else table.remove(args, 1); if #args == 0 then -- an option requiring argument is the last one place = 0; if ostr:sub(1, 1) == ':' then return ':' end return '?'; else arg = args[1] end end table.remove(args, 1); place = 0; end return optopt, arg; end end -- Description: string split function string:split(sep, n) local a, start = {}, 1; sep = sep or "%s+"; repeat local b, e = self:find(sep, start); if b == nil then table.insert(a, self:sub(start)); break end a[#a+1] = self:sub(start, b - 1); start = e + 1; if n and #a == n then table.insert(a, self:sub(start)); break end until start > #self; return a; end -- Description: smart file open function io.xopen(fn, mode) mode = mode or 'r'; if fn == nil then return io.stdin; elseif fn == '-' then return (mode == 'r' and io.stdin) or io.stdout; elseif fn:sub(-3) == '.gz' then return (mode == 'r' and io.popen('gzip -dc ' .. fn, 'r')) or io.popen('gzip > ' .. fn, 'w'); elseif fn:sub(-4) == '.bz2' then return (mode == 'r' and io.popen('bzip2 -dc ' .. fn, 'r')) or io.popen('bgzip2 > ' .. fn, 'w'); else return io.open(fn, mode) end end -- Description: log gamma function -- Required by: math.lbinom() -- Reference: AS245, 2nd algorithm, http://lib.stat.cmu.edu/apstat/245 function math.lgamma(z) local x; x = 0.1659470187408462e-06 / (z+7); x = x + 0.9934937113930748e-05 / (z+6); x = x - 0.1385710331296526 / (z+5); x = x + 12.50734324009056 / (z+4); x = x - 176.6150291498386 / (z+3); x = x + 771.3234287757674 / (z+2); x = x - 1259.139216722289 / (z+1); x = x + 676.5203681218835 / z; x = x + 0.9999999999995183; return math.log(x) - 5.58106146679532777 - z + (z-0.5) * math.log(z+6.5); end -- Description: regularized incomplete gamma function -- Dependent on: math.lgamma() --[[ Formulas are taken from Wiki, with additional input from Numerical Recipes in C (for modified Lentz's algorithm) and AS245 (http://lib.stat.cmu.edu/apstat/245). A good online calculator is available at: http://www.danielsoper.com/statcalc/calc23.aspx It calculates upper incomplete gamma function, which equals math.igamma(s,z,true)*math.exp(math.lgamma(s)) ]]-- function math.igamma(s, z, complement) local function _kf_gammap(s, z) local sum, x = 1, 1; for k = 1, 100 do x = x * z / (s + k); sum = sum + x; if x / sum < 1e-14 then break end end return math.exp(s * math.log(z) - z - math.lgamma(s + 1.) + math.log(sum)); end local function _kf_gammaq(s, z) local C, D, f, TINY; f = 1. + z - s; C = f; D = 0.; TINY = 1e-290; -- Modified Lentz's algorithm for computing continued fraction. See Numerical Recipes in C, 2nd edition, section 5.2 for j = 1, 100 do local d; local a, b = j * (s - j), j*2 + 1 + z - s; D = b + a * D; if D < TINY then D = TINY end C = b + a / C; if C < TINY then C = TINY end D = 1. / D; d = C * D; f = f * d; if math.abs(d - 1) < 1e-14 then break end end return math.exp(s * math.log(z) - z - math.lgamma(s) - math.log(f)); end if complement then return ((z <= 1 or z < s) and 1 - _kf_gammap(s, z)) or _kf_gammaq(s, z); else return ((z <= 1 or z < s) and _kf_gammap(s, z)) or (1 - _kf_gammaq(s, z)); end end function math.brent(func, a, b, tol) local gold1, gold2, tiny, max_iter = 1.6180339887, 0.3819660113, 1e-20, 100 local fa, fb = func(a, data), func(b, data) if fb > fa then -- swap, such that f(a) > f(b) a, b, fa, fb = b, a, fb, fa end local c = b + gold1 * (b - a) local fc = func(c) -- golden section extrapolation while fb > fc do local bound = b + 100.0 * (c - b) -- the farthest point where we want to go local r = (b - a) * (fb - fc) local q = (b - c) * (fb - fa) if math.abs(q - r) < tiny then -- avoid 0 denominator tmp = q > r and tiny or 0.0 - tiny else tmp = q - r end u = b - ((b - c) * q - (b - a) * r) / (2.0 * tmp) -- u is the parabolic extrapolation point if (b > u and u > c) or (b < u and u < c) then -- u lies between b and c fu = func(u) if fu < fc then -- (b,u,c) bracket the minimum a, b, fa, fb = b, u, fb, fu break elseif fu > fb then -- (a,b,u) bracket the minimum c, fc = u, fu break end u = c + gold1 * (c - b) fu = func(u) -- golden section extrapolation elseif (c > u and u > bound) or (c < u and u < bound) then -- u lies between c and bound fu = func(u) if fu < fc then -- fb > fc > fu b, c, u = c, u, c + gold1 * (c - b) fb, fc, fu = fc, fu, func(u) else -- (b,c,u) bracket the minimum a, b, c = b, c, u fa, fb, fc = fb, fc, fu break end elseif (u > bound and bound > c) or (u < bound and bound < c) then -- u goes beyond the bound u = bound fu = func(u) else -- u goes the other way around, use golden section extrapolation u = c + gold1 * (c - b) fu = func(u) end a, b, c = b, c, u fa, fb, fc = fb, fc, fu end if a > c then a, c = c, a end -- swap -- now, a<b<c, fa>fb and fb<fc, move on to Brent's algorithm local e, d = 0, 0 local w, v, fw, fv w, v = b, b fw, fv = fb, fb for iter = 1, max_iter do local mid = 0.5 * (a + c) local tol1 = tol * math.abs(b) + tiny local tol2 = 2.0 * tol1 if math.abs(b - mid) <= tol2 - 0.5 * (c - a) then return fb, b end -- found if math.abs(e) > tol1 then -- related to parabolic interpolation local r = (b - w) * (fb - fv) local q = (b - v) * (fb - fw) local p = (b - v) * q - (b - w) * r q = 2.0 * (q - r) if q > 0.0 then p = 0.0 - p else q = 0.0 - q end eold, e = e, d if math.abs(p) >= math.abs(0.5 * q * eold) or p <= q * (a - b) or p >= q * (c - b) then e = b >= mid and a - b or c - b d = gold2 * e else d, u = p / q, b + d -- actual parabolic interpolation happens here if u - a < tol2 or c - u < tol2 then d = mid > b and tol1 or 0.0 - tol1 end end else -- golden section interpolation e = b >= min and a - b or c - b d = gold2 * e end u = fabs(d) >= tol1 and b + d or b + (d > 0.0 and tol1 or -tol1); fu = func(u) if fu <= fb then -- u is the minimum point so far if u >= b then a = b else c = b end v, w, b = w, b, u fv, fw, fb = fw, fb, fu else -- adjust (a,c) and (u,v,w) if u < b then a = u else c = u end if fu <= fw or w == b then v, w = w, u fv, fw = fw, fu elseif fu <= fv or v == b or v == w then v, fv = u, fu; end end end return fb, b end matrix = {} -- Description: chi^2 test for contingency tables -- Dependent on: math.igamma() function matrix.chi2(a) if #a == 2 and #a[1] == 2 then -- 2x2 table local x, z x = (a[1][1] + a[1][2]) * (a[2][1] + a[2][2]) * (a[1][1] + a[2][1]) * (a[1][2] + a[2][2]) if x == 0 then return 0, 1, false end z = a[1][1] * a[2][2] - a[1][2] * a[2][1] z = (a[1][1] + a[1][2] + a[2][1] + a[2][2]) * z * z / x return z, math.igamma(.5, .5 * z, true), true else -- generic table local rs, cs, n, m, N, z = {}, {}, #a, #a[1], 0, 0 for i = 1, n do rs[i] = 0 end for j = 1, m do cs[j] = 0 end for i = 1, n do -- compute column sum and row sum for j = 1, m do cs[j], rs[i] = cs[j] + a[i][j], rs[i] + a[i][j] end end for i = 1, n do N = N + rs[i] end for i = 1, n do -- compute the chi^2 statistics for j = 1, m do local E = rs[i] * cs[j] / N; z = z + (a[i][j] - E) * (a[i][j] - E) / E end end return z, math.igamma(.5 * (n-1) * (m-1), .5 * z, true), true; end end --------------------------------- -- END: routines from klib.lua -- --------------------------------- -------------------------- -- BEGIN: misc routines -- -------------------------- -- precompute an array for PL->probability conversion -- @param m maximum PL function algo_init_q2p(m) local q2p = {} for i = 0, m do q2p[i] = math.pow(10, -i / 10) end return q2p end -- given the haplotype frequency, compute r^2 -- @param f 4 haplotype frequencies; f[] is 0-indexed. -- @return r^2 function algo_r2(f) local p = { f[0] + f[1], f[0] + f[2] } local D = f[0] * f[3] - f[1] * f[2] return (p[1] == 0 or p[2] == 0 or 1-p[1] == 0 or 1-p[2] == 0) and 0 or D * D / (p[1] * p[2] * (1 - p[1]) * (1 - p[2])) end -- parse a VCF line to get PL -- @param q2p is computed by algo_init_q2p() function text_parse_pl(t, q2p, parse_GT) parse_GT = parse_GT == nil and true or false local ht, gt, pl = {}, {}, {} local s, j0 = t[9]:split(':'), 0 for j = 1, #s do if s[j] == 'PL' then j0 = j break end end local has_GT = (s[1] == 'GT' and parse_GT) and true or false for i = 10, #t do if j0 > 0 then local s = t[i]:split(':') local a, b = 1, s[j0]:find(',') pl[#pl+1] = q2p[tonumber(s[j0]:sub(a, b - 1))] a, b = b + 1, s[j0]:find(',', b + 1) pl[#pl+1] = q2p[tonumber(s[j0]:sub(a, b - 1))] a, b = b + 1, s[j0]:find(',', b + 1) pl[#pl+1] = q2p[tonumber(s[j0]:sub(a, (b and b - 1) or nil))] end if has_GT then if t[i]:sub(1, 1) ~= '.' then local g = tonumber(t[i]:sub(1, 1)) + tonumber(t[i]:sub(3, 3)); gt[#gt+1] = 1e-6; gt[#gt+1] = 1e-6; gt[#gt+1] = 1e-6 gt[#gt - 2 + g] = 1 ht[#ht+1] = tonumber(t[i]:sub(1, 1)); ht[#ht+1] = tonumber(t[i]:sub(3, 3)); else gt[#gt+1] = 1; gt[#gt+1] = 1; gt[#gt+1] = 1 ht[#ht+1] = -1; ht[#ht+1] = -1; end end -- print(t[i], pl[#pl-2], pl[#pl-1], pl[#pl], gt[#gt-2], gt[#gt-1], gt[#gt]) end if #pl == 0 then pl = nil end local x = has_GT and { t[1], t[2], ht, gt, pl } or { t[1], t[2], nil, nil, pl } return x end -- Infer haplotype frequency -- @param pdg genotype likelihoods P(D|g) generated by text_parse_pl(). pdg[] is 1-indexed. -- @param eps precision [1e-5] -- @return 2-locus haplotype frequencies, 0-indexed array function algo_hapfreq2(pdg, eps) eps = eps or 1e-5 local n, f = #pdg[1] / 3, {[0]=0.25, 0.25, 0.25, 0.25} for iter = 1, 100 do local F = {[0]=0, 0, 0, 0} for i = 0, n - 1 do local p1, p2 = {[0]=pdg[1][i*3+1], pdg[1][i*3+2], pdg[1][i*3+3]}, {[0]=pdg[2][i*3+1], pdg[2][i*3+2], pdg[2][i*3+3]} local u = { [0]= f[0] * (f[0] * p1[0] * p2[0] + f[1] * p1[0] * p2[1] + f[2] * p1[1] * p2[0] + f[3] * p1[1] * p2[1]), f[1] * (f[0] * p1[0] * p2[1] + f[1] * p1[0] * p2[2] + f[2] * p1[1] * p2[1] + f[3] * p1[1] * p2[2]), f[2] * (f[0] * p1[1] * p2[0] + f[1] * p1[1] * p2[1] + f[2] * p1[2] * p2[0] + f[3] * p1[2] * p2[1]), f[3] * (f[0] * p1[1] * p2[1] + f[1] * p1[1] * p2[2] + f[2] * p1[2] * p2[1] + f[3] * p1[2] * p2[2]) } local s = u[0] + u[1] + u[2] + u[3] s = 1 / (s * n) F[0] = F[0] + u[0] * s F[1] = F[1] + u[1] * s F[2] = F[2] + u[2] * s F[3] = F[3] + u[3] * s end local e = 0 for k = 0, 3 do e = math.abs(f[k] - F[k]) > e and math.abs(f[k] - F[k]) or e end for k = 0, 3 do f[k] = F[k] end if e < eps then break end -- print(f[0], f[1], f[2], f[3]) end return f end ------------------------ -- END: misc routines -- ------------------------ --------------------- -- BEGIN: commands -- --------------------- -- CMD vcf2bgl: convert PL tagged VCF to Beagle input -- function cmd_vcf2bgl() if #arg == 0 then print("\nUsage: vcf2bgl.lua <in.vcf>") print("\nNB: This command finds PL by matching /(\\d+),(\\d+),(\\d+)/.\n"); os.exit(1) end local lookup = {} for i = 0, 10000 do lookup[i] = string.format("%.4f", math.pow(10, -i/10)) end local fp = io.xopen(arg[1]) for l in fp:lines() do if l:sub(1, 2) == '##' then -- meta lines; do nothing elseif l:sub(1, 1) == '#' then -- sample lines local t, s = l:split('\t'), {} for i = 10, #t do s[#s+1] = t[i]; s[#s+1] = t[i]; s[#s+1] = t[i] end print('marker', 'alleleA', 'alleleB', table.concat(s, '\t')) else -- data line local t = l:split('\t'); if t[5] ~= '.' and t[5]:find(",") == nil and #t[5] == 1 and #t[4] == 1 then -- biallic SNP local x, z = -1, {}; if t[9]:find('PL') then for i = 10, #t do local AA, Aa, aa = t[i]:match('(%d+),(%d+),(%d+)') AA = tonumber(AA); Aa = tonumber(Aa); aa = tonumber(aa); if AA ~= nil then z[#z+1] = lookup[AA]; z[#z+1] = lookup[Aa]; z[#z+1] = lookup[aa]; else z[#z+1] = 1; z[#z+1] = 1; z[#z+1] = 1; end end print(t[1]..':'..t[2], t[4], t[5], table.concat(z, '\t')) elseif t[9]:find('GL') then print('Error: not implemented') os.exit(1) end end end end fp:close() end -- CMD bgl2vcf: convert Beagle output to VCF function cmd_bgl2vcf() if #arg < 2 then print('Usage: bgl2vcf.lua <in.phased> <in.gprobs>') os.exit(1) end local fpp = io.xopen(arg[1]); local fpg = io.xopen(arg[2]); for lg in fpg:lines() do local tp, tg, a = fpp:read():split('%s'), lg:split('%s', 4), {} if tp[1] == 'I' then for i = 3, #tp, 2 do a[#a+1] = tp[i] end print('#CHROM', 'POS', 'ID', 'REF', 'ALT', 'QUAL', 'FILTER', 'INFO', 'FORMAT', table.concat(a, '\t')) else local chr, pos = tg[1]:match('(%S+):(%d+)$') a = {chr, pos, '.', tg[2], tg[3], 30, '.', '.', 'GT'} for i = 3, #tp, 2 do a[#a+1] = ((tp[i] == tg[2] and 0) or 1) .. '|' .. ((tp[i+1] == tg[2] and 0) or 1) end print(table.concat(a, '\t')) end end fpg:close(); fpp:close(); end -- CMD freq: count alleles in each population function cmd_freq() -- parse the command line local site_only = true; -- print site allele frequency or not for c in os.getopt(arg, 's') do if c == 's' then site_only = false end end if #arg == 0 then print("\nUsage: vcfutils.lua freq [-s] <in.vcf> [samples.txt]\n") print("NB: 1) This command only considers biallelic variants.") print(" 2) Apply '-s' to get the allele frequency spectrum.") print(" 3) 'samples.txt' is TAB-delimited with each line consisting of sample and population.") print("") os.exit(1) end -- read the sample-population pairs local pop, sample = {}, {} if #arg > 1 then local fp = io.xopen(arg[2]); for l in fp:lines() do local s, p = l:match("^(%S+)%s+(%S+)"); -- sample, population pair sample[s] = p; -- FIXME: check duplications if pop[p] then table.insert(pop[p], s) else pop[p] = {s} end end fp:close(); end pop['NA'] = {} -- parse VCF fp = (#arg >= 2 and io.xopen(arg[1])) or io.stdin; local col, cnt = {}, {}; for k in pairs(pop) do col[k], cnt[k] = {}, {[0]=0}; end for l in fp:lines() do if l:sub(1, 2) == '##' then -- meta lines; do nothing elseif l:sub(1, 1) == '#' then -- the sample line local t, del_NA = l:split('\t'), true; for i = 10, #t do local k = sample[t[i]] if k == nil then k, del_NA = 'NA', false table.insert(pop[k], t[i]) end table.insert(col[k], i); table.insert(cnt[k], 0); table.insert(cnt[k], 0); end if del_NA then pop['NA'], col['NA'], cnt['NA'] = nil, nil, nil end else -- data lines local t = l:split('\t'); if t[5] ~= '.' and t[5]:find(",") == nil then -- biallic if site_only == true then io.write(t[1], '\t', t[2], '\t', t[4], '\t', t[5]) end for k, v in pairs(col) do local ac, an = 0, 0; for i = 1, #v do local a1, a2 = t[v[i]]:match("^(%d).(%d)"); if a1 ~= nil then ac, an = ac + a1 + a2, an + 2 end end if site_only == true then io.write('\t', k, ':', an, ':', ac) end if an == #cnt[k] then cnt[k][ac] = cnt[k][ac] + 1 end end if site_only == true then io.write('\n') end end end end fp:close(); -- print if site_only == false then for k, v in pairs(cnt) do io.write(k .. "\t" .. #v); for i = 0, #v do io.write("\t" .. v[i]) end io.write('\n'); end end end function cmd_vcf2chi2() if #arg < 3 then print("Usage: vcfutils.lua vcf2chi2 <in.vcf> <group1.list> <group2.list>"); os.exit(1) end local g = {}; -- read the list of groups local fp = io.xopen(arg[2]); for l in fp:lines() do local x = l:match("^(%S+)"); g[x] = 1 end -- FIXME: check duplicate fp:close() fp = io.xopen(arg[3]); for l in fp:lines() do local x = l:match("^(%S+)"); g[x] = 2 end fp:close() -- process VCF fp = io.xopen(arg[1]) local h = {{}, {}} for l in fp:lines() do if l:sub(1, 2) == '##' then print(l) -- meta lines; do nothing elseif l:sub(1, 1) == '#' then -- sample lines local t = l:split('\t'); for i = 10, #t do if g[t[i]] == 1 then table.insert(h[1], i) elseif g[t[i]] == 2 then table.insert(h[2], i) end end while #t > 8 do table.remove(t) end print(table.concat(t, "\t")) else -- data line local t = l:split('\t'); if t[5] ~= '.' and t[5]:find(",") == nil then -- biallic local a = {{0, 0}, {0, 0}} for i = 1, 2 do for _, k in pairs(h[i]) do if t[k]:find("^0.0") then a[i][1] = a[i][1] + 2 elseif t[k]:find("^1.1") then a[i][2] = a[i][2] + 2 elseif t[k]:find("^0.1") or t[k]:find("^1.0") then a[i][1], a[i][2] = a[i][1] + 1, a[i][2] + 1 end end end local chi2, p, succ = matrix.chi2(a); while #t > 8 do table.remove(t) end --print(a[1][1], a[1][2], a[2][1], a[2][2], chi2, p); if succ then print(table.concat(t, "\t") .. ";PCHI2=" .. string.format("%.3g", p) .. string.format(';AF1=%.4g;AF2=%.4g,%.4g', (a[1][2]+a[2][2]) / (a[1][1]+a[1][2]+a[2][1]+a[2][2]), a[1][2]/(a[1][1]+a[1][2]), a[2][2]/(a[2][1]+a[2][2]))) else print(table.concat(t, "\t")) end end end end fp:close() end -- CMD: compute r^2 function cmd_r2() local w, is_ht, is_gt = 1, false, false for o, a in os.getopt(arg, 'w:hg') do if o == 'w' then w = tonumber(a) elseif o == 'h' then is_ht, is_gt = true, true elseif o == 'g' then is_gt = true end end if #arg == 0 then print("Usage: vcfutils.lua r2 [-hg] [-w 1] <in.vcf>") os.exit(1) end local stack, fp, q2p = {}, io.xopen(arg[1]), algo_init_q2p(1023) for l in fp:lines() do if l:sub(1, 1) ~= '#' then local t = l:split('\t') local x = text_parse_pl(t, q2p) if #t[5] == 1 and t[5] ~= '.' then -- biallelic local r2 = {} for k = 1, w do if is_gt == false then -- use PL if stack[k] then local pdg = { stack[k][5], x[5] } r2[#r2+1] = algo_r2(algo_hapfreq2(pdg)) else r2[#r2+1] = 0 end elseif is_ht == false then -- use unphased GT if stack[k] then local pdg = { stack[k][4], x[4] } r2[#r2+1] = algo_r2(algo_hapfreq2(pdg)) else r2[#r2+1] = 0 end else -- use phased GT if stack[k] then local f, ht = { [0]=0, 0, 0, 0 }, { stack[k][3], x[3] } for i = 1, #ht[1] do local j = ht[1][i] * 2 + ht[2][i] f[j] = f[j] + 1 end local sum = f[0] + f[1] + f[2] + f[3] for k = 0, 3 do f[k] = f[k] / sum end r2[#r2+1] = algo_r2(f) else r2[#r2+1] = 0 end end end for k = 1, #r2 do r2[k] = string.format('%.3f', r2[k]) end print(x[1], x[2], table.concat(r2, '\t')) if #stack == w then table.remove(stack, 1) end stack[#stack+1] = x end end end fp:close() end ------------------- -- END: commands -- ------------------- ------------------- -- MAIN FUNCTION -- ------------------- if #arg == 0 then print("\nUsage: vcfutils.lua <command> <arguments>\n") print("Command: freq count biallelic alleles in each population") print(" r2 compute r^2") print(" vcf2chi2 compute 1-degree chi-square between two groups of samples") print(" vcf2bgl convert PL annotated VCF to Beagle input") print(" bgl2vcf convert Beagle input to VCF") print("") os.exit(1) end local cmd = arg[1] table.remove(arg, 1) if cmd == 'vcf2bgl' then cmd_vcf2bgl() elseif cmd == 'bgl2vcf' then cmd_bgl2vcf() elseif cmd == 'freq' then cmd_freq() elseif cmd == 'r2' then cmd_r2() elseif cmd == 'vcf2chi2' then cmd_vcf2chi2() else print('ERROR: unknown command "' .. cmd .. '"') os.exit(1) end