0
stringlengths
12
494
embeddings
sequencelengths
384
384
to\tcut\tthe\tDNA.\tCas9\tis\tmost\toften\tused,\tbut\tother\tenzymes\tcan\talso\tbe\tcombined\twith\tCRISPR\nsuch\tas\tCas11\tand\tCpf1.\tThe\tcell’s\tDNA\trepair\tmechanism\tthen\trepairs\tthe\tbreak,\tintroducing\nchanges\talso\tencoded\n\ton\tthe\tguide\tRNA.\nSince\tCRISPR\tis\tmuch\tmore\taccurate\tand\tefficient\tthan\tprevious\tgenome\tediting\ttechnologies,
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of\tthe\ngenome\t(called\toff-target\teffects)\traise\tthe\tpossibility\tof\tunintended\tconsequences\tsuch\tas\tcancer\nor\tother\tdiseases.\tThe\tearly\tfailures\tof\tgene\ttherapy\tand\tthe\tavailability\tof\tcurrent\tdisease-\nmanaging\ttherapies\thave\tled\thealth\tresearchers\tto\tproceed\twith\tcaution.\tThe\tapplicability\tof\tthis
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technology\tto\tcomplex\tdiseases\tand\tthe\tline\tbetween\tfighting\tdisease\tand\tunnecessary\nenhancement\talso\n\tremain\tprovocative\ttopics.\nThe\ttechnology\talso\topens\tdebate\tabout\tresponsible\tways\tto\tedit\thuman\tgenomes.\tEditing\ta\nperson’s\town\tcells,\tknown\tas\tsomatic\tediting,\taffects\tonly\tthe\tindividual;\tediting\tgermline\tcells
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(sperm\tand\teggs)\tor\tthose\tof\tembryos\thas\tthe\tpotential\tto\taffect\tfuture\tgenerations.\tUnregulated\nexperiments\ton\thuman\tembryos\thave\talready\toccurred,\tspurring\tthe\tneed\tfor\tresearchers,\npolicymakers,\tand\tthe\tpublic\tto\tdiscuss\tthe\tethics,\tlimits,\tand\tpotential\tof\tthis\tpowerful\ntechnology.
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technology.\nThe\trate\tof\tprogress\tof\tapplying\tgenomics\tin\tclinical\tapplications\tis\tassociated\tstrongly\twith\nprogress\tin\tidentifying\tassociations\tbetween\tdiseases\tand\t\nsingle\tnucleotide\tpolymorphisms\n(SNPs,\tpronounced\t“snips”).\tOnce\ta\tstrong\tassociation\thas\tbeen\tdetermined,\tdiagnostic\ttests\tand\nappropriate
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appropriate\n\tdiet\tand\tlifestyle\tinterventions\tcan\tbe\tdeveloped\tand\ttested\tfor\tefficacy.\tAs\tthe\tname\tfor
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this\tgenetic\tvariation\tsuggests,\tthe\tchange\tinvolves\ta\tsingle\tnucleotide.\tThe\tinitial\tmolecular\napproach\tto\tassociating\tmutations\twith\tsusceptibility\tto\tdisease\twas\tto\tlook\tfor\tSNPs\t(changes)\tin\ngenes\tthat\tencoded\timportant\tmetabolic\tproteins.\tThis\tapproach\thas\tbeen\tsomewhat\tsuccessful\tbut\nnot\tsufficiently
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not\tsufficiently\n\tsuccessful\tin\tunderstanding\tthe\tgenetic\tand\tenvironmental\tcomplexity\tof\tchronic\ndisorders.\tAs\ta\tresult,\tmore\trecently\tthe\tspeed\tof\twhole\tgenome\tsequencing\thas\tincreased\nsubstantially\tand\tthe\tcost\thas\tdecreased,\twhich\thave\tallowed\ta\tshift\tto\t\ngenome-wide\tassociation\nstudies\t(GWAS)
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genome-wide\tassociation\nstudies\t(GWAS)\n\tas\tthe\tpreferred\tgenomic\ttool\tfor\tdetecting\tSNPs.\tGWAS\tallows\tthe\tdetection\tof\npatterns\tof\tmultiple\tSNPs\tassociated\n\twith\ta\tdisease\tand\tis\tparticularly\tuseful\tfor\tcomplex\tdisorders.\nSee\t\nBox\t6.11\n\tfor\tadditional\tinformation.\nBOX\t6.11\nDetecting\tGene\tVariants:\tCandidate\tGene\tvs.\tGWAS
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BOX\t6.11\nDetecting\tGene\tVariants:\tCandidate\tGene\tvs.\tGWAS\nFor\ta\tgene\tvariant\tto\tbe\tclinically\tuseful,\tit\tmust\tbe\twell-characterized\tin\tterms\tof\tits\tassociation\nwith\ta\tdisease\tstate,\toccur\tfrequently\tin\tthe\tpopulation\tbeing\tstudied\t(and,\tpreferably,\tin\tmultiple\npopulations),\tand\thave\ta
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(GWAS).\tThe\t\ncandidate\tgene\tapproach\n\twas\tthe\toriginal\ttool.\tIt\tfocuses\ton\tfunctional\tvariants\nand\tpositional\tvariants.\tFunctional\tvariants\tresult\tfrom\n\tmutations\tin\tgenes\twhose\tproducts\tare\nknown\tto\tbe\tinvolved\tin\tthe\tmechanisms\tunderlying\tthe\tdisease\tof\tinterest.\tThe\tpositional
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approach\tis\tsimilar\tbut\tsearches\tfor\tvariants\tthat\tare\tphysically\tclose\tto\tgenes\tknown\tto\tbe\ninvolved\tin\tthe\tunderlying\tmechanisms.\tCandidate\tgene\tstudies\thave\tthe\tlimitation\tthat\tthey’re\ndependent\ton\tknowledge\tof\tthe\tmechanisms\tunderlying\tthe\tdisease\tof\tinterest.\tIf\tthe\n\tmechanisms
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mechanisms\nhave\tnot\tbeen\tthoroughly\tdefined,\tit\tis\tlikely\tthat\tnovel\tgenes\twill\tnot\tbe\tdetected.\tFurther,\ta\nlarge\tcohort\tis\toften\tneeded\tin\torder\tto\tinclude\tsufficient\tsubjects\thomozygous\tfor\tthe\trisk\tallele.\nCandidate\tgenes\thave\tbeen\tmost\tsuccessful\tfor\tsingle\tgene\tdisorders.
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Candidate\tgenes\thave\tbeen\tmost\tsuccessful\tfor\tsingle\tgene\tdisorders.\nLifestyle-related\tchronic\tdiseases,\thowever,\ttend\tto\tbe\tcomplex\ttraits\tand\tthe\tcomplexity\tis\nfurther\tcompounded\tby\tthe\n\tepigenetic\tcomponent.\tDevelopment\tof\tthese\tdiseases\ttypically\nrequires\tthe\tinteraction\tof\ta\tgenetic\tsusceptibility\tcreated\tby\ta\tgene\tvariant\twith\tenvironmental
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0.005730165168642998, -0.00938677042722702, 0.09601924568414688, 0.05060921609401703, -5.207060027601074e-8, -0.007349471561610699, -0.025977224111557007, -0.034023117274045944, -0.02849712036550045, 0.018768349662423134, 0.014330987818539143, 0.030540378764271736, -0.013277754187583923, -0.02504122629761696, -0.04179868847131729, 0.0203027855604887, 0.07016055285930634, -0.0752139687538147, -0.01772899180650711, 0.06996560841798782, -0.014915766194462776, -0.025087477639317513, 0.08061039447784424, -0.026507029309868813, -0.033086445182561874, 0.005775295663625002, 0.08122336864471436, -0.0720888152718544, 0.04950980097055435, -0.07363690435886383, 0.03887627273797989, -0.02110067754983902, 0.0038499513175338507, -0.002262617228552699, 0.034700796008110046, 0.02121417038142681, -0.020318826660513878, -0.04165089130401611, -0.06480336934328079, -0.010146955959498882, 0.04934313893318176, -0.056913822889328, -0.03928818926215172, 0.030023591592907906, 0.11887245625257492, 0.04667571559548378, -0.013938318938016891, -0.020873265340924263, 0.11201677471399307, 0.09828558564186096, -0.02277442440390587, -0.03039364702999592, 0.06481575220823288, -0.010120771825313568, -0.05003999173641205, -0.04391198232769966, 0.045399945229291916, -0.05030046030879021, -0.07941979169845581, -0.03153019770979881, 0.037354905158281326, 0.07167914509773254, 0.03892077878117561, -0.0037390829529613256, -0.010531705804169178, 0.10318102687597275, 0.12333076447248459, 0.11618334800004959, 0.0044743334874510765 ]
factors.\tThese\tfactors\tare\ttypically\tmodifiable\tand\tinvolve\tlifestyle\tchoices\tsuch\tas\tthe\tfood\twe\neat,\twhether\twe\texercise\tregularly,\thow\twell\twe\tmanage\tour\tthoughts\tand\temotions,\tthe\tquality\nof\trelationships\tand\tsystems\tof\tmeaning,\tthe\tquality\n\tand\tquantity\tof\tour\tsleep,\tand\tour\texposure
[ 0.06512445211410522, -0.017807811498641968, 0.07451780885457993, 0.010434729047119617, -0.10517456382513046, -0.009105966426432133, 0.030417658388614655, -0.019907355308532715, 0.001733320066705346, 0.047083329409360886, 0.07854849100112915, -0.05590604618191719, 0.01576879806816578, 0.048933569341897964, 0.024588342756032944, -0.02804023213684559, -0.00894307903945446, 0.02707015722990036, -0.053119149059057236, -0.042237743735313416, 0.05334815755486488, 0.052451085299253464, 0.05931268259882927, -0.024633651599287987, 0.045418791472911835, 0.033117976039648056, -0.06170668080449104, -0.02702430821955204, 0.05081713944673538, -0.02993784099817276, -0.127708300948143, 0.15649323165416718, -0.04046953096985817, -0.043292585760354996, 0.04078112915158272, 0.03956606984138489, -0.042487699538469315, 0.01787780039012432, 0.03951079398393631, 0.030443215742707253, -0.058535441756248474, -0.05393015593290329, -0.0044083804823458195, 0.02282867021858692, 0.059388842433691025, 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and\tquantity\tof\tour\tsleep,\tand\tour\texposure\nto\ttoxins\tsuch\tas\ttobacco\tsmoke\tand\tother\tair\tpollution,\tfood-borne\ttoxic\tchemicals,\tand\talcohol.\nWith\tthe\trapid\tadvances\tin\tgenetic\ttechnology\tit\thas\tbeen\tpossible\tand\teconomically\tfeasible\tto\nscan\tthe\tentire\tgenome\tin\tsearch\tof\tcommon\tgenetic\tvariations.\tFor\texample,\ta\tGWAS\tscan\tmight
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involve\ta\tset\tof\tindividuals\twith\tthe\tsame\tdiagnosis\tand\tsearch\n\tfor\tcommon\tgenetic\tvariations\namong\tthese\tindividuals\tor\tbetween\tpopulations.\tThere\tare\tno\tpredetermined\ttarget\tgenes\tand\nthousands\tof\tvariants\tand\tthousands\tof\tindividuals\tcan\tbe\tinvestigated,\twhich\thas\tgreatly\nincreased\tthe\tspeed\tat\twhich\tgene\tvariants\thave\tbeen\tdetected.\tThe
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increased\tthe\tspeed\tat\twhich\tgene\tvariants\thave\tbeen\tdetected.\tThe\t\nCatalog\tof\tPublished\nGenome-Wide\tAssociation\tStudies\n\tcan\tbe\tsearched\tby\tdiseases\tof\tinterest\tto\tlearn\twhich\tgene\nvariants\n\thave\tbeen\tidentified\tto\tdate.\tThe\tlarge\tamounts\tof\tdata\tgenerated\tby\teither\tapproach,
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but\tparticularly\tby\tthe\tGWAS\tapproach,\tgreatly\tbenefits\tfrom\tthe\tdevelopment\tof\tbioinformatics\nand\tits\thigh-capacity\tcomputer\torganization\tand\tanalysis.\nIn\taddition\tto\tSNPs,\tother\ttypes\tof\tvariations\talso\tmay\tplay\tan\timportant\trole\tin\tthe\tgenotypic\tand\nphenotypic\tvariation\tamong\thumans.\tLoss\tor\tgain\tof\tmore\n\tthan\tone\tnucleotide\t(deletions\tand
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-0.006647371221333742, 0.021211670711636543, -0.036179859191179276, 0.09704329073429108, 0.06133904680609703, -0.0903594121336937, 0.005630456376820803, 0.08591290563344955, -0.008138352073729038, -0.0536290742456913, -0.012755642645061016, 0.08251386880874634, -0.012661295011639595, -0.054309435188770294, -0.0344046987593174, 0.016122737899422646, 0.0658431276679039, 0.02072884328663349, -0.03808550536632538, 0.028122451156377792, 0.09345248341560364, 0.028101783245801926, 0.1029459610581398, -0.02365180291235447 ]
than\tone\tnucleotide\t(deletions\tand\ninsertions,\trespectively),\tduplication\tof\tnucleotide\tsequences,\tcopy\tnumber\tvariants,\tand\nrestructuring\tof\tregions\twithin\ta\tchromosome\t(inversions\tand\ttranslocations)\talso\thave\timportant\nconsequences\tto\tfunction.\tThe\tmost\trecent\tcataloging\tof\thuman\tgenetic\tvariation\thas\tbeen\tthe\t1000\nGenomes\tProject\t(
[ -0.061893679201602936, -0.0697856917977333, 0.028779055923223495, -0.08795353770256042, -0.10917296260595322, -0.049630168825387955, 0.0017867775168269873, 0.010379157960414886, 0.06602813303470612, 0.09512223303318024, 0.10469403117895126, -0.018614083528518677, -0.027034608647227287, 0.04122856259346008, -0.003497181460261345, 0.018733778968453407, -0.06238055229187012, 0.04372140020132065, -0.01927240937948227, -0.04096532613039017, 0.03374718129634857, 0.11154360324144363, -0.01673012040555477, 0.0038575923535972834, -0.020482422783970833, -0.003485053079202771, -0.04441883787512779, 0.0014103454304859042, 0.07149789482355118, -0.030089763924479485, -0.10154319554567337, 0.06480196118354797, -0.021862270310521126, 0.010057160630822182, 0.02592162787914276, 0.03531227633357048, -0.04996340721845627, -0.0060914428904652596, 0.09728045761585236, 0.018658433109521866, -0.00045553757809102535, -0.03815925493836403, -0.04599064588546753, 0.04469923675060272, 0.06263016909360886, 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Genomes\tProject\t(\nwww.internationalgenome.org\n)\t(\nBox\t6.12\n).\tThe\tearlier\tSNP\tcataloging\n\twas\npredominantly\tof\tindividuals\tof\tEuropean\tdescent\twith\tsome\tAfrican\tAmerican\tand\tAsian\nrepresentation\tand\tis\tnow\tundergoing\texpansion\tto\tmultiple\tethnic\tgroups.\nDisease\tat\tthe\tchromosomal\tlevel
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Disease\tat\tthe\tchromosomal\tlevel\nChange\tin\tthe\tnumber\tof\tchromosomes,\tor\tthe\tarrangement\tof\tDNA\twithin\ta\tchromosome,\tis\talmost\nalways\tdetrimental\tand\toften\tfatal\tto\tthe\tindividual.\tChromosomal\tdisorders\tare\tdetected\tby\tmeans\nof\ta\t\nkaryotype\n,\ta\tvisualization\tof\tall\tthe\tchromosomes\tin\tpicture\tform.\tMutations\tthat\tinvolve\ta
[ -0.015808217227458954, -0.03602643311023712, 0.06716196238994598, -0.013261441141366959, -0.14239774644374847, 0.005204000044614077, 0.06513998657464981, -0.0042687514796853065, 0.011954979971051216, 0.09718354046344757, 0.12730026245117188, -0.02258359268307686, 0.015046955086290836, 0.01595413312315941, -0.014792847447097301, 0.02757151983678341, -0.039652224630117416, 0.015584627166390419, -0.031296826899051666, 0.027174366638064384, 0.01603163406252861, 0.08265804499387741, 0.051149118691682816, -0.04696280136704445, -0.023699933663010597, 0.005585294682532549, -0.03442060202360153, -0.008291861042380333, 0.034657467156648636, -0.030437445268034935, -0.1392696648836136, 0.10488150268793106, -0.08589354157447815, 0.026472188532352448, 0.044701095670461655, 0.0008964076987467706, -0.03670932725071907, 0.030727600678801537, 0.10181903839111328, 0.002747149672359228, 0.02617925964295864, -0.07935298979282379, -0.03751532733440399, 0.0322578027844429, 0.015025495551526546, -0.0018905842443928123, -0.03353242576122284, -0.011583520099520683, -0.03150001913309097, -0.01848144270479679, -0.026826171204447746, -0.018680034205317497, -0.07409651577472687, 0.11806885153055191, 0.018447395414114, -0.02299618348479271, -0.036392129957675934, -0.08179038763046265, -0.04627929627895355, -0.02109357714653015, -0.012114915996789932, -0.04953669011592865, -0.025048887357115746, 0.01031654141843319, 0.022022049874067307, 0.04098300635814667, 0.0324699841439724, -0.01855670101940632, -0.027994243428111076, 0.08988549560308456, 0.007642499171197414, 0.038147397339344025, -0.04537051171064377, 0.12939247488975525, -0.018759572878479958, 0.023724831640720367, 0.05849486589431763, -0.03359774500131607, -0.042059823870658875, -0.03307656571269035, -0.12551894783973694, 0.10355266183614731, 0.04276549816131592, 0.023811761289834976, -0.04489016532897949, 0.03409101068973541, -0.024292832240462303, 0.03131255879998207, -0.06245461478829384, 0.027905471622943878, 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-0.11065622419118881, -0.009718760848045349, -0.025380456820130348, 0.04487204924225807, 0.08278040587902069, 0.021711191162467003, -0.014495739713311195, -0.018819447606801987, 0.053256988525390625, -0.008398564532399178, -0.025789687409996986, -0.0904962494969368, -0.03723681718111038, 0.011687397956848145, 0.0021720323711633682, -0.06041333079338074, 0.035191066563129425, 0.02008909359574318, 0.028689691796898842, -0.033404577523469925, -0.07111096382141113, -0.04434938356280327, -0.008671283721923828, -0.008968700654804707, -0.027886107563972473, 0.013945548795163631, -0.08493643254041672, -0.11017286777496338, 0.07744619995355606, -0.04562967270612717, 0.035197336226701736, -0.015731291845440865, -0.015257793478667736, -0.020674945786595345, -0.058129314333200455, -0.04115365073084831, 0.03953591361641884, 0.01696879044175148, -0.012304960750043392, -0.046036019921302795, -0.0011859032092615962, 0.022044362500309944, 0.0732438787817955, 0.04550544545054436, 0.0038459766656160355, 0.029675299301743507, -0.06711661070585251, 0.04773813486099243, 0.0837588682770729, -4.2871160843560574e-8, 0.06521480530500412, -0.05200914666056633, -0.004995941650122404, -0.04261486604809761, 0.039229705929756165, 0.016480600461363792, 0.08057881146669388, 0.07111838459968567, -0.0038692785892635584, -0.02994517795741558, 0.004841940943151712, 0.12755976617336273, -0.05049925297498703, -0.02258402667939663, 0.07986187934875488, 0.013910781592130661, 0.013337068259716034, 0.08443281799554825, 0.0033268826082348824, -0.057310447096824646, -0.015675727277994156, 0.04649898782372475, -0.01056092418730259, -0.020888278260827065, -0.030152086168527603, -0.011290610767900944, -0.007181817200034857, -0.03872029110789299, -0.021749095991253853, -0.026372184976935387, 0.07193925231695175, -0.03161231428384781, -0.014055888168513775, -0.009941875003278255, -0.02773541398346424, 0.029159141704440117, -0.05098322033882141, -0.042941875755786896, 0.051212895661592484, 0.1156744584441185, 0.047892987728118896, -0.0022633145563304424, 0.0032709401566535234, 0.059960927814245224, 0.051143452525138855, -0.07085757702589035, -0.005888177547603846, 0.08128123730421066, 0.002817290835082531, -0.0610489547252655, -0.02174609713256359, 0.1152174100279808, 0.0004494110180530697, -0.05771944299340248, -0.04579725116491318, 0.02215569093823433, 0.09080610424280167, 0.08552755415439606, -0.01139880158007145, 0.022701142355799675, 0.0817512720823288, 0.08128423988819122, 0.0762699693441391, -0.014524540863931179 ]
change\tin\tthe\tnumber\tor\tstructure\tof\ta\tchromosome\tare\toften\tlethal\tevents\tbecause\tchromosomes\ncontain\tmultiple\tgenes\tand\tthe\tensuing\tchaos\tof\thaving\ttoo\tlittle\tor\ttoo\tmuch\tinformation,\tor\ninformation\tbeing\texpressed\tat\tthe\twrong\ttime,\tis\tdetrimental\tto\tthe\torganism.\tHowever,\tit\tis\npossible\tthat\tparts\tof\tchromosomes
[ -0.04498482868075371, 0.018893536180257797, 0.050242457538843155, -0.056774307042360306, -0.08547491580247879, 0.017482437193393707, 0.07784442603588104, -0.054926831275224686, 0.023499850183725357, 0.08332772552967072, 0.07336920499801636, -0.006865456700325012, 0.03998716548085213, -0.0033637438900768757, -0.00898353848606348, 0.038491785526275635, -0.049315351992845535, 0.06955992430448532, -0.04630104452371597, -0.04378989711403847, 0.03636767715215683, 0.06666284054517746, 0.020150497555732727, -0.019583232700824738, 0.03869175538420677, 0.0677027776837349, -0.06581477075815201, -0.008892526850104332, 0.07660508155822754, -0.08513742685317993, -0.11495658755302429, 0.09044113010168076, -0.08507905900478363, 0.009572853334248066, 0.07662636786699295, 0.05758322402834892, -0.015437410213053226, 0.03184672072529793, 0.07462002336978912, 0.021822290495038033, 0.009908785112202168, -0.05016623064875603, -0.061537954956293106, 0.004192693624645472, -0.011615471914410591, 0.03956905007362366, 0.006430326495319605, 0.007584947627037764, -0.05088703706860542, -0.04604465141892433, -0.028398634865880013, -0.03499067947268486, -0.0795242115855217, 0.06921112537384033, 0.010675670579075813, -0.013923469930887222, 0.036536380648612976, -0.023695433512330055, -0.016110753640532494, -0.057514771819114685, 0.01450334396213293, 0.009648539125919342, -0.06958198547363281, 0.03171483427286148, -0.01226919237524271, 0.017812030389904976, 0.008615484461188316, 0.00842621922492981, -0.01929924078285694, 0.0746796727180481, -0.055186547338962555, 0.025636881589889526, -0.03236072510480881, 0.11421073228120804, -0.031285692006349564, 0.025973547250032425, 0.05677555128931999, -0.014728289097547531, -0.03785056993365288, -0.08288202434778214, -0.06007341295480728, 0.06672400236129761, 0.05401182547211647, -0.009604604914784431, -0.02814316749572754, 0.016067786142230034, -0.025070909410715103, -0.008587152697145939, 0.0036902481224387884, -0.005558328703045845, 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possible\tthat\tparts\tof\tchromosomes\n\twill\tbreak\taway\tand\tattach\tto\tanother\tchromosome\tor\tthat\ta\nregion\tof\ta\tchromosome\twill\tbe\tduplicated.\tSuch\tevents\tare\tnot\talways\tlethal\tbut\tdo\ttypically\tcause\nabnormal\tsymptoms.\tThere\tare\tnumerous\tchromosomal\taberrations\tthat\thave\tbeen\tdefined,\tmany\tof
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which\thave\tnutritional\timplications\tsuch\tas\tassistance\twith\tfeeding.\tDescriptions\tof\tthe\tchanges\tand\ntheir\tconsequences\tcan\tbe\tfound\tin\tclinical\n\tgenetics\ttextbooks\tas\twell\tas\tonline\tin\tresources\tsuch\tas\nthe\tGenetic\tand\tRare\tDiseases\tInformation\tCenter\tand\tthe\tMendelian\tInheritance\tin\tMan\ncompendium.
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compendium.\nAn\texample\tof\ta\tnonfatal\tchromosomal\tabnormality\tis\ttrisomy\t21\t(Down’s\tsyndrome).\tTypically\nseen\tis\tan\textra\tcopy\tof\tthe\twhole\tchromosome\tresulting\tfrom\tan\terror\tin\tdistributing\tthe\nchromosomes\tduring\tsperm\tor\tegg\tformation.\tHowever,\tthe\tcharacteristics\n\tof\tDown’s\tsyndrome\tare
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of\ta\tchromosome\t(a\tpartial\tdeletion).\tIn\tBeckwith-Wiedemann’s\tsyndrome\t(a\tchromosome\t11\ndeletion),\tchanges\tare\tcharacterized\tby\torgan\tovergrowth,\tincluding\tan\toversized\n\ttongue,\twhich\nleads\tto\tfeeding\tdifficulties\tand\tundernutrition.\nNutrition\tprofessionals\tplay\tan\timportant\trole\tin\tthe\ttherapy\tof\tthose\twith\tchromosomal\tdisorders,
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because\tthese\tindividuals\toften\thave\toral-motor\tproblems\tthat\taffect\ttheir\tnutritional\tstatus\tand\ncause\tgrowth\tproblems\tin\tearly\tlife.\tLater\tin\tdevelopment,\tbody\tweight\tmay\tbecome\tan\tissue,\tand\nnutrition\ttherapy\tis\thelpful\tin\tcontrolling\n\tweight,\tdiabetes,\tand\tcardiovascular\tcomplications.
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weight,\tdiabetes,\tand\tcardiovascular\tcomplications.\nVarying\tdegrees\tof\tmental\tinsufficiency\toften\tcomplicate\ttherapy.\tNutrition\tprofessionals\tcan\thelp\nmitigate\tthe\tdetrimental\teffects\tof\tthese\tdisorders\ton\tnutritional\tstatus\t(see\t\nChapter\t43\n).\nDisease\tat\tthe\tmitochondrial\tlevel
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Chapter\t43\n).\nDisease\tat\tthe\tmitochondrial\tlevel\nDue\tto\tthe\tmajor\trole\tthat\tmitochondria\tplay\tin\tenergy\tproduction,\talterations\tin\tmtDNA\tare\nfrequently\tdegenerative\n\tand\thave\tvaried\tclinical\tmanifestations\tbecause\tof\tthe\tmultiple\tcopies\tof\nmtDNA,\tnot\tall\tof\twhich\tmay\tcontain\tthe\tgenetic\tchange.\tMutations\tin\tmtDNA\tcan\tmanifest\tat\tany
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0.0291217602789402, 0.002326567191630602, 0.08743451535701752, 0.08206434547901154, -5.074230458035345e-8, 0.06264106929302216, -0.05198969319462776, 0.027889510616660118, -0.020209556445479393, 0.03262128308415413, 0.053757939487695694, 0.05176473408937454, 0.04965871945023537, 0.005258992314338684, 0.02277717925608158, 0.03519037738442421, 0.1105998158454895, -0.0371001698076725, 0.004624816123396158, 0.06296271085739136, -0.01107765268534422, 0.014142236672341824, 0.05985010042786598, -0.033411942422389984, -0.04767583683133125, -0.00568834412842989, 0.07356743514537811, -0.004464481491595507, 0.014199641533195972, -0.03057362698018551, 0.047439493238925934, -0.01863052137196064, 0.021160641685128212, -0.00557634886354208, -0.05613814294338226, 0.027746643871068954, -0.02842152677476406, -0.08109889924526215, -0.047607023268938065, -0.0608208142220974, 0.022611649706959724, -0.0003319047100376338, -0.036446522921323776, 0.03946487978100777, 0.10675344616174698, -0.009029533714056015, -0.019528785720467567, 0.007179247681051493, 0.059671077877283096, 0.046476099640131, -0.052336834371089935, 0.009398243390023708, 0.07730438560247421, 0.030076652765274048, -0.08795706182718277, -0.04479913040995598, 0.0889100432395935, 0.03388216346502304, -0.04382883384823799, -0.11468083411455154, 0.02346574328839779, 0.09483309090137482, 0.04814787954092026, -0.007318718358874321, -0.032520174980163574, 0.12401371449232101, 0.07651125639677048, 0.05395573377609253, -0.0030277627520263195 ]
age\tand\tinclude\tneurologic\tdiseases,\tcardiomyopathies,\tand\tskeletal\tmyopathies.\tAn\tincreasing\nnumber\tof\tdiseases\tare\tbeing\tlinked\tto\tmutations\tin\tmtDNA.\tOne\tof\tthe\tearliest\tdisorders\tto\tbe\ntraced\tto\tmtDNA\tis\tWolfram’s\tsyndrome,\ta\n\tform\tof\tdiabetes\twith\tassociated\tdeafness.\tSubsequently,
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form\tof\tdiabetes\twith\tassociated\tdeafness.\tSubsequently,\ngene\tvariants\thave\tbeen\tfound\tthat\trelate\tto\teach\tof\tthe\tcomponents\tof\tthe\toxidative\nphosphorylation\tpathway.\tThe\tphysiologic\tconsequences\tof\tthese\tmutations\ttypically\tinvolve\torgans\nthat\thave\ta\thigh\tdemand\tfor\tenergy,\tsuch\tas\tthe\theart,\tkidneys,\tbrain,\tand\tmuscles.\tSee\tthe\tNational
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Changes\tto\tthe\tDNA\ttypically\tinvolve\ta\tsingle\tnucleotide\tchange\tor\tseveral\tnucleotides\twithin\ta\nsingle\tgene\tthrough\tsubstitutions,\tadditions,\tor\n\tdeletions\tin\tthe\tregulatory,\tpromoter,\tor\tcoding\nregions.\tAlterations\tin\tthe\tregulatory\tor\tpromoter\tregion\tmay\tincrease\tor\tdecrease\tthe\tquantity\tof
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protein\tproduced\tor\talter\tthe\tability\tof\tthe\tgene\tto\trespond\tto\tenvironmental\tsignals.\tAlterations\tin\nthe\tcoding\tregion\tmay\taffect\tthe\tamino\tacid\tsequence\tof\tthe\tprotein,\twhich\tin\tturn\tcan\taffect\tthe\nconformation\tand\tfunction\tof\tthe\tprotein\tand\tthereby\n\tthe\tfunctioning\tof\tthe\torganism.\tBecause\tthe
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may\tresult\tin\tdevelopmental\tdisabilities,\toral-motor\tproblems,\tsusceptibility\tto\n\tweight\tgain,\tand\ndifficulties\twith\tconstipation.\tExamples\tinclude\tAlbright\thereditary\tosteodystrophy,\twhich\tcommonly\nresults\tin\tdental\tproblems,\tobesity,\thypocalcemia,\tand\thyperphosphatemia;\tchondrodysplasias,\twhich
[ -0.006316226441413164, -0.009808095172047615, 0.0735398530960083, 0.012640034779906273, -0.034779392182826996, -0.008674890734255314, 0.07479055970907211, 0.0017012740718200803, -0.0526139922440052, 0.08163317292928696, 0.12496434897184372, -0.01890210434794426, 0.05157262459397316, 0.03268861770629883, -0.025868713855743408, 0.014439106918871403, -0.022707469761371613, 0.012172432616353035, -0.040878891944885254, 0.0012374521465972066, 0.02510419860482216, 0.10334183275699615, 0.0462048314511776, -0.0313427560031414, 0.009929955005645752, -0.05155346915125847, -0.04917106777429581, 0.006811319850385189, -0.029583973810076714, -0.044253598898649216, -0.15087884664535522, 0.04353855922818184, -0.07650338858366013, -0.044056717306375504, 0.011529961600899696, -0.017469732090830803, -0.017195671796798706, -0.0025643445551395416, 0.02779505029320717, 0.026628972962498665, 0.027657441794872284, -0.09610920399427414, -0.0608924962580204, 0.021685224026441574, -0.01726771704852581, 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0.03796247020363808, -0.03974829614162445, 0.08431444317102432, 0.07493168115615845, -4.212300552808301e-8, 0.06709074229001999, 0.0038859527558088303, 0.00286354823037982, -0.05373094603419304, 0.026976116001605988, -0.018245484679937363, 0.043142274022102356, 0.037442516535520554, 0.04003283753991127, -0.014866027981042862, -0.03655437007546425, 0.10332562774419785, 0.00539977103471756, -0.014711559750139713, 0.08941076695919037, 0.017130834981799126, -0.008469401858747005, 0.1168280839920044, 0.015039579942822456, -0.050986435264348984, -0.027581853792071342, 0.016575774177908897, 0.008684764616191387, 0.04050898924469948, 0.02551373466849327, 0.023140033707022667, 0.05019604042172432, 0.009585528634488583, 0.031804297119379044, 0.02666541188955307, 0.05838201940059662, -0.0446821004152298, -0.019881948828697205, -0.0497584342956543, -0.05788448080420494, 0.04380430653691292, -0.03875912353396416, -0.012767747975885868, -0.006090325769037008, 0.08082214742898941, 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often\tresult\tin\toral-motor\tproblems\tand\tobesity;\tand\tMarfan\tsyndrome,\twhich\tinvolves\tcardiac\ndisease,\texcessive\tgrowth,\tand\tincreased\tnutritional\tneeds.\tFamilial\thypercholesterolemia\t(type\n\t2\nfamilial\tdyslipidemia)\tresults\tfrom\ta\tdefective\tlow-density\tlipoprotein\treceptor\t(\nLDLR\n\tgene),
[ -0.006877985317260027, -0.056046273559331894, -0.014617351815104485, -0.011571415700018406, -0.07330361753702164, -0.03512919321656227, 0.037210863083601, 0.07784406840801239, -0.02439635619521141, 0.015543544664978981, 0.10295474529266357, -0.005802739877253771, 0.02025507017970085, -0.014662968926131725, -0.006804004777222872, -0.012224582023918629, -0.013651263900101185, 0.009754597209393978, -0.03363114222884178, -0.043476201593875885, -0.042179301381111145, 0.07339701056480408, 0.04056579992175102, -0.029874205589294434, -0.019047576934099197, -0.06504825502634048, -0.0014033872867003083, -0.03334552049636841, -0.037296127527952194, -0.0126821743324399, -0.11285476386547089, 0.051724743098020554, -0.07084834575653076, -0.010810352861881256, -0.012660416774451733, -0.05084756016731262, -0.03794831037521362, 0.05709712207317352, -0.016197511926293373, -0.01664895936846733, 0.053442563861608505, -0.15337342023849487, -0.040844306349754333, 0.010675164870917797, 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-0.01504492573440075, -0.04411448538303375, 0.0020770826376974583, 0.0070440396666526794, 0.02912997454404831, 0.04565032944083214, 0.04294167459011078, 0.0223013274371624, 0.07241172343492508, 0.040046580135822296, -0.019102612510323524, 0.04324483126401901, -0.05664795637130737, -0.053057268261909485, 0.0010680448031052947, -0.003505866974592209, -0.0708237960934639, -0.021944032981991768, 0.02095307782292366, 0.001484217937104404, -0.04281597211956978, -0.016771355643868446, -0.04871070012450218, 0.04655589535832405, 0.03887563571333885, 0.0024874128866940737, 0.010627309791743755, -0.06851881742477417, -0.14463888108730316, 0.016474349424242973, -0.03856275975704193, 0.023894065991044044, 0.0498761348426342, -0.03457406535744667, -0.013513652607798576, -0.0872560366988182, -0.04070371389389038, 0.027925197035074234, -0.05859055742621422, -0.0528218112885952, -0.026715951040387154, -0.007866325788199902, -0.05714724585413933, 0.07771988213062286, 0.05230510234832764, 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0.12084830552339554, -0.06481623649597168, 0.019910380244255066, -0.023099306970834732, 0.06820784509181976, 0.06636010110378265, -0.07582812756299973, 0.016701914370059967, 0.0666145458817482, 0.045640163123607635, -0.12636572122573853, -0.0022409609518945217, 0.07816679775714874, -0.01881042681634426, 0.0024751059245318174, -0.09735388308763504, 0.11436999589204788, 0.10237317532300949, 0.023316707462072372, 0.03009932115674019, -0.04035930708050728, 0.056277938187122345, 0.094356007874012, 0.07216759771108627, 0.01553505938500166 ]
LDLR\n\tgene),\ntransmitted\tas\tan\tautosomal\tdominant\ttrait.\tSymptoms\tinclude\televated\tlevels\tof\ttotal\tcholesterol,\nelevated\tlevels\tof\tLDL\tcholesterol,\tand\tincreased\trisk\tof\tatherosclerosis.\nAutosomal\trecessive\tdisorders\tare\tmore\tcommon.\tThey\twere\ttraditionally\tdetected\tbecause\tthe\nmutation\thad\ta\tdetrimental\teffect
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-0.0023226868361234665, 0.04268873110413551, -0.04374099150300026, 0.07133948057889938, 0.044859886169433594, -4.059248226440104e-8, 0.04137532413005829, -0.01736844703555107, 0.022788068279623985, -0.030188389122486115, 0.014064769260585308, -0.02582257241010666, 0.030902493745088577, 0.05054880678653717, -0.01756984367966652, -0.05752413719892502, 0.0673837810754776, 0.14443174004554749, -0.07339271157979965, -0.043225307017564774, 0.07474994659423828, 0.04491756483912468, -0.012647763825953007, 0.07277734577655792, -0.007768611889332533, -0.08268707245588303, 0.02843102253973484, 0.07163676619529724, -0.022612813860177994, 0.013098216615617275, -0.04754297807812691, 0.002301289699971676, -0.018940402194857597, 0.011578589677810669, 0.01724572852253914, 0.005722158122807741, 0.07316622883081436, -0.01224703248590231, -0.0020179073326289654, -0.034961577504873276, -0.02674485556781292, 0.09860190749168396, -0.004716822411864996, -0.05198443681001663, -0.015710268169641495, 0.17689816653728485, -0.003975204657763243, -0.010396312922239304, -0.01612161099910736, 0.08294274657964706, 0.062479473650455475, -0.0682525560259819, -0.018060743808746338, 0.10101152211427689, 0.03746052831411362, -0.12593629956245422, -0.024550868198275566, 0.12876823544502258, -0.024119120091199875, -0.027157314121723175, -0.027168316766619682, 0.05113963037729263, 0.029726417735219002, 0.05136961117386818, -0.0472077913582325, -0.01331423595547676, 0.1336582452058792, 0.07048776000738144, 0.09411821514368057, -0.014040237292647362 ]
mutation\thad\ta\tdetrimental\teffect\n\ton\tthe\tnewborn\tinfant\tthat\tled\tto\tserious\tdevelopmental\nconsequences\tor\tdeath.\tSickle\tcell\tanemia\tis\tan\texample\tof\tan\tautosomal\trecessive\tdisease,\tcaused\nby\tinheriting\ttwo\tcopies\tof\tthe\tvariant\t\nHBB\n\tgene.\tMetabolic\tdisorders\tof\tamino\tacid,\tcarbohydrate,
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HBB\n\tgene.\tMetabolic\tdisorders\tof\tamino\tacid,\tcarbohydrate,\nand\tlipid\tmetabolism,\tdesignated\tas\tinborn\terrors\tof\tmetabolism\t(IEM),\tare\tsimilarly\theritable\tand\nassociated\twith\ta\tparticular\tmutation.\tIEM\tdisorders\n\tare\tthe\tearliest\tknown\texamples\tof\tnutritional\ngenomics,\tand\tdietary\tmodification\tremains\tthe\tprimary\ttreatment\t(see\t\nChapter\t42
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Chapter\t42\n).\tA\tbrief\noverview\tof\tIEM\tfrom\ta\tgenetic\tperspective\tis\tincluded\there\tto\temphasize\tthe\timportant\trole\tof\tthe\nnutrition\tprofessional\tin\trestoring\thealth\tto\tthese\tindividuals\tand\tto\tcontrast\tIEM\twith\tchronic\ndisorders,\twhich\tresult\tfrom\tthe\tsame\ttype\tof\tgenetic\tchange\tbut\n\taffect\tfunction\tless\tseverely.\tA
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affect\tfunction\tless\tseverely.\tA\nclassic\texample\tof\tan\tIEM\tof\tamino\tacid\tmetabolism\tis\tphenylketonuria\t(PKU),\twhich\tis\tan\tautosomal\nrecessive\tdisorder.\tPKU\tresults\tfrom\ta\tmutation\tin\tthe\tgene\tcoding\tfor\tthe\tenzyme\tphenylalanine\nhydroxylase,\tleading\tto\tan\tinability\tto\tconvert\tphenylalanine\tto\ttyrosine.\tLifelong\tdietary\trestriction
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ALDOB\n\tgene\tencoding\taldolase\tB\t(fructose-1,6-\nbiphosphate\taldolase)\timpairs\tthe\tcatalytic\tactivity\tof\tthe\tenzyme\tand\tprevents\tfructose\tfrom\tbeing\nconverted\tto\tglucose.\tBreast-fed\tinfants\tare\ttypically\tasymptomatic\tuntil\tfruit\tis\tadded\tto\n\tthe\tdiet.\nNutrition\ttherapy\tinvolves\tthe\telimination\tof\tfructose,\tsorbitol,\tand\tthe\tfructose-containing
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disaccharide\tsucrose.\tIn\tthe\tabsence\tof\tunderstanding\tthe\tpresence\tof\tthis\tgenetic\tlesion\tand\tthe\nneed\tto\teliminate\tthese\tsweeteners\tfrom\tthe\tdiet,\tthe\tindividual\ttypically\tproceeds\tto\tdevelop\nhypoglycemia,\tvomiting,\tand\tultimately\tkidney\tfailure,\tleading\tto\tdeath.\nThese\tdisorders\thighlight
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These\tdisorders\thighlight\n\tthe\tpower\tof\tunderstanding\tthe\tunderlying\tgenetic\tmutation\twhen\ndeveloping\tnutrition\ttherapeutic\tapproaches.\tFirst,\tthe\tfamily\thistory\tmay\tgive\ta\thint\tthat\ta\tgenetic\nmutation\tis\tpresent.\tAlthough\tthe\tgenetic\tmutation\t(\ngenotype\n)\tis\tpermanent,\tthe\t\nphenotype\n\tis\tnot.
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genotype\n)\tis\tpermanent,\tthe\t\nphenotype\n\tis\tnot.\nIn\tspite\tof\tan\tindividual\thaving\tmutations\tthat\tpredispose\tto\tdisease,\teliminating\tspecific\tfoods\tand\nfood\tingredients\tessentially\tkeeps\n\tthe\tdisease\tsusceptibility\tsilent,\tand\tthe\tinfant\twill\tenjoy\tnormal\ndevelopment.\tNutrition\tprofessionals\tare\tinvaluable\tfor\tbeing\table\tto\tdetect\tthe\tproblem\tand
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occurs\twithin\tthe\t\nFMR1\n\tgene\ton\tthe\tX\tchromosome\tin\twhich\ta\tcytosine-guanine-guanine\ntrinucleotide\tsegment\tis\trepeated\tmore\ttimes\tthan\tthe\tusual\tnumber\tfor\thuman\tbeings.\tThe\tmultiple\nrepeats\tof\tthis\ttrinucleotide\tmake\tthe\tX\tchromosome\tsusceptible\tto\tbreakage.\tAnother\tX-linked\ndominant\tdisorder\tis\ta\tform
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Duchenne\tmuscular\tdystrophy\t(DMD)\tdisorders.\tIndividuals\twith\tX-linked\trecessive\n\tnephrogenic\ndiabetes\tinsipidus\tare\tunable\tto\tconcentrate\turine\tand\texhibit\tpolyuria\tand\tpolydipsia.\tThis\tdisorder\nusually\tis\tdetected\tin\tinfancy\tand\tcan\tmanifest\tas\tdehydration,\tpoor\tfeeding,\tvomiting,\tand\tfailure\tto
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thrive.\tX-linked\trecessive\tadrenoleukodystrophy\tresults\tfrom\ta\tdefect\tin\tthe\tenzyme\tthat\tdegrades\nlong-chain\tfatty\tacids.\tThese\tfats\taccumulate\tand\tlead\tto\tbrain\tand\tadrenal\tdysfunction\n\tand\nultimately\tmotor\tdysfunction.\tX-linked\trecessive\tDMD\tis\tcharacterized\tby\tfatty\tinfiltration\tof\tmuscles
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and\textreme\tmuscle\twasting.\tChildren\ttypically\tare\tconfined\tto\ta\twheelchair\tby\tthe\ttime\tthey\treach\ntheir\tteens\tand\tneed\tassistance\twith\tfeeding.\nY-linked\tinheritance\tdisorders\tprimarily\tinvolve\tmale\tsex\tdetermination.\tAt\tthis\ttime\tno\tnutrition-\nrelated\tdisorders\thave\tbeen\tassigned\tconclusively\n\tto\tthe\tY\tchromosome.
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0.016908522695302963, 0.011751904152333736, -0.029874611645936966, 0.08810155838727951, 0.08704419434070587, -0.06903582811355591, -0.035741448402404785, 0.06152889505028725, -0.040746718645095825, -0.08909319341182709, -0.005511079914867878, 0.09904449433088303, -0.029808558523654938, -0.03308382257819176, -0.03475051373243332, 0.038832783699035645, 0.03010217845439911, 0.05985350161790848, -0.06298282742500305, 0.015975600108504295, 0.10020127147436142, 0.04479600489139557, 0.09709980338811874, -0.05511833354830742 ]
to\tthe\tY\tchromosome.\nIn\tsummary,\tany\tgene\tpotentially\tcan\tundergo\tmutation,\twhich\tcan\taffect\tthe\tfunction\tof\tits\nprotein\tand\tthe\thealth\tof\tthe\tindividual.\tIts\tlocation\twithin\tthe\tnuclear\tDNA\tor\tmtDNA\tdetermines\tits\nmode\tof\tinheritance.\tSee\t\nChapter\t42\n\tfor\tmore\tinformation\tabout\tgenetic\tand\tmetabolic\tdisorders.\nDisease\tat\tthe\tepigenetic\tlevel
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Disease\tat\tthe\tepigenetic\tlevel\nAlthough\tepigenetic\tmechanisms\tare\tmajor\tcontributors\n\tto\tchronic\tdisease\tthrough\tthe\tgene-\nenvironment\tinteractions,\tmuch\tremains\tto\tbe\tdiscovered\tregarding\tthe\tusual\tepigenomic\tpatterns\nof\teach\tgene\tinvolved\tand\tthe\tmechanisms\tby\twhich\tthat\tpattern\tis\taltered\tin\tresponse\tto
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environmental\ttriggers.\tDetails\tmust\tawait\tthe\toutcomes\tof\tthe\tmany\tstudies\tcurrently\tunderway.\nInstead,\tlet’s\ttake\ta\tmoment\tto\tacknowledge\tthe\tvaluable\tcontributions\tof\tnutrition\n\tpioneers\twho\nalerted\tthe\tfield\tto\tthe\timportance\tof\tnutrition-related\tepigenetics\tto\thealth.\tOrnish\tdemonstrated
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the\tpower\tof\tnutrition\tand\tlifestyle\ttherapy\tto\tchange\tcardiovascular\tdisease\tand\tprostate\tcancer\noutcomes\tand\tlinked\tthe\tlatter\twork\tto\tregulation\tof\tprostate\tgene\texpression\t(\nOrnish\tet\tal,\t2008\n).\nKallio\tet\tal\t(2007)\n\tdemonstrated\tthat\tchanging\tthe\tcarbohydrate\tcomposition\tof\tthe\tdiet\n\taffects\tgene
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affects\tgene\nexpression,\twhich\tincludes\tgenes\tthat\tregulate\tinsulin\tsignaling.\tStover\thas\tlong\tstudied\tthe\tbasis\nfor\tindividual\tdifferences\tin\tdiet-related\tdisease\tfrom\tan\tepigenetic\tstandpoint\tand\tsounded\tan\tearly\nalarm\ton\tthe\tneed\tto\tuse\tcare\tin\tthe\tconcentration\tof\tfolate\tused\tin\tenriching\tflour\tproducts,\tdietary
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metabolic,\tand\tphysiologic\tlevels.\nNutritional\tgenomics\tand\tchronic\tdisease\nHealth\tcare\tproviders\tare\tgradually\tincorporating\tthe\tvarious\t“omic”\tdisciplines\tinto\tassessment,\ndiagnosis,\n\tintervention,\tand\tmonitoring/evaluation.\tTo\tdo\tso\trequires\ta\tdeep\tfoundation\tof
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knowledge\tthat\tconnects\tgenetic\tand\tepigenetic\tsignatures\tto\tparticular\tdisease\tstates\tso\tthat\tan\nappropriate\ttarget\tfor\ttherapy\tis\tidentified.\tAdditionally,\tassessment\tand\tdiagnosis\tmust\tbe\tfollowed\nby\tinterventions\tknown\tto\trestore\thealth\tto\tthose\twith\texisting\tdisease\tor\tto\tprevent\tfuture\tdisease\nin\tthose
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in\tthose\n\tsusceptible\twho\tdo\tnot\tyet\tmanifest\tsymptoms.\tThis\toverall\tapproach\tis\twell\tunderway\tfor\nthe\tsingle\tgene\tdisorders\tfor\twhich\tgene\tvariants\thave\tbeen\tidentified\tand\tconnected\tto\tthe\nbiochemical\tand\tphysiologic\tconsequences,\tand\tfor\twhich\teffective\tinterventions\thave\tbeen\ndeveloped,\ttested,\tand\tapplied.
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Even\twhen\tthere\tare\tnot\tyet\twell-defined\tnutritional\tgenomics\tprotocols\tfor\tparticular\tdisorders,\ndiet-and-lifestyle\ttherapy\tcan\toften\tbe\thelpful.\nOf\tparticular\tinterest\tto\tnutrition\n\tprofessionals\tis\tthe\temerging\tdiscipline\tof\tnutritional\tgenomics\nand\tits\trole\tin\tprecision/personalized\tnutrition.\t\nNutritional\tgenomics
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Nutritional\tgenomics\n\tis\ta\tfield\tof\tstudy\tfocused\ton\nthe\tinteraction\tbetween\tgenes,\tdiet,\tlifestyle\tfactors,\tand\thuman\thealth.\tIncluded\twithin\tnutritional\ngenomics\tare\t\nnutrigenetics\n,\n\t\nnutrigenomics\n,\tand\tnutrition-related\taspects\tof\t\nepigenetics\n\tand\nepigenomics\n,\twhich\tprovide\tinsight\n\tinto\thow\tenvironmental\tfactors\tregulate\tgene\texpression.
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into\thow\tenvironmental\tfactors\tregulate\tgene\texpression.\nNutritional\tgenomics\tand\tits\tsubdisciplines\tencompass\tnumerous\tother\tdisciplines:\tmolecular\nbiology,\tbiochemistry,\tintermediary\tmetabolism,\ttranscriptomics,\tproteomics,\tmetabolomics,\tthe\nmicrobiome,\tneuroscience,\tand\tbehavioral\tchange.\tSee\tthe\tAcademy\tof\tNutrition\tand\tDietetics
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review\ton\tnutritional\tgenomics\tfor\tan\toverview\tof\tcurrent\tprogress\n\tin\tthe\tfield\t(\nRozga\tand\tHandu,\n2018\n).\tAs\tthese\tdisciplines\tevolve,\tpractitioners\twill\tincreasingly\tbe\table\tto\ttailor\tdiet\tand\tlifestyle\nchoices\tto\tthe\tgenetic\tmakeup\tof\teach\tclient.\nNutrigenetics\tconcerns\tthe\teffect\tof\tgenetic\tvariation\ton\tthe\tresponse\tto\tnutrients\tand\tother
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dietary\tinput.\tFor\texample,\tan\toften-cited\tillustration\tof\tnutrigenetics\tinvolves\ta\tvariant\tin\tthe\t5,10-\nmethylenetetrahydrofolate\n\treductase\t(\nMTHFR\n)\tgene.\tMutations\tin\tthis\tgene\tcan\tresult\tin\ta\nsubstantial\tdecrease\tin\tenzyme\tactivity\twhich\tis\tresponsible\tfor\tconverting\tdietary\tfolate\tor\tfolic\tacid
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such\tas\tinflammation\tand\tbiotransformation.\tAt\tthis\ttime\thuman\tclinical\tstudies\tare\tlimited,\tand\tthe
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therapeutic\tapproach\tbased\ton\ttheir\tgenetic\tmakeup\tand\tmodified\tfor\ttheir\tspecific\tenvironmental\nchallenges.\tGenomics\twill\tbe\tfundamental\tin\tthis\teffort\tsince\tgene\tvariants\twill\tbe\tthe\n\tbasis\tfor\nidentifying\tsusceptibility.\tEpigenetics\twill\tbe\tsimilarly\timportant\tbecause\tit\tis\tthe\tkey\tto\tgene\nexpression\tpatterns\tin\tresponse\tto\tlifestyle\tchoices.
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expression\tpatterns\tin\tresponse\tto\tlifestyle\tchoices.\nThe\tfirst\tstep\tin\tnutrigenetic\ttesting\tis\tassessment.\tGenome\tsequencing\tis\tused\tto\tquery\tthe\nclient’s\tgenome\tto\tidentify\tgenetic\tvariants\tpresent.\tEpigenomics\twill\tpotentially\tbe\tadded\tin\tthe\nnot-too-distant\tfuture\tto\tidentify\tepigenetic\n\tsignatures\tand\ttheir\tinfluence\ton\tgene\texpression.
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signatures\tand\ttheir\tinfluence\ton\tgene\texpression.\nGenomic\tanalysis\tis\taccomplished\teither\tby\tgenetic\ttechnology\tthat\tdetects\tspecific\tvariants\n(typically\treferred\tto\tas\tmicroarray\tchips),\tthrough\tsequencing\tof\tthe\tgene-related\tparts\tof\tthe\ngenome\t(whole\texome\tsequencing),\tor\tthrough\twhole\tgenome\tsequencing.\tThe\tevolution\tof\tDNA
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sequencing\ttechnology\tto\tthe\tpresent\tnext-generation\tsequencing\n\thas\tgreatly\tdecreased\tthe\tcost\nand\tthe\ttime\tneeded\tfor\tsequencing\tand\tis\trapidly\tbecoming\tthe\tpreferred\ttechnology\tfor\tchronic\ndisease\tresearch.\tOnce\tthe\tsequence\tis\tobtained,\tthere\tare\tnumerous\tcomputer\talgorithms\tthat\tcan
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detect\tparticular\tgene\tvariants\tof\tinterest.\tSome\tfilters\tare\treadily\tavailable;\tothers\tare\tproprietary\nto\tcompanies\tin\tthe\tbusiness\tof\tconverting\tthe\tpresence\tof\tgene\tvariants\n\tinto\trecommendations\tfor\nimproving\thealth\tand\tdecreasing\tdisease\tsusceptibility.
[ 0.03480573743581772, -0.058763690292835236, 0.06457114964723587, -0.043886665254831314, -0.022901277989149094, 0.007508847862482071, 0.11429500579833984, -0.049010343849658966, -0.03823847323656082, 0.0351424515247345, 0.06288689374923706, -0.10009273141622543, 0.03998136520385742, 0.08657862991094589, -0.05359232425689697, 0.02885228767991066, 0.02381063811480999, 0.03446284681558609, -0.03246467560529709, -0.060178034007549286, 0.03562371805310249, 0.06033187732100487, 0.010078263469040394, -0.032318055629730225, -0.01881769485771656, 0.0291415024548769, -0.08008767664432526, -0.07725557684898376, 0.03521667793393135, -0.041422367095947266, -0.11696146428585052, 0.05825492739677429, -0.023472625762224197, 0.01979367621243, 0.029080256819725037, 0.01592797413468361, -0.019055204465985298, 0.03291580453515053, 0.05609627440571785, -0.00028124466189183295, -0.06083337962627411, -0.07186228781938553, -0.0707787349820137, 0.00020914565538987517, 0.04974754899740219, 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improving\thealth\tand\tdecreasing\tdisease\tsusceptibility.\nThe\tfollowing\tpoints\tshould\tbe\tconsidered\tbefore\ttaking\ta\tnutrigenetic\ttest\tor\twhen\tassisting\tyour\nclients\tin\tunderstanding\tthe\ttest\tresults\tthat\tthey\tor\ttheir\tproviders\thave\tordered.\n•\t\nEvaluate\tthe\tcredentials\tof\tthe\tcompany/laboratory\tthat\twill\tbe\tdoing\tthe\ttesting.\tIs\ttesting
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being\tconducted\tin\tan\tappropriately\n\tcredentialed\tlaboratory\t(at\tleast\tCLIA-certified)?\n•\t\nHow\twill\tthe\tclient’s\tprivacy\tbe\tprotected?\n•\t\nWhat\tis\tthe\tcost\tof\tthe\ttest?\n•\t\nTo\twhom\twill\tthe\ttest\tresults\tbe\tsent?\n•\t\nHow\tlong\tbefore\tthe\tresults\twill\tbe\tavailable?\n•
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•\t\nHow\tlong\tbefore\tthe\tresults\twill\tbe\tavailable?\n•\t\nIs\tthe\tDNA\tsample\tdestroyed\tfollowing\tanalysis?\tIf\tsaved,\thow\twill\tit\tbe\tused\tin\tthe\tfuture?\nThe\tconsumer\twill\tneed\tto\tprovide\twritten\tconsent\tto\thave\ttheir\tsample\tretained\n\tand\tused\nfor\tfuture\tanalyses.\n•\t\nWhat\twill\tbe\tincluded\tin\tthe\treport\tof\tthe\ttest\tresults?\n•
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•\t\nWhat\twill\tbe\tincluded\tin\tthe\treport\tof\tthe\ttest\tresults?\n•\t\nWhich\tvariants\twill\tbe\texamined\tand\tare\trs\tnumbers\treported\talong\twith\tthe\tSNP?\n•\t\nWhat\tis\tthe\tassociation\tof\teach\tvariant\twith\ta\tdisease?\tDoes\tthe\tcompany\tmake\tthe\tstudies\navailable\tthat\tlink\tthe\tvariants\t(SNPs)\twith\tdiseases?\n•
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available\tthat\tlink\tthe\tvariants\t(SNPs)\twith\tdiseases?\n•\t\nWhich\tlifestyle\tchoices\tare\tparticularly\timportant\tin\tpromoting\tdisease\n\twhen\tthis\tvariant\tis\npresent?\nSeveral\tprominent\tnutritional\tgenomics\tresearchers\thave\tproposed\tguidelines\tfor\tevaluating\tthe\nvalidity\tof\tnutrigenetic\ttesting\tand\tits\tuse\tfor\tdietary\tadvice\t(\nGrimaldi\tet\tal,\t2017
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Grimaldi\tet\tal,\t2017\n).\tAdditionally,\tthe\nAcademy\tof\tNutrition\tand\tDietetics’\t2014\tnutritional\tgenomics\tposition\tpaper\tdescribes\tthe\tvarious\ngovernmental\tagencies\tthat\thave\tat\tleast\tsome\toversight\tof\tnutritional\n\tgenomics,\tparticularly\tdirect-\nto-consumer\ttesting\t(\nCamp\tand\tTrujillo,\t2014\n).
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to-consumer\ttesting\t(\nCamp\tand\tTrujillo,\t2014\n).\nThe\tinformation\tthat\tis\tgenerated\tby\tgenetic\ttests\tcan\tprovide\tinsight\tinto\tan\tindividual’s\tpresent\nhealth\tstatus\tand\tfuture\tdisease\tsusceptibilities\tto\ta\tmuch\tgreater\tdegree\tthan\thas\tbeen\tpossible\tto
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date.\tClients\twill\twant\tto\tknow\tthat\ttheir\tinformation\twill\tbe\theld\tprivate\tlike\tany\tother\thealth\tcare\ndata\tand\tthat\n\tit\tcannot\tbe\tused\tto\tdiscriminate\tagainst\tthem\tin\tobtaining\temployment\tor\tinsurance.\nUnintended\tconsequences\tof\tgenetic\ttesting\tare\toften\tcauses\tof\tconcern\tfor\tclients,\tand\tthe\tincrease
[ -0.027152523398399353, 0.015939492732286453, 0.05370629206299782, -0.038390256464481354, -0.092585988342762, 0.010521704331040382, 0.10688278079032898, -0.020774779841303825, 0.027762427926063538, 0.04774890094995499, 0.09848461300134659, -0.028962677344679832, 0.047579288482666016, -0.015505087561905384, -0.020669681951403618, 0.043841417878866196, -0.09001094847917557, 0.013185502961277962, -0.04588492214679718, -0.08078515529632568, 0.004446505103260279, 0.06659534573554993, 0.005066901445388794, -0.044503603130578995, 0.014493619091808796, 0.03206717222929001, -0.03203737735748291, -0.014662577770650387, 0.05903521552681923, -0.04924773424863815, -0.10797306150197983, 0.13791579008102417, -0.030394716188311577, 0.014708735048770905, 0.06816443800926208, 0.035165898501873016, -0.04586513713002205, 0.01237832847982645, 0.049561746418476105, 0.006677941884845495, 0.0007158591179177165, -0.0990888699889183, -0.015597580932080746, 0.010905046947300434, 0.008910457603633404, 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in\tgenetic\ttesting\tacross\thealth\tcare\tmakes\tunderstanding\tthose\tconsequences\tespecially\timportant\nfor\tnutrition\tprofessionals.\tSee\t\nBox\t6.13\n\tfor\tmore\ton\tthis\ttopic.\nBOX\t6.13\nELSI:\tEthical,\tLegal,\tand\tSocial\tImplications\n\t\nof\tGenomics\nFor\tthe\tvarious\t“omic”\ttechnologies\tto\tbe\thelpful\tin\tthe\tclinic,\tclients\tmust\tbe\tcomfortable\twith
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their\tuse.\tOf\tparticular\tconcern\tto\tclients\thas\tbeen\twhether\tgenetic\tinformation\tin\tthe\thands\tof\ninsurers\tor\temployers\tcould\tlead\tto\tdiscrimination\tagainst\tapplicants.\tThese\tand\tother\tissues\tare\nthe\tsubject\tof\tdebate\tand\tresearch\tinto\tthe\tethical,\tlegal,\tand\tsocial\timplications\t(ELSI)\n\tof\tgenetic\nresearch\tand\ttechnologies.
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of\tgenetic\nresearch\tand\ttechnologies.\nFrom\tthe\tbeginning\tof\tthe\tHuman\tGenome\tProject,\tscientists,\tpolicymakers,\tand\tthe\tpublic\nhave\tworked\tto\taddress\t\nELSI\n\tissues\tin\tgenetic\tresearch\tand\ttechnologies\tto\tinform\tand\tprotect\nthe\tpublic.\tSome\tof\tthe\tpotential\tharms\thave\tbeen\taddressed\tby\tlegislation.\tGenetic-related
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health\tinsurance.\tThis\tlegislation\tspecifically\tprohibits\tthe\tuse\tof\tgenetic\tinformation\tby\thealth\ninsurers\tto\tdeny\thealthy\n\tindividuals\tcoverage\tor\tto\tcharge\thigher\tthan\tusual\tpremiums\tbecause\nthat\tindividual\tmay\tdevelop\ta\tdisease\tin\tthe\tfuture.\tIt\talso\tbars\temployers\tfrom\tmaking\thiring,
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firing,\tpromotion,\tor\tjob\tplacement\tdecisions\tbased\ton\tgenetic\tinformation.\nHowever,\tas\tthe\tpopularity\tof\tdirect-to-consumer\tgenetic\ttesting\thas\tincreased,\tthe\tissue\tof\nprivacy\tand\tnondiscrimination\tcontinues\tto\tbe\tof\tconcern\tto\tconsumers\n\tand\tto\tvarious\ngovernmental\tagencies.\tThe\tFederal\tTrade\tCommission\thas\tbegun\ttaking\ta\tcareful\tlook\tat\thow
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companies\tsupplying\tthese\ttests\tprotect\tthe\tconsumer’s\tprivacy.\tThe\tnutrition\tprofessional\tshould\nbe\taware\tof\tthis\tconcern\tand\tbe\tready\tto\teducate\tclients\twho\tare\tconsidering\tgenetic\ttesting.\nResearch\tinto\tELSI\ttopics\tis\tongoing\tand\tis\temerging\tas\ta\tresearch\tfield\tin\tits\town\tright.\tThe\nNational
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National\n\tHuman\tGenome\tResearch\tInstitute’s\tELSI\tresearch\tprogram,\testablished\tin\t1990,\ncontinues\tto\tconduct\tresearch\tinto\tELSI\tissues.\tA\tlist\tof\tthe\ttypes\tof\tresearch\tbeing\tconducted\ncan\tbe\tfound\ton\tthe\tNational\tHuman\tGenome\tResearch\tInstitute\twebsite\tunder\tELSI.\tThe
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