Find the nearest neighbors

FindNNDist(fullcluster, normCount, meaningn = 20)

Arguments

fullcluster

A list of clusters that generated by the function GetCluster().

normCount

A list of normalized gene count matrix generated by the function NormData().

meaningn

default to be 20

Value

A list of distance vectors

Examples

data(sim_result)
# Create example data for fullcluster (mock data)
# fullcluster <- GetCluster(seuratlist)
# Create example data for normCount (mock data)
# normCount <- NormData(seuratlist)
# Define meaningn
meaningn <- 20

FindNNDist(sim_result[[1]], sim_result[[2]], meaningn = meaningn)
#> 
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#> $`sample-1`
#> $`sample-1`[[1]]
#> $`sample-1`[[1]]$`Cluster-1-dist1`
#> $`sample-1`[[1]]$`Cluster-1-dist1`[[1]]
#> GCCAACCTTTTCAC-1 AGAGCGGAGTCCTC-1 TCATGTACTGCTGA-1 TAAATGTGGTTGGT-1 
#>        0.4168781        0.4215551        0.4333821        0.4401978 
#> AGAACGCTAAGGGC-1 TATACAGATCCTAT-1 ATTTGCACCTATGG-1 ATACCTACGTACGT-1 
#>        0.4411233        0.4424682        0.4488208        0.4528544 
#> CAATATGATGGTGT-1 TAGTACCTACCTTT-1 AGTTTCACAGAATG-1 AAATTCGATCAGTG-1 
#>        0.4536055        0.4539784        0.4552600        0.4606758 
#> CTTAAAGATGACAC-1 AATAGGGAGAGCTT-1 TCCCATCTTTCGCC-1 GAACCAACCATGAC-1 
#>        0.4631657        0.4633491        0.4697549        0.4720871 
#> TACTCTGAGTCTTT-1 TACGTTACGGACGA-1 TATACAGATTGACG-1 GAAGCTTGATTCTC-1 
#>        0.4727638        0.4754392        0.4772885        0.4784777 
#> 
#> 
#> $`sample-1`[[1]]$`Cluster-2-dist1`
#> $`sample-1`[[1]]$`Cluster-2-dist1`[[1]]
#> ACTATCACCACTAG-1 CGATCCACTGGCAT-1 CTCGCATGAGAATG-1 CTTAAAGATGACAC-1 
#>        0.4599904        0.4807713        0.4859972        0.4898388 
#> CGATACGAGTAGGG-1 TATGTGCTAACGAA-1 GCCAACCTTTTCAC-1 CGAAGACTACCATG-1 
#>        0.4935778        0.4997122        0.5007467        0.5061022 
#> ATTGGGTGGCTCCT-1 AGTGAAGAGAGAGC-1 TATACAGATTGACG-1 TACGTTACGGACGA-1 
#>        0.5081902        0.5121016        0.5133797        0.5142443 
#> ACTTGACTCACCAA-1 AGCGGCTGCCGTTC-1 TGCAAGACCTCCCA-1 ATGAAGGAACTCTT-1 
#>        0.5170036        0.5192142        0.5232809        0.5240128 
#> CAATATGATGGTGT-1 TGAACCGATGGAAA-1 CTTTGATGAAGGTA-1 GCAGCTCTAGCATC-1 
#>        0.5261657        0.5269322        0.5273094        0.5278297 
#> 
#> 
#> $`sample-1`[[1]]$`Cluster-3-dist1`
#> $`sample-1`[[1]]$`Cluster-3-dist1`[[1]]
#> ATTGAATGTCGTGA-1 ATACCTACGTACGT-1 CTGACCACAGTCGT-1 AGAACAGATGGAGG-1 
#>        0.3620963        0.3866080        0.3944249        0.3986115 
#> AACAGCACCTCGCT-1 TAATCCACCTCAGA-1 CGCACTACACTACG-1 AAACGGCTTGTCAG-1 
#>        0.4050980        0.4152952        0.4250580        0.4270574 
#> GCCAACCTTTTCAC-1 TCACCTCTTTACTC-1 GGGTTATGGTTCGA-1 CTTTGATGAAGGTA-1 
#>        0.4307117        0.4349739        0.4359791        0.4368478 
#> TACTCTGAGTCTTT-1 ACACGTGAAGTCAC-1 TCGGCACTCCAAGT-1 ATTTGCACCTATGG-1 
#>        0.4450020        0.4462582        0.4473503        0.4514155 
#> ACCGAAACTGACCA-1 TAACTAGAACGGAG-1 ACATACCTAGAATG-1 TTCACAACCTAGCA-1 
#>        0.4548215        0.4628485        0.4654928        0.4666477 
#> 
#> 
#> $`sample-1`[[1]]$`Cluster-4-dist1`
#> $`sample-1`[[1]]$`Cluster-4-dist1`[[1]]
#> CACCGTACCTGATG-1 CGATACGAGTAGGG-1 ACTTGACTCACCAA-1 CTTAAAGATGACAC-1 
#>        0.4210493        0.4226300        0.4339561        0.4395891 
#> CAATATGATGGTGT-1 TACGCAGAGCCCTT-1 ATGTCACTCGATAC-1 ACCTGAGACCTATT-1 
#>        0.4480610        0.4528170        0.4607824        0.4661475 
#> GTAATAACTGTCCC-1 CTGCAGCTTCTTAC-1 TGAACCGATGGAAA-1 CGATCCACTGGCAT-1 
#>        0.4677114        0.4684416        0.4721682        0.4730187 
#> AATAGGGAGAGCTT-1 GTCACAGAGAGACG-1 TCTAACTGCTGAAC-1 TACTCTGAGTCTTT-1 
#>        0.4749907        0.4782087        0.4792429        0.4796281 
#> TCGAATCTGAACCT-1 CGAAGACTACCATG-1 TAGGTCGAACCCTC-1 AGTGAAGAGAGAGC-1 
#>        0.4822638        0.4833109        0.4838850        0.4866095 
#> 
#> 
#> $`sample-1`[[1]]$`Cluster-5-dist1`
#> $`sample-1`[[1]]$`Cluster-5-dist1`[[1]]
#> CCAATGGAAAAGCA-1 TGCAAGACCTCCCA-1 TAGTACCTACCTTT-1 CTGCAGCTTCTTAC-1 
#>        0.3278194        0.3604714        0.3605006        0.3621706 
#> GCCTGACTCAACCA-1 ATATAGTGTAAGCC-1 CGTCCATGCAGAAA-1 AGAGCGGAGTCCTC-1 
#>        0.3654373        0.3654696        0.3655998        0.3699514 
#> TACTCTGAGTCTTT-1 CGATCCACTGGCAT-1 TAGGTTCTCAGTTG-1 AGTGAAGAGAGAGC-1 
#>        0.3727114        0.3752159        0.3753730        0.3769974 
#> ATTTCTCTGGACAG-1 TGTGAGTGCTTCGC-1 TCGGCACTCCAAGT-1 TTGTCATGTGCACA-1 
#>        0.3774480        0.3796217        0.3817795        0.3825988 
#> GGTGATACGATAAG-1 TAAAGACTGGGAGT-1 ATACTCTGAACCAC-1 TCTAACTGCTGAAC-1 
#>        0.3837904        0.3851200        0.3868061        0.3919519 
#> 
#> 
#> 
#> $`sample-1`[[2]]
#> $`sample-1`[[2]]$`Cluster-1-dist2`
#> $`sample-1`[[2]]$`Cluster-1-dist2`[[1]]
#> CAGTGATGGGGTGA-1 TGACACGACTGACA-1 AGCTTTACTTACCT-1 ACTCCTCTCCACAA-1 
#>        0.4771121        0.5059837        0.5092528        0.5164490 
#> TGAATAACGAATGA-1 ACTACTACGTGTAC-1 GGAGAGACCCTAAG-1 CATTGTTGTCACCC-1 
#>        0.5205269        0.5215301        0.5237750        0.5292047 
#> ACAGTGTGGGTGAG-1 CCAGCGGATCCTAT-1 ATATACGACCTCCA-1 ATTCTTCTAGAAGT-1 
#>        0.5300332        0.5313788        0.5317262        0.5323156 
#> GTGATCGAGTCTGA-1 ACCACAGACCTTGC-1 CTATGTACTTCTAC-1 TTCCCACTTTGAGC-1 
#>        0.5335802        0.5349248        0.5407381        0.5413669 
#> CCAGTGCTGGTGAG-1 GACTACGATCTGGA-1 TGCAAGTGCCGAAT-1 TGTGACGAATGCCA-1 
#>        0.5414521        0.5436474        0.5446657        0.5475028 
#> 
#> 
#> $`sample-1`[[2]]$`Cluster-2-dist2`
#> $`sample-1`[[2]]$`Cluster-2-dist2`[[1]]
#> TACAAATGTCAGTG-1 AAGATGGAACCACA-1 CGCTACTGAAGAAC-1 ACTCCTCTCCACAA-1 
#>        0.5219750        0.5337952        0.5345218        0.5494597 
#> CCAGCGGATCCTAT-1 ACTCGAGAACGGGA-1 TGGTCAGATCCAAG-1 GCCCAGGATTTCTG-1 
#>        0.5516277        0.5564354        0.5591036        0.5592527 
#> GGCGCATGGGGAGT-1 ACCCGTTGGCTTCC-1 CACTGCACCTCCAC-1 GCCACGGACATGAC-1 
#>        0.5600749        0.5606460        0.5631716        0.5635609 
#> TAGAATTGCCGCTT-1 CCAAGTGATGACTG-1 ACGAGGGAGTTGTG-1 ACCACAGACCTTGC-1 
#>        0.5669398        0.5680507        0.5707782        0.5727053 
#> CTGAAGTGGGTTTG-1 TACGGAACTGGCAT-1 GAGTACTGCAAAGA-1 GACTACGATCTGGA-1 
#>        0.5733548        0.5739455        0.5755971        0.5761036 
#> 
#> 
#> $`sample-1`[[2]]$`Cluster-3-dist2`
#> $`sample-1`[[2]]$`Cluster-3-dist2`[[1]]
#>   TGACACGACTGACA-1   ACTCCTCTCCACAA-1   AGCTTTACTTACCT-1   CTTACATGTGGGAG-1 
#>          0.4404934          0.4432893          0.4518118          0.4541242 
#>   CATTGTTGTCACCC-1   ACGCCGGACAGCTA-1   CTTGAGGATCAGAC-1   CTCTAAACAGGAGC-1 
#>          0.4559921          0.4611345          0.4675702          0.4702524 
#>   ATATACGACCTCCA-1   CCCGGAGATTGAGC-1   GGAGAGACCCTAAG-1   AGCGCTCTGAGGCA-1 
#>          0.4786793          0.4805195          0.4879885          0.4901373 
#>   ACTACTACGTGTAC-1   CTGTAACTAGAACA-1   CGTTAACTGGGAGT-1   AGCGATACGCGAGA-1 
#>          0.4914950          0.4943729          0.4987184          0.5175823 
#>   AATTGATGCTAGTG-1   CAGTGATGGGGTGA-1 GCTACGCTTGCCTC-1.1   CGAGAACTCTGTAG-1 
#>          0.5256908          0.5275410          0.5360202          0.5434981 
#> 
#> 
#> $`sample-1`[[2]]$`Cluster-4-dist2`
#> $`sample-1`[[2]]$`Cluster-4-dist2`[[1]]
#> GACTACGATCTGGA-1 GACGTAACCGCAAT-1 TAGAATTGCCGCTT-1 CGCTACTGAAGAAC-1 
#>        0.4251482        0.4352175        0.4516675        0.4551821 
#> CCACTGTGGCGAGA-1 ACTCCTCTCCACAA-1 ACTCGAGAACGGGA-1 AAGATGGAACCACA-1 
#>        0.4578682        0.4582179        0.4617831        0.4618111 
#> TGAATAACGAATGA-1 GTAATAACTAGACC-1 TTCCCACTTTGAGC-1 CACTGCACCTCCAC-1 
#>        0.4634936        0.4661847        0.4718190        0.4722351 
#> CTCCATCTATACCG-1 TACAAATGTCAGTG-1 CTTGAGGATCAGAC-1 GCCCAGGATTTCTG-1 
#>        0.4730657        0.4787441        0.4791487        0.4798559 
#> CCAGTGCTGGTGAG-1 CGAGGCTGATTTCC-1 TAGCCGCTTATCGG-1 GTTATGCTTGGATC-1 
#>        0.4803495        0.4816987        0.4824719        0.4825255 
#> 
#> 
#> $`sample-1`[[2]]$`Cluster-5-dist2`
#> $`sample-1`[[2]]$`Cluster-5-dist2`[[1]]
#>   ATTCTTCTAGAAGT-1   TGAATAACGAATGA-1   GCGTAAACCTCGAA-1 GCTACGCTTGCCTC-1.1 
#>          0.3998998          0.4179401          0.4277619          0.4309251 
#>   TTCCCACTTTGAGC-1   CCAGTGCTGGTGAG-1   CGAGAACTGGAGGT-1   ACTCGAGAACGGGA-1 
#>          0.4360768          0.4364278          0.4457862          0.4464064 
#>   CGAGGCTGATTTCC-1   GAATGCACCACCAA-1   CCGGAGACAGAGGC-1   AGCGCTCTGAGGCA-1 
#>          0.4478324          0.4579576          0.4583528          0.4613972 
#>   AAGATGGAACCACA-1   AGCTTTACTTACCT-1   GCCACGGACATGAC-1   GTGATCGAGTCTGA-1 
#>          0.4626850          0.4637686          0.4708285          0.4725515 
#>   TGCCCAACGCTACA-1   GACTACGATCTGGA-1   TCGAGCCTTGGTGT-1   CAGTGATGGGGTGA-1 
#>          0.4754313          0.4784781          0.4800536          0.4808187 
#> 
#> 
#> 
#> 
#> $`sample-2`
#> $`sample-2`[[1]]
#> $`sample-2`[[1]]$`Cluster-1-dist1`
#> $`sample-2`[[1]]$`Cluster-1-dist1`[[1]]
#>   ACTCGAGACCTGTC-1   CAAGAAGACATACG-1   ACTTGACTAACTGC-1   ATTCAAGACCATGA-1 
#>          0.2720574          0.3205915          0.3430173          0.3465420 
#>   GACAACACCTCTTA-1   GGAGACGAGCTGAT-1   AACTGTCTTCTAGG-1 CCTCATCTGATGAA-1.1 
#>          0.4146176          0.4244988          0.4370714          0.5186654 
#>   ATAGCCGATTTGGG-1   TGGAGACTGTCTTT-1   CGCTACACACACGT-1   CGGTCACTTCACGA-1 
#>          0.6815880          0.6853387          0.6874049          0.6942292 
#>   AAACATTGTTTGTC-1   CTTGTATGGTTTCT-1   ATCACTTGTGTTTC-1   ATGTCACTAACTGC-1 
#>          0.7189480          0.7203206          0.7372022          0.7696705 
#>   AAGTTCCTAGATCC-1   TACGTACTGTCGAT-1   CAAATTGAAGAACA-1   TCTATGTGCGTGTA-1 
#>          0.7772963          0.7872017          0.7910273          0.8138759 
#> 
#> 
#> $`sample-2`[[1]]$`Cluster-2-dist1`
#> $`sample-2`[[1]]$`Cluster-2-dist1`[[1]]
#> ACTTTGTGCCTCCA-1 ATTTCGTGAACAGA-1 ACAAATTGAACCAC-1 GGAGGATGGGACTT-1 
#>        0.8062220        0.8267056        0.8273775        0.8348757 
#> ATCGGAACTACGCA-1 GATCATCTTTCCAT-1 CTGAATCTGCTAAC-1 GGAGTTACTGCCAA-1 
#>        0.8371288        0.8420493        0.8571019        0.8590669 
#> ATTGCTTGCAAGCT-1 GACAACTGGTCGTA-1 ACAGTGTGGGTGAG-1 ATCTCAACAGAGTA-1 
#>        0.8604953        0.8627658        0.8635034        0.8717439 
#> TGCTGAGATGAGCT-1 TGTTAAGAGTAGCT-1 AGTTTGCTATCACG-1 GACCATGACTGGAT-1 
#>        0.8774194        0.8793628        0.8801783        0.8816786 
#> TATCACTGGCATCA-1 CGAGAACTGGAGGT-1 TCATCATGGCGGAA-1 GGCAAGGACCCTAC-1 
#>        0.8854787        0.8862833        0.8947336        0.8964509 
#> 
#> 
#> $`sample-2`[[1]]$`Cluster-3-dist1`
#> $`sample-2`[[1]]$`Cluster-3-dist1`[[1]]
#> CGTCCAACGGTTTG-1 CAGCTCACAACGAA-1 CGTGATGAATAAGG-1 GATCATCTTTCCAT-1 
#>        0.6353424        0.6588655        0.7114498        0.7298076 
#> CGAGAACTGGAGGT-1 GCGCACGAGAGATA-1 GAAGTGCTTCTCAT-1 GGGAAGACCGTAGT-1 
#>        0.7302941        0.7671644        0.7738742        0.7772165 
#> AAAGATCTGTTGCA-1 GTGTGATGGTTGAC-1 ATTGCACTGGGACA-1 AGCGCTCTGAGGCA-1 
#>        0.7854527        0.7914432        0.7919198        0.7923953 
#> ACTCAGGATGCTAG-1 AGGTTGTGCCTAAG-1 CCGGAGACAGAGGC-1 TCCACGTGGGAGTG-1 
#>        0.7967486        0.8046064        0.8049309        0.8070283 
#> GACCATGACTGGAT-1 CCAGTGCTGTGCTA-1 GTGGATTGTGCATG-1 GGAGTTACTGCCAA-1 
#>        0.8082819        0.8111021        0.8111046        0.8196229 
#> 
#> 
#> $`sample-2`[[1]]$`Cluster-4-dist1`
#> $`sample-2`[[1]]$`Cluster-4-dist1`[[1]]
#>   ACAGTGTGGGTGAG-1   CAAGGTTGAGATCC-1   ACCACAGACCTTGC-1   ACAGACACTTTGGG-1 
#>          0.5747485          0.6272156          0.6292295          0.6366617 
#>   TGTGACGAATGCCA-1   CTTTAGACTGTCAG-1   CCACTGTGGCGAGA-1   CAGACATGACCTCC-1 
#>          0.6434184          0.6438520          0.6535688          0.6581712 
#>   GCAGTTGATCAAGC-1 GCTACGCTTGCCTC-1.1   TACTACACTTGTCT-1   ACTTTGTGCCTCCA-1 
#>          0.6715013          0.6764733          0.6866992          0.6911193 
#>   GACACTGACGTAGT-1   GACAACTGGTCGTA-1   CGAGAACTCTGTAG-1   CGTCCAACGGTTTG-1 
#>          0.6995181          0.6998991          0.7030791          0.7035389 
#>   CGAGGCTGATTTCC-1   ACTACTACGTGTAC-1   TATCACTGGCATCA-1   TATAAGTGGTGTCA-1 
#>          0.7193728          0.7252628          0.7270709          0.7277194 
#> 
#> 
#> 
#> $`sample-2`[[2]]
#> $`sample-2`[[2]]$`Cluster-1-dist2`
#> $`sample-2`[[2]]$`Cluster-1-dist2`[[1]]
#> CAATTCTGGTCAAC-1 CGTGTAGAAGACTC-1 TCCCGAACACGGAG-1 GCCTACACGGTCAT-1 
#>        0.4268877        0.5122497        0.5140131        0.5249173 
#> GGCGACTGCTCCAC-1 GTAGCAACCACTTT-1 CTCCATCTCCTAAG-1 GTCAATCTGGCAAG-1 
#>        0.5303750        0.5305595        0.5364657        0.5459833 
#> CGAGAACTGTTTGG-1 AGCCTCTGGTACGT-1 GTGGATTGGCCAAT-1 TTCTTACTGGTACT-1 
#>        0.5809843        0.5814966        0.5827208        0.6055539 
#> CTCGCATGAGAATG-1 GTAAGCTGTGTCTT-1 TCAATAGAAGTAGA-1 GGCCAGACTTCCAT-1 
#>        0.6057463        0.6153616        0.6313984        0.6577433 
#> GTAGCCCTACCTTT-1 TGCAAGACCTCCCA-1 GCGATATGCTCATT-1 AGATATACGCGGAA-1 
#>        0.6609702        0.6619806        0.6641168        0.6679245 
#> 
#> 
#> $`sample-2`[[2]]$`Cluster-2-dist2`
#> $`sample-2`[[2]]$`Cluster-2-dist2`[[1]]
#> TACGACGAAGCCAT-1 CGACTGCTGGACGA-1 TTCTTACTGGTACT-1 ACCCAGCTGAGGAC-1 
#>        0.7951862        0.8126720        0.8146142        0.8148469 
#> AGTTCTACATTCTC-1 GGCCGAACAATCGC-1 CATCATACGGACAG-1 GGTACAACGACTAC-1 
#>        0.8169812        0.8216883        0.8239391        0.8283370 
#> GGATTGTGGAGGGT-1 TGTTACTGAGATGA-1 CGGACCGACTCCAC-1 ATACGGACAGCTAC-1 
#>        0.8293670        0.8317821        0.8333292        0.8333561 
#> AGAGAATGTGACAC-1 ATTGCTTGCGGTAT-1 GTATCACTTCATTC-1 AGTATAACCAGTTG-1 
#>        0.8351760        0.8371530        0.8388341        0.8414956 
#> GAGATAGACGCAAT-1 TTGTCATGTGCACA-1 GGATTTCTGACGAG-1 ATCTTGACCGCCTT-1 
#>        0.8420345        0.8420345        0.8426105        0.8430965 
#> 
#> 
#> $`sample-2`[[2]]$`Cluster-3-dist2`
#> $`sample-2`[[2]]$`Cluster-3-dist2`[[1]]
#> AGCGAACTGTACAC-1 TAATCGCTGGGTGA-1 ACTCCCGATACTCT-1 TATGAATGATGTCG-1 
#>        0.6672200        0.6713036        0.6853796        0.6872885 
#> ATGATATGAAGAGT-1 AGTTTAGATCTCGC-1 GATTTAGAATCTTC-1 TCGCACTGCTGACA-1 
#>        0.7001162        0.7034074        0.7054610        0.7058255 
#> GGCCGAACGTGCAT-1 TAGATCCTAGTACC-1 TAGGTTCTCAGTTG-1 ACAGTTCTTACGCA-1 
#>        0.7104648        0.7119194        0.7119399        0.7173488 
#> ACTTAAGATCAGAC-1 GCCACGGACATGAC-1 CATCCCGACACTCC-1 GAGTGACTTGGAGG-1 
#>        0.7188141        0.7191639        0.7193662        0.7203257 
#> GTAATAACTAGACC-1 ATTCTTCTAGAAGT-1 GTTATGCTTGGATC-1 CACCGTACCTGATG-1 
#>        0.7235182        0.7302403        0.7337376        0.7349482 
#> 
#> 
#> $`sample-2`[[2]]$`Cluster-4-dist2`
#> $`sample-2`[[2]]$`Cluster-4-dist2`[[1]]
#> TTCAGTACCCTTAT-1 ATTCTTCTAGAAGT-1 GGATGTTGAGCACT-1 AGTTCTACGAGGTG-1 
#>        0.5108015        0.5243684        0.5301985        0.5324557 
#> ATACGGACAGCTAC-1 TGTTACTGAGATGA-1 TGAATAACGAATGA-1 ACCTGAGACCTATT-1 
#>        0.5331417        0.5365981        0.5662472        0.5707880 
#> CGACGTCTACAGCT-1 CGCATAGACTACTT-1 CGAAGACTACCATG-1 GGATTGTGGAGGGT-1 
#>        0.5712202        0.5732817        0.5797302        0.5860055 
#> TTCCCACTTTGAGC-1 CGTGCACTACGGTT-1 TATACGCTCGTGAT-1 GTATCACTTCATTC-1 
#>        0.5868472        0.5878540        0.5881835        0.5933831 
#> TGCAAGACCCCAAA-1 ATGATATGAAGAGT-1 AATCTAGACTACCC-1 TAGTCACTCGTTAG-1 
#>        0.5934808        0.5944956        0.5945965        0.5969122 
#> 
#> 
#> 
#> 
#> $`sample-3`
#> $`sample-3`[[1]]
#> $`sample-3`[[1]]$`Cluster-1-dist1`
#> $`sample-3`[[1]]$`Cluster-1-dist1`[[1]]
#> ACCCAAGATTAGGC-1 GAGTACTGCAAAGA-1 GTAGCATGTGTCTT-1 ACTTAAGAACTGTG-1 
#>        0.5188665        0.5480534        0.5490973        0.5607969 
#> GAAGAATGGCTTCC-1 GAGGGATGCCATAG-1 GAGTGACTTGGAGG-1 AAGAAGACGTGTCA-1 
#>        0.5623195        0.5628841        0.5716142        0.5757672 
#> ATTTCTCTTGCCCT-1 AGTACTCTAGTCGT-1 GCCTACACTTTGGG-1 CCAGCGGATCCTAT-1 
#>        0.5871152        0.5878080        0.5879343        0.5897171 
#> CTCGACTGATTTCC-1 GCCCAGGATTTCTG-1 GGACCCGAATGCTG-1 AAATACTGCTTGTT-1 
#>        0.5904493        0.5909479        0.5912867        0.5939080 
#> GTTAAAACGGAAAT-1 GTGACAACTACGAC-1 CTATGTACTTCTAC-1 TTGTAGCTGATAAG-1 
#>        0.5972331        0.5979124        0.5994133        0.5999087 
#> 
#> 
#> $`sample-3`[[1]]$`Cluster-2-dist1`
#> $`sample-3`[[1]]$`Cluster-2-dist1`[[1]]
#> ATATACGACCTCCA-1 TAAGAACTTAGAGA-1 CCAGCGGATCCTAT-1 GAATGCACCACCAA-1 
#>        0.4582329        0.4718779        0.4933438        0.4994470 
#> AGCGAACTTGTAGC-1 AGGATAGACCGAAT-1 GGAGGATGAGCTAC-1 CAAGGTTGAACCGT-1 
#>        0.4996848        0.5015787        0.5029141        0.5044784 
#> CATTGTTGTCACCC-1 ACGCTGCTCAGCTA-1 CTCCATCTATACCG-1 GACCTAGACCTAAG-1 
#>        0.5049082        0.5147647        0.5149352        0.5183054 
#> GAGTGACTTGGAGG-1 GCAGCCGAGTCTGA-1 GTCGACCTACCTGA-1 ACTTAAGAACTGTG-1 
#>        0.5244204        0.5285276        0.5297468        0.5336752 
#> GATAATACTGGCAT-1 CTCTAATGTGGGAG-1 GTGGATTGTCTTAC-1 GAGTACTGCAAAGA-1 
#>        0.5390897        0.5411767        0.5419274        0.5422313 
#> 
#> 
#> $`sample-3`[[1]]$`Cluster-3-dist1`
#> $`sample-3`[[1]]$`Cluster-3-dist1`[[1]]
#> TTAACCACGCATAC-1 GTTACGGAGGTGAG-1 CGCTACTGAAGAAC-1 TACAAATGTCAGTG-1 
#>        0.6774819        0.6915117        0.7271765        0.7307254 
#> CGCCATTGCTACGA-1 CATCCCGATTCGCC-1 GCAGCCGAGTCTGA-1 CGTGCACTTGACAC-1 
#>        0.7311125        0.7421082        0.7483895        0.7519949 
#> GGAGCCACGCATCA-1 GCGAAGGAGTAAAG-1 ACGACAACTTCTTG-1 ATTCTGACCTAGAC-1 
#>        0.7526287        0.7601791        0.7624755        0.7648011 
#> GTAATAACTAGACC-1 CTAACTACAAGAAC-1 ATGTAAACGAGCAG-1 GCATGTGACGTGTA-1 
#>        0.7656720        0.7717603        0.7766987        0.7774167 
#> TCTACAACTGGTGT-1 TGTGGATGTCTCTA-1 TCCTAATGTAGTCG-1 GGACTATGCCGCTT-1 
#>        0.7778520        0.7825989        0.7838049        0.7856336 
#> 
#> 
#> $`sample-3`[[1]]$`Cluster-4-dist1`
#> $`sample-3`[[1]]$`Cluster-4-dist1`[[1]]
#> CTCGACTGATTTCC-1 ATTCTTCTAGAAGT-1 AAGATGGAACCACA-1 TTCCCACTTTGAGC-1 
#>        0.5133656        0.5197666        0.5221534        0.5330723 
#> CAGTGATGGGGTGA-1 TGCAAGTGCCGAAT-1 GACTACGATCTGGA-1 ACTCGAGAACGGGA-1 
#>        0.5331206        0.5470221        0.5475329        0.5502270 
#> AGCGAACTTGTAGC-1 CTCCATCTATACCG-1 GCCACGGACATGAC-1 GAATGCACCACCAA-1 
#>        0.5519753        0.5527183        0.5533464        0.5579289 
#> TCGAGCCTTGGTGT-1 GTTATGCTTGGATC-1 GTAGGTACGTTGAC-1 GAGTACTGCAAAGA-1 
#>        0.5592937        0.5635569        0.5698735        0.5712583 
#> ACGCTGCTCAGCTA-1 TATGTGCTAGTGTC-1 GACGTAACCGCAAT-1 GCCCAGGATTTCTG-1 
#>        0.5748533        0.5761488        0.5774108        0.5777036 
#> 
#> 
#> $`sample-3`[[1]]$`Cluster-5-dist1`
#> $`sample-3`[[1]]$`Cluster-5-dist1`[[1]]
#> ACTCCCGAGTGTCA-1 GTGGATTGTCTTAC-1 TGAATAACGAATGA-1 GCTATACTCATGCA-1 
#>        0.5383948        0.5813815        0.5820160        0.5941744 
#> ACGCCGGACAGCTA-1 CCAGCGGATCCTAT-1 AACACTCTACTAGC-1 CTTGAGGATCAGAC-1 
#>        0.5970663        0.6149323        0.6178011        0.6214520 
#> AACAATACCCCTAC-1 AGCGAACTTGTAGC-1 TTCCAAACGATGAA-1 ACTCCTCTCCACAA-1 
#>        0.6231395        0.6301978        0.6337673        0.6342416 
#> AGCGATACGCGAGA-1 CTAACTACAAGAAC-1 ACTTGACTCGCTAA-1 TGAATAACCCAACA-1 
#>        0.6378634        0.6420228        0.6421799        0.6424283 
#> CTGTAACTAGAACA-1 TGACCGCTAGTCAC-1 GAATGCACCACCAA-1 TAATGATGCGCAAT-1 
#>        0.6433933        0.6543339        0.6573612        0.6580093 
#> 
#> 
#> 
#> $`sample-3`[[2]]
#> $`sample-3`[[2]]$`Cluster-1-dist2`
#> $`sample-3`[[2]]$`Cluster-1-dist2`[[1]]
#> GAAGGTCTTTGACG-1 TGAACCGATCACGA-1 ATTAACGATCCAAG-1 GCAGTTGATCAAGC-1 
#>        0.5356463        0.5700782        0.5703599        0.5736609 
#> TTCAGACTGTCTGA-1 GTATTCACCAGGAG-1 GAAACAGATTCATC-1 TGTGACGAATGCCA-1 
#>        0.5736657        0.5830493        0.5927145        0.5946173 
#> ACTTGACTCACCAA-1 GTATCACTTCATTC-1 CGCACTTGATTCTC-1 TGACGCCTACACCA-1 
#>        0.5982439        0.6013820        0.6047366        0.6058019 
#> ACCCACTGACACGT-1 CGAAGACTACCATG-1 TAACCGGACAGTCA-1 TAGGTCGAACCCTC-1 
#>        0.6101928        0.6107579        0.6144317        0.6145092 
#> CCCTGAACGAACTC-1 ACCACAGACCTTGC-1 TTTCGAACACCCAA-1 ACCTGAGACCTATT-1 
#>        0.6150798        0.6155167        0.6156981        0.6170923 
#> 
#> 
#> $`sample-3`[[2]]$`Cluster-2-dist2`
#> $`sample-3`[[2]]$`Cluster-2-dist2`[[1]]
#> TACTCTGAGTCTTT-1 CTTAGACTCTGTTT-1 ACCGAAACTGACCA-1 TGTAAAACGGTAGG-1 
#>        0.4739577        0.4776483        0.4864887        0.4951033 
#> TCGGCACTCCAAGT-1 GCCAACCTTTTCAC-1 CGGATAACCACAAC-1 CACCGTACCTGATG-1 
#>        0.4973338        0.4986628        0.5048768        0.5128501 
#> TCATGTACTGCTGA-1 GTCCCATGCTCAGA-1 CGTGATGAATAAGG-1 ACACGTGAAGTCAC-1 
#>        0.5141681        0.5142934        0.5211514        0.5231725 
#> AGAGCGGAGTCCTC-1 TGTCAGGAATGCTG-1 AAACGGCTTGTCAG-1 AACCACGAATTTCC-1 
#>        0.5232360        0.5246671        0.5255635        0.5278311 
#> ACTTCCCTTTTCGT-1 CGTCCATGCAGAAA-1 TTTCGAACACCCAA-1 TGACGCCTACACCA-1 
#>        0.5299772        0.5338010        0.5339434        0.5354578 
#> 
#> 
#> $`sample-3`[[2]]$`Cluster-3-dist2`
#> $`sample-3`[[2]]$`Cluster-3-dist2`[[1]]
#> ACTTGACTCACCAA-1 AGCGGCTGCCGTTC-1 CGTACCACCTGCTC-1 TCGCACTGCTGACA-1 
#>        0.7415713        0.8042380        0.8051522        0.8110260 
#> CATAGTCTGACGAG-1 CCAGTGCTGGTGAG-1 ATGCGCCTCCCACT-1 TACGGAACTGGCAT-1 
#>        0.8118001        0.8231643        0.8236726        0.8236941 
#> CACCGTACCTGATG-1 CGAAGACTACCATG-1 TAGTCACTCGTTAG-1 CTACGCACTACGAC-1 
#>        0.8248783        0.8269987        0.8290155        0.8290773 
#> CATACTACAACGAA-1 TAACCGGAACCCTC-1 AGGGTTTGAACCAC-1 CCGGAGACAGAGGC-1 
#>        0.8317504        0.8339239        0.8360113        0.8370452 
#> ATGTCACTGGTACT-1 TCGCAAGAATTCTC-1 ACAAGAGATCGACA-1 CGTTAACTGGGAGT-1 
#>        0.8400257        0.8427462        0.8449216        0.8457391 
#> 
#> 
#> $`sample-3`[[2]]$`Cluster-4-dist2`
#> $`sample-3`[[2]]$`Cluster-4-dist2`[[1]]
#> TGTGACGAATGCCA-1 ACCTGAGACCTATT-1 TACGCAGAGCCCTT-1 CCGGAGACAGAGGC-1 
#>        0.4642844        0.4658289        0.4868201        0.4873037 
#> CCAGTGCTGGTGAG-1 CGAGGCTGATTTCC-1 CAATATGATGGTGT-1 ATACGGACAGCTAC-1 
#>        0.4915663        0.4928963        0.5047070        0.5073031 
#> CGAGAACTGGAGGT-1 AGCGGCTGCCGTTC-1 TCGCACTGCTGACA-1 AATCTCTGGCCCTT-1 
#>        0.5087385        0.5087486        0.5220418        0.5246607 
#> TACTCTGAGTCTTT-1 TAACCGGACAGTCA-1 AATCTAGACTACCC-1 ACTTCCCTTTTCGT-1 
#>        0.5250308        0.5261223        0.5270697        0.5273376 
#> TGCAAGACCCCAAA-1 GTATTCACCAGGAG-1 TAGTCACTCGTTAG-1 CTGCAGCTTCTTAC-1 
#>        0.5285829        0.5288249        0.5291874        0.5324764 
#> 
#> 
#> $`sample-3`[[2]]$`Cluster-5-dist2`
#> $`sample-3`[[2]]$`Cluster-5-dist2`[[1]]
#>   CGGTCACTTACAGC-1   AATCTCTGCGAATC-1   AAGATTACCCCACT-1   CACCGTACCTGATG-1 
#>          0.4859089          0.5079568          0.5124337          0.5287385 
#>   TAACCGGAACCCTC-1   CCCGGAGATTGAGC-1   TAAGCGTGCGATAC-1   CTATGACTGTGTAC-1 
#>          0.5303050          0.5501528          0.5529128          0.5541263 
#>   TATAAGTGGTGTCA-1   GCGCACGAGAGATA-1 GCTACGCTTGCCTC-1.1   ATTGAAACATCACG-1 
#>          0.5548599          0.5587877          0.5589549          0.5595663 
#>   CGGATAACCACAAC-1   CCAGCACTCCATGA-1   AGCGCTCTGAGGCA-1   TAGAGCACCCTTTA-1 
#>          0.5615023          0.5627303          0.5722292          0.5736845 
#>   CTATTGTGGGTACT-1   TTCTACGACTGTAG-1   CTTACATGTGGGAG-1   TAATCCACCTCAGA-1 
#>          0.5739826          0.5756303          0.5794227          0.5797350 
#> 
#> 
#> 
#>