IMMUNOREPERTOIRE WELLNESS ASSESSMENT SYSTEMS AND METHODS

Information

  • Patent Application
  • 20220148690
  • Publication Number
    20220148690
  • Date Filed
    May 18, 2020
    4 years ago
  • Date Published
    May 12, 2022
    2 years ago
Abstract
The present disclosure relates to systems and methods for assessing the immunorepertoire and wellness of an individual. This disclosure contemplates an individual submitting: (a) identifying information (such as family medical history, age, gender, and other identifying information) to a database on or accessible by a server by connecting a device, such as a smartphone, to a web application; and (b) a blood sample for immune repertoire processing and submission of the resulting data to the database. The data are processed by a server, which accesses a database. The individual may then access a customized report using a web application accessible by a smartphone or other Internet-connected device. The customized report displays the individuals immunorepertoire indexes. Three immunorepertoire indexes disclosed herein include the: (1) clonotype index; (2) essential index; and (3) diversity index. In certain embodiments, the customized report comprises a graphical representation of the individuals immunorepertoire, with the size of a unique clonotype corresponding with the frequency of such clonotype.
Description
BACKGROUND OF INVENTION

Diagnostic tests are currently available and performed on a regular basis to detect the presence or absence of a normal state in an individual. These tests, however, do not provide a clear assessment of the immunorepertoire in an individual or insight into how such individual's immunorepertoire is indicative of the presence or absence of wellness. A need, therefore, exists for systems and methods to provide individuals with a means of assessing and displaying their immunorepertoire in a manner that may assist with an assessment of the health of such individual.


SUMMARY OF THE INVENTION

In some embodiments, the present disclosure relates to a method of presenting a user's immunorepertoire profile to the user, comprising the steps of: obtaining a blood sample from the user; determining at least one index for selected from the group consisting of the clonotype index, essential index, and diversity index to produce an immunorepertoire profile for the blood sample for the user; and outputting information to the user pertaining to the user's immunorepertoire profile. In some embodiments, the method further comprises the step of obtaining a set of characteristic data associated with the user, wherein the characteristic data associated with the user comprises the user's age and gender. In some embodiments, the characteristic data further comprises the presence of any disease. In some embodiments, the blood sample comprises whole blood. In some embodiments, the blood sample comprises a dried blood spot. In some embodiments, the, method comprises the additional steps of: providing the user with a kit comprising a blood collection card, wherein the blood collection card comprises at least one blood collection area and a QR code; and scanning the QR code by the user to associate the blood sample with the user's account on a software application. In some embodiments, the step of outputting information to the user is performed using a software application.


In some embodiments, the present disclosure relates to a method of presenting a user's immunorepertoire profile to the user, comprising the steps of: providing the user with a kit comprising a blood collection card, wherein the blood collection card comprises at least one blood collection area and a QR code; scanning the QR code by the user to associate the blood sample with the user's account on a software application; obtaining a set of characteristic data associated with the user, wherein the characteristic data associated with the user comprises the user's age, gender and the presence or absence of any disease; obtaining a blood sample from the user; determining at least one index for selected from the group consisting of the clonotype index, essential index, and diversity index to produce an immunorepertoire profile for the blood sample for the user; and outputting information to the user pertaining to the user's immunorepertoire profile using a software application.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a flowchart depicting the process by which a user submits: (a) identifying information to a database by connecting a device to a web application; and (b) a blood sample for immune repertoire processing and submission of the resulting data to the database.



FIG. 2 is a flowchart depicting the process by which a user's identifying information and immune repertoire data are processed by a server, referencing a database and incorporating the resulting information into the database, with the resulting clonotype index, diversity index and essential index report made available for display to the user.



FIG. 3 is a flowchart depicting the process by which a user may access their clonotype index, diversity index and essential index report by connecting to a database via a web application using a device.





DETAILED DESCRIPTION

This disclose relates to systems and methods for assessing the immunorepertoire and wellness of an individual. As depicted in FIG. 1, this disclosure contemplates an individual submitting: (a) identifying information (such as family medical history, age, gender, and other identifying information) to a database on or accessible by a server by connecting a device, such as a smartphone, to a web application; and (b) a blood sample for immune repertoire processing and submission of the resulting data to the database. The data are processed by a server, which accesses the database, as depicted in FIG. 2, to create a custom report for the user. The individual may then access a customized report using a web application accessible by a smartphone or other Internet-connected device, as depicted in FIG. 3. The customized report displays the individual's immunorepertoire indexes. Three immunorepertoire indexes disclosed herein include the: (1) clonotype index; (2) essential index; and (3) diversity index. In certain embodiments, the customized report comprises a graphical representation of the individual's immunorepertoire, with the size of a unique clonotype corresponding with the frequency of such clonotype.


In some embodiments, the blood sample may be collected by a user by using a kit comprising a lancet and a sterile blood collection card. The blood collection card may comprise materials suitable for absorbing blood, including but not limited to paper and card stock. A user may use the lancet to draw blood, for example from one of the user's fingertips. The blood collection card comprises one or more blood collection areas on which the user may place a sample of blood and where such blood may dry. The blood collection card may further comprise a QR code, which the user may scan using a smartphone or other device to associate the QR code and the blood sample with the user's account on a software application. The user may then send the blood collection card for rehydration, processing and determination of the user's clonotype index, essential index, and/or diversity index to generate a user report which is stored on a database. The user may then access his or her user report stored on the database using the software application via an internet connected device.


Clonotype Index

The first index disclosed herein is referred to as the clonotype index. The clonotype index for an individual is obtained by measuring the total number of unique clonotypes in an individual's sample containing lymphocytes, such as a blood sample, and dividing the number of unique clonotypes by the number of unit reads for such sample. As used herein, “blood sample” means peripheral blood, a dried blood spot, cord blood, or other sample containing blood.


Essential Index

The second index disclosed herein is referred to as the essential index. In one embodiment, the essential index is the number of the top 1000 public CDR3s (pCDR3s) in 100,000 of an individual's reads. pCDR3s are CDR3s present in more than one individual. For purposes of determining the top 1000 pCDR3s, the pCDR3s of a cohort of individuals (index pool) is determined and ranked. In other embodiments, fewer than the top 1000 pCDRs are assessed. In other embodiments, more than the top 1000 pCDR3s are assessed. In other embodiments, fewer than the 100,000 reads are taken for an individual. In other embodiments, more than the 100,000 reads are taken for an individual.


In one aspect of the present disclosure, the immunorepertoire of an individual is considered normal if the individual's essential index meets or exceeds a minimum percentage, whereas the immunorepertoire of the individual is considered abnormal of the individual's normality index is below such minimum percentage. In one embodiment, the minimum percentage is 35%.


The CDR3 expressed by individuals exhibits tremendous diversity, with up to 1015 unique CDR3 possible. As such, CDR3 may be used as a basis for immune system diversity. Based on a sampling of 75 million CDR3, the inventor has determined that approximately 81% of randomly-selected CDR3 are unique to a given individual and are not shared among multiple individuals.


The method of the present disclosure may be performed using the following steps to identify a normal immune status or an abnormal immune status in an individual, the method comprising the steps of: (a) amplifying polynucleotides from a population of white blood cells from an individual in a reaction mix comprising target-specific nested primers to produce a set of first amplicons, at least a portion of the target-specific nested primers comprising additional nucleotides which, during amplification, serve as a template for incorporating into the first amplicons a binding site for at least one common primer; (b) transferring a portion of the first reaction mix containing the first amplicons to a second reaction mix comprising at least one common primer; (c) amplifying, using the at least one common primer, the first amplicons to produce a set of second amplicons; (d) sequencing the second amplicons to identify CDR3 sequences in the subpopulation of white blood cells, and (e) identifying CDR3 sequences which constitute pCDR3s; (f) calculating the essential index based on the individual's pCDR3s; and (g) identifying whether the essential index is normal or abnormal, wherein a normal state is characterized by the presence of a minimum percentage of pCDR3 and an abnormal state is characterized by the absence of a minimum percentage of pCDR3.


In certain embodiments, the sequencing includes about 100,000 reads taken per sample. In certain embodiments, the reads are performed multiple times, for example about 10 to 100 times, using random selection. The number of an individual's pCDR3 in the top 1000 pCDR3s of the reference pool provide a percentage, referred to as the “essential index,” which is a number between 0% and 100%. For example, if an individual's sample contains 200 of the top 1000 pCDR3 sequences, then the individual's essential index is 0.20 or 20%. In other embodiments at least 10,000 reads are taken. In other embodiments, more than 100,000 reads are taken. In other embodiments, the reads are performed less than 10 times. In other embodiments, the reads are performed more than 100 times.


In certain embodiments, the index pool is composed of about 1000 individuals. In other embodiments, the index pool contains between 100 and 1000 individuals. In other embodiments, the index pool contains fewer than 100 individuals. In other embodiments, the index pool contains more than 1000 individuals. Relative to the individual, the individuals may be age-matched, gender-matched, healthy, disease-matched, and/or other criteria commonly known in the art when controlling for variables. In certain embodiments, the index pool is composed of healthy controls. In other embodiments, the index pool is composed of a mix of healthy controls and individuals with one or more disease states. In other embodiments, the index pool is composed of individuals with one or more particular disease states.


In certain embodiments, the CDR3 sequences shared by the index pool (i.e., the pCDR3) are determined by comparing each sample from the index pool and identifying those CDR3s that are shared by at least 50% of the individuals tested in such reference pool. In certain embodiments, the pCDR3 includes about the top 1000 shared CDR3 sequences. In other embodiments, the pCDR3 include at least 100 CDR3 sequences. In other embodiments, the pCDR3 includes more than 1000 CDR3 sequences.


It has previously been difficult to assess the immune system in a broad manner, because the number and variety of cells in a human or animal immune system is so large that sequencing of more than a small subset of cells has been almost impossible. The inventor developed a semi-quantitative PCR method (arm-PCR, described in more detail in U.S. Patent Application Publication Number 20090253183), which provides increased sensitivity and specificity over previously-available methods, while producing semi-quantitative results. It is this ability to increase specificity and sensitivity, and thereby increase the number of targets detectable within a single sample that makes the method ideal for detecting relative numbers of clonotypes of the immunorepertoire. The inventor has more recently discovered that using this sequencing method allows comparison of an individual's CDR3 sequences to those commonly shared by an index group, which has led to the development of the present method. The method may be used to evaluate the diversity of the immunorepertoire of subjects relative to an index pool of individuals. For example, the inventor has demonstrated that the presence of disease correlates with decreased immunorepertoire diversity, for example a decrease in the diversity of CDR3 sequences, which can be readily detected using the method of the present disclosure. This method may therefore be useful as an initial diagnostic indicator, much as cell counts and biochemical tests are currently used in clinical practice, of normal versus abnormal immunorepertoire diversity.


Clonotypes (i.e., clonal types) of an immunorepertoire are determined by the rearrangement of Variable(V), Diverse(D) and Joining(J) gene segments through somatic recombination in the early stages of immunoglobulin (Ig) and T cell receptor (TCR) production of the immune system. The V(D)J rearrangement can be amplified and detected from T cell receptor alpha, beta, gamma, and delta chains, as well as from immunoglobulin heavy chain (IgH) and light chains (IgK, IgL). Cells may be obtained from an individual by obtaining peripheral blood, lymphoid tissue, cancer tissue, or tissue or fluids from other organs and/or organ systems, for example. Techniques for obtaining these samples, such as blood samples, are known to those of skill in the art. Cell counts may be extrapolated from the number of sequences detected by PCR amplification and sequencing.


The CDR3 region, comprising about 30-90 nucleotides, encompasses the junction of the recombined variable (V), diversity (D) and joining (J) segments of the gene. It encodes the binding specificity of the receptor and is useful as a sequence tag to identify unique V(D)J rearrangements.


Wang et al. disclosed that PCR may be used to obtain quantitative or semi-quantitative assessments of the numbers of target molecules in a specimen (Wang, M. et al, “Quantitation of mRNA by the polymerase chain reaction,” (1989) Proc. Nat'l. Acad. Sci. 86: 9717-9721). Particularly effective methods for achieving quantitative amplification have been described previously by the inventor. One such method is known as arm-PCR, which is described in United States Patent Application Publication Number 20090253183A1.


Aspects of the present disclosure include arm-PCR amplification of CDR3 from T cells, B cells, and/or subsets of T or B cells. Such cell types may be sorted and isolated using techniques known in the art including, but not limited to, FACS sorting and magnetic bead sorting. The term “population” of cells, as used herein, therefore encompasses what are generally referred to as either “populations” or “sub-populations” of cells. Large numbers of amplified products may then be efficiently sequenced using next-generation sequencing using platforms such as 454 or Illumina, for example.


The arm-PCR method provides highly sensitive, semi-quantitative amplification of multiple polynucleotides in one reaction. The arm-PCR method may also be performed by automated methods in a closed cassette system (iCubate®, Huntsville, Ala.), which is beneficial in the present method because the repertoires of various T and B cells, for example, are so large. In the arm-PCR method, target numbers are increased in a reaction driven by DNA polymerase, which is the result of target-specific primers being introduced into the reaction. An additional result of this amplification reaction is the introduction of binding sites for common primers which will be used in a subsequent amplification by transferring a portion of the first reaction mix containing the first set of amplicons to a second reaction mix comprising common primers. “At least one common primer,” as used herein, refers to at least one primer that will bind to such a binding site, and includes pairs of primers, such as forward and reverse primers. This transfer may be performed either by recovering a portion of the reaction mix from the first amplification reaction and introducing that sample into a second reaction tube or chamber, or by removing a portion of the liquid from the completed first amplification, leaving behind a portion, and adding fresh reagents into the tube in which the first amplification was performed. In either case, additional buffers, polymerase, etc., may then be added in conjunction with the common primers to produce amplified products for detection. The amplification of target molecules using common primers gives a semi-quantitative result wherein the quantitative numbers of targets amplified in the first amplification are amplified using common, rather than target-specific primers—making it possible to produce significantly higher numbers of targets for detection and to determine the relative amounts of the cells comprising various rearrangements within an individual blood sample. Also, combining the second reaction mix with a portion of the first reaction mix allows for higher concentrations of target-specific primers to be added to the first reaction mix, resulting in greater sensitivity in the first amplification reaction. It is the combination of specificity and sensitivity, along with the ability to achieve quantitative results by use of a method such as the arm-PCR method, which allows a sufficiently sensitive and quantitative assessment of the CDR3 expressed in a population of cells to produce a normality index that is of diagnostic use.


Clonal expansion due to recognition of antigen results in a larger population of cells that recognize that antigen, potentially including antibody-producing B cells or receptor-bearing T cells. This may cause the reads taken pursuant to the method disclosed herein to be biased in favor of the antigen-specific expansion, thereby reducing the percentage of pCDR3 sequences detected. Therefore, a relatively low normality index, for example one below the minimum percentage, may be indicative of the expansion of a particular population of cells that is prevalent in individuals who have been diagnosed with a particular disease or in individuals recently-vaccinated against a particular antigen.


Primers for amplifying and sequencing variable regions of immune system cells are available commercially, and have been described in publication such as the inventor's published patent applications WO2009137255 and US201000021896A1.


There are several commercially available high-throughput sequencing technologies, such as Hoffman-LaRoche, Inc.'s 454® sequencing system. In the 454® sequencing method, for example, the A and B adaptor are linked onto PCR products either during PCR or ligated on after the PCR reaction. The adaptors are used for amplification and sequencing steps. When done in conjunction with the arm-PCR technique, A and B adaptors may be used as common primers (which are sometimes referred to as “communal primers” or “superprimers”) in the amplification reactions. After A and B adaptors have been physically attached to a sample library (such as PCR amplicons), a single-stranded DNA library is prepared using techniques known to those of skill in the art. The single-stranded DNA library is immobilized onto specifically-designed DNA capture beads. Each bead carries a unique singled-stranded DNA library fragment. The bead-bound library is emulsified with amplification reagents in a water-in-oil mixture, producing microreactors, each containing just one bead with one unique sample-library fragment. Each unique sample library fragment is amplified within its own microreactor, excluding competing or contaminating sequences. Amplification of the entire fragment collection is done in parallel. For each fragment, this results in copy numbers of several million per bead. Subsequently, the emulsion PCR is broken while the amplified fragments remain bound to their specific beads. The clonally amplified fragments are enriched and loaded onto a PicoTiterPlate® device for sequencing. The diameter of the PicoTiterPlate® wells allows for only one bead per well. After addition of sequencing enzymes, the fluidics subsystem of the sequencing instrument flows individual nucleotides in a fixed order across the hundreds of thousands of wells each containing a single bead. Addition of one (or more) nucleotide(s) complementary to the template strand results in a chemilluminescent signal recorded by a CCD camera within the instrument. The combination of signal intensity and positional information generated across the PicoTiterPlate® device allows the software to determine the sequence of more than 1,000,000 individual reads, each is up to about 450 base pairs, with the GS FLX system.


Having obtained the sequences using a quantitative and/or semi-quantitative method, it is then possible to calculate the normality index, for example, by determining the percentage of pCDR3 represented by a predetermined number of reads of an individual sample. Each individual's normality index may be compared to a predetermined threshold to determine whether the individual's normality index falls within the normal range, and therefore is normal, or below the threshold, and thereby is abnormal.


The method of the present disclosure provides a physician with an additional clinical test for diagnostic purposes to determine whether an individual's immunorepertoire is abnormal. Further, the method of the present disclosure, particularly if used in an automated system such as that described by the inventor in U.S. Patent Application Publication Number 201000291668A1, may be used to analyze samples from multiple individuals, with detection of the amplified targets sequences being accomplished by the use of one or more microarrays.


Examples
Individual Samples

Whole blood samples (40 ml) collected in sodium heparin or peripheral blood mononuclear cells (PBMCs) were obtained from 1100 individuals, representing a mixed population of both healthy individuals and those with disease. The 1100 individuals were placed randomly into 11 different groups with 100 samples per group.


RNA Extraction and Repertoire Amplification

RNA extraction was performed using the RNeasy Mini Kit (Qiagen) according to the manufacturer's protocol. For each target, a set of nested sequence-specific primers (Forward-out, Fo; Forward-in, Fi; Reverse-out, Ro; and Reverse-in, Ri) was designed using primer software available at www.irepertoire.com. A pair of common sequence tags was linked to all internal primers (Fi and Ri). Once these tag sequences were incorporated into the PCR products in the first few amplification cycles, the exponential phase of the amplification was carried out with a pair of communal primers. In the first round of amplification, only sequence-specific nested primers were used. The nested primers were then removed by exonuclease digestion and the first-round PCR products were used as templates for a second round of amplification by adding communal primers and a mixture of fresh enzyme and dNTP. Each distinct barcode tag was introduced into amplicon from the same sample through PCR primer.


Sequencing

Barcode tagged amplicon products from different samples were pooled together and loaded into a 2% agarose gel. Following electrophoresis, DNA fragments were purified from DNA band corresponding to 250-500 bp fragments extracted from agarose gel. DNA was sequenced using the 454 GS FLX system with titanium kits (SeqWright, Inc.).


Sequencing Data Analysis

Sequences for each sample were sorted out according to barcode tag. Following sequence separation, sequence analysis was performed in a manner similar to the approach reported by Wang et al. (Wang C, et al. High throughput sequencing reveals a complex pattern of dynamic interrelationships among human T cell subsets. Proc Natl Acad Sci USA 107(4): 1518-1523). Briefly, germline V and J reference sequences, which were downloaded from the IMGT server (http://www.imgt.org), were mapped onto sequence reads using the program IRmap. The boundaries defining CDR3 region in reference sequences were mirrored onto sequencing reads through mapping information. The enclosed CDR3 regions in sequencing reads were extracted and translated into amino acid sequence.


Table 1 below lists exemplary pCDR3 from cord blood. Table 2 below lists exemplary pCDR3 from adult blood.









TABLE 1







IgH:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
30
10026640
222
5712880
0





ARDSSSWYYFDY
30
57228
36
526
51





ARDSSGWYYFDY
30
45778
67
1697
5





ARDAFDI
30
32844
51
1157
18





ARDSSSFDY
30
30408
9
141
1483





ARGYCSSTSCYDAFDI
30
28254
10
119
1267





ARGYSSSWYFDY
30
26430
17
469
327





AREYSSSFDY
30
22984
15
265
475





ARVGYSSSWYYFDY
30
20807
12
223
786





ARGLDY
30
18643
60
1756
10





ARGDAFDI
30
16700
46
1027
20





ARGYSSSWYDY
30
16486
14
242
544





ARGSSSFDY
30
16382
13
269
629





ARGYCSGGSCYYFDY
30
16346
19
394
254





ARGDY
30
15855
53
1292
15





ARGSGSYFDY
30
15592
14
241
545





ARVYSSSWYYFDY
30
14856
22
380
177





ARGVDY
30
10891
44
597
24





ARDPDY
30
10676
66
1426
8





ARGYSGYDFDY
30
8668
9
60
1664





ARDSSSWYFDY
29
49116
19
250
273





ARDSSSSFDY
29
48306
21
452
192





ARGYSSSWYYFDY
29
46153
46
944
21





ARDLDY
29
42355
124
4569
1





ARDSGSYYFDY
29
35688
33
578
64





ARYSSSWYYFDY
29
29284
27
466
100





ARDSGSYFDY
29
22525
16
229
410





ARGYSSSWYWFDP
29
16637
20
314
231





ARGGSYFDY
29
16227
17
196
356





ARDHSSSWYYFDY
29
15470
10
169
1187





ARAYSSSWYYFDY
29
15437
24
827
130





ARGFDY
29
15010
69
1410
4





ARGYSSGWYYFDY
29
13979
42
778
29





ARDSSSWYAFDI
29
12573








ARGYSSSWYAFDI
29
11493








ARDSSSWYYYYYGMDV
29
11166
14
451
521





ARGYSSGWYDY
29
11077
17
406
331





ARGGSSWYYFDY
29
10975
14
238
546





ARGGYYFDY
29
10059
40
689
35





ARGDSSSWYYFDY
29
9658
19
200
277





ARGGYSSSWYYFDY
29
9543
21
296
204





ARVYSSSWYFDY
29
9032
2
14
90579





ARDRGSYYFDY
29
8794
15
366
452





ARVSSSWYYFDY
29
8369
20
280
236





ARDSGSYYYYYGMDV
29
8303
7
77
2773





ARDGGSYFDY
29
7555
13
151
691





ARYYYDSSGYYYFDY
29
7540
23
337
159





ARGSSGWYYFDY
29
7516
34
367
60





ARGYYDSSGYYYFDY
29
7279
30
450
77





ARGDYYFDY
29
6895
26
482
107





ARGSSSWYDY
29
6595
4
43
9913





ARDRSGSYFDY
29
6129
8
124
1919





ARVYSSGWYYFDY
29
5245
21
306
201





TTLDY
29
3812
12
207
794





ARDSGSWYYFDY
29
795
2
2
127432





ARDCSSTSCYDY
28
37873
6
110
3441





ARDFDY
28
25373
103
3898
2





ARDDY
28
21352
72
2383
3





ARDDAFDI
28
20888
44
1082
23





AKDSSSWYYFDY
28
20174
13
143
696





ARDCSGGSCYFDY
28
19329
9
301
1360





ARDSSSYYFDY
28
18735
4
51
9439





ARGSSSWYYFDY
28
18642
27
449
101





ARYSSSWYFDY
28
17220
12
171
825





ARGYSSSWFDY
28
15163
10
142
1235





ARGYCSGGSCYFDY
28
14989
28
479
88





AKDSSSWYFDY
28
14415
5
85
5237





ARDCSSTSCFDY
28
14167
8
110
1977





ARGSGSYYFDY
28
13865
13
304
619





AREDY
28
13371
67
1612
6





ARDLGY
28
13309
64
1334
9





ARDYYDSSGYYYFDY
28
12647
39
705
39





ARVDY
28
12619
56
1206
13





ARGYCSSTSCYDY
28
12371
7
125
2481





ARSYSSSWYYFDY
28
11675
22
239
181





ARGSSSWYFDY
28
11539
5
69
5556





TTVDY
28
11285
28
780
84





ARDSGSYYYFDY
28
11098
3
33
20173





ARDRGSYFDY
28
10779
16
487
372





ARGDYFDY
28
10435
23
551
151





ARGYCSSTSCYFDY
28
10252
13
155
688





ARDRDAFDI
28
9986
29
481
83





ARAYSSSWYFDY
28
9879
7
93
2667





ARGGYSSSWYWFDP
28
9361
4
63
8795





ARDYDY
28
9013
29
698
79





ARDLDAFDI
28
8944
22
305
179





AREGY
28
8903
39
1036
36





ARGSGSYYYFDY
28
7808
6
112
3422





ARGSGSYYYYYGMDV
28
7742
10
83
1306





ARELDY
28
7647
37
806
45





ARGGDYFDY
28
7419
19
572
248





ARGYSSSYYFDY
28
7257
7
129
2458





ARGVGATDY
28
6490
10
192
1153





ARDGAFDI
28
6441
20
288
235





ARRGYSSSWYYFDY
28
6258
13
176
673





ARGADY
28
6218
17
287
340





ARGYSSSWYNWFDP
28
6091
8
173
1797





ARDSSSWYYYYGMDV
28
6031
11
69
1062





ARVYSSSFDY
28
5592
3
40
18740










IgK:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
12
6170981
222
14114525
0





QQSYSTPYT
12
3597815
222
2163695
6





QQYDNLPLT
12
2066846
222
3317473
1





QQSYSTPRT
12
1807334
222
2952854
3





QQYGSSPRT
12
1762387
222
3303511
2





QQYGSSPYT
12
1694095
222
1815657
9





QQSYSTPWT
12
1571128
222
1695770
10





QQYGSSPWT
12
1441308
222
2609412
5





QQYDNLPYT
12
1267862
222
1296252
15





QQSYSTPFT
12
1186065
222
714272
42





QQYGSSPLT
12
1028477
222
1867304
8





QQSYSTPLT
12
966727
222
1303006
14





LQHNSYPWT
12
944829
222
866476
27





QQYGSSPT
12
847464
222
573641
49





QQSYSTPPT
12
782033
222
963899
23





QQYNNWPPWT
12
760699
222
2005449
7





QQYGSSPPYT
12
691757
222
972444
22





QQYNNWPPYT
12
680244
222
1272554
16





QQYYSYPRT
12
664430
222
1067391
20





QQYNNWPRT
12
663030
222
1672121
11





QQSYSTPIT
12
644068
222
499000
62





LQHNSYPYT
12
643754
222
394879
77





QQYDNLPIT
12
635718
222
850500
30





QQYGSSPFT
12
612647
222
855515
29





QQYGSSPIT
12
556768
222
832529
33





QQYNNWPPLT
12
548699
222
1203855
17





QQYDNLPFT
12
548132
222
640004
46





QQRSNWPLT
12
547580
222
1578220
12





LQHNSYPRT
12
544829
222
782633
35





QQYNSYST
12
523209
222
405406
76





QQYNSYWT
12
499060
222
737411
38





QQYYSTPYT
12
495875
222
2681529
4





QQYGSSPPWT
12
487256
222
752147
37





QQYNSYPYT
12
485682
222
1129544
18





QQYNNWPLT
12
480104
222
1031985
21





QQYYSYPYT
12
465884
222
333528
87





QQYNSYSWT
12
453212
222
876221
26





QQYNSYPLT
12
447639
222
1068076
19





QQYYSTPLT
12
433426
222
862723
28





QQRSNWPPIT
12
426878
222
896207
24





QQYNNWPYT
12
398122
222
514100
60





QQYYSYPWT
12
393570
222
445511
69





QQYNSYSRT
12
391904
222
836163
32





LQHNSYPLT
12
382836
222
564345
51





QQRSNWPPYT
12
370863
222
753751
36





QQYNSYSYT
12
370287
222
471334
66





QQYYSYPLT
12
361244
222
525580
57





QQRSNWPPLT
12
356112
222
815084
34





QQYGSSRT
12
355708
222
430612
71





QQYGSSPPT
12
330406
222
540517
54





QQYGSSPQT
12
321515
222
726922
39





QQYGSSPPIT
12
316377
222
514147
59





QQYNSYPWT
12
315545
222
1438088
13





QQYYSTPWT
12
313675
222
482125
64





QQRSNWPPT
12
312412
222
893836
25





QQLNSYPLT
12
301627
222
718912
41





QQYYSYPFT
12
297741
222
214945
131





MQALQTPYT
12
278214
222
525224
58





QQYDNLPPT
12
263221
222
679053
43





QQYNNWPPIT
12
258796
222
674010
44





QQSYSTPPYT
12
254243
222
343511
83





QQYGSSPMYT
12
249635
222
257209
109





QQYGSSLT
12
245653
222
278642
101





QQYGSSPPLT
12
245266
222
419721
74





QQSYSTPHT
12
231726
222
279756
100





QQRSNWPIT
12
230867
222
546612
52





QQYGSSPGT
12
228566
222
719365
40





QQRSNWPPWT
12
225414
222
659585
45





QQYGSSLWT
12
224617
222
597010
48





QQRSNWPRT
12
221567
222
842959
31





QQYDNLPRT
12
220911
222
536453
55





QQSYSTPT
12
217458
222
230933
121





QQYDNLPPLT
12
212553
222
288444
96





QQSYSTPQT
12
211802
222
475924
65





MQALQTPLT
12
210576
222
543098
53





QQYGSSLYT
12
209150
222
340898
84





QQRSNWPT
12
205730
222
347410
81





QQYGSSYT
12
204769
222
157581
160





QQYDNLPPYT
12
203318
222
346088
82





QQYYSTPRT
12
202753
222
535684
56





QQSYSTPYS
12
197767
222
73774
276





QQSYSTPCS
12
197090
88
55434
14335





QQSYSTPPWT
12
196715
222
280381
99





QQANSFPLT
12
193699
222
498947
63





QQLNSYPFT
12
193197
222
280897
98





QQLNSYPYT
12
187840
222
221395
126





QQYYSFPYT
12
186828
222
102339
210





MQALQTPWT
12
186378
222
513198
61





QQYGSSFT
12
183276
222
146862
171





QQLNSYPRT
12
182332
222
453795
67





QQSYSTLWT
12
179915
222
431092
70





LQHNSYPPT
12
178978
222
264619
106





QQRSNWPPFT
12
176371
222
300165
92





QQRSNWYT
12
176056
221
159336
625





QQYNSYPIT
12
174782
222
281622
97





QQYNSYPFT
12
173418
222
314885
88





QQYYSTPPT
12
172158
222
412231
75





QQYYSTPFT
12
171804
222
238699
118





MQALQTPRT
12
171478
222
635277
47










IgL:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
12
3459321
222
8615976
0





GTWDSSLSAVV
12
2953276
222
2542422
2





SSYTSSSTLV
12
2920518
222
921747
4





GTWDSSLSAGV
12
2233556
222
2656155
1





SSYTSSSTVV
12
1762737
222
460353
10





QSYDSSLSGSV
12
1355919
222
865170
5





SSYTSSSTWV
12
1296277
222
358782
13





SSYTSSSTLVV
12
1153503
222
477560
9





QVWDSSSDHVV
12
1140242
222
1009126
3





NSRDSSGNHLV
12
938981
222
449929
11





QSADSSGTYVV
12
874443
222
761696
6





SSYTSSSTYV
12
853080
221
118239
103





SSYAGSNNLV
12
762549
222
300511
19





NSRDSSGNHVV
12
710309
222
319786
17





QSYDSSLSGWV
12
594366
222
566201
8





AAWDDSLNGPV
12
580611
222
422893
12





QSYDSSLSGYV
12
555044
222
230769
23





NSRDSSGNHWV
12
520365
222
348395
15





CSYAGSSTLV
12
478979
222
245335
22





GTWDSSLSAWV
12
478468
222
692370
7





AAWDDSLNGWV
12
460547
221
434855
97





QVWDSSSDHPV
12
421063
222
247647
21





SSYTSSSTRV
12
419596
222
301059
18





QVWDSSSDHWV
12
398316
221
463184
96





QSYDSSLSGVV
12
394146
222
122678
38





GTWDSSLSAYV
12
386293
222
122965
37





QAWDSSTVV
12
321889
222
345793
16





CSYAGSSTWV
12
310112
222
228385
24





CSYAGSYTLV
12
303202
221
105549
105





CSYAGSSTYV
12
289523
222
70022
50





CSYAGSYTYV
12
272377
217
66936
238





SSYTSSSTV
12
258531
222
48280
60





SSYAGSNNVV
12
234719
220
68664
151





CSYAGSYTWV
12
233216
222
167248
30





AAWDDSLNGVV
12
229228
221
166275
100





QSADSSGTYWV
12
223892
222
355314
14





CSYAGSSTVV
12
218058
219
89456
181





QSADSSGTWV
12
216189
222
169113
28





QVWDSSSDHYV
12
197702
220
92091
143





GTWDSSLSAV
12
197402
222
144293
32





SSYTSSSTLYV
12
186672
220
72660
149





QSYDSSLSVV
12
186100
221
141414
102





CSYAGSSTFVV
12
185876
222
100283
44





MIWHSSAWV
12
176053
222
213760
25





SSYAGSNNYV
12
174082
215
51916
278





NSRDSSNHYV
12
171415
213
36728
332





AAWDDSLSGWV
12
158114
220
119456
142





SSYTSSSVV
12
157208
216
56559
258





AAWDDSLNGYV
12
154209
220
78472
145





CSYAGSSTYVV
12
146130
213
43536
329





NSRDSSGNHRV
12
145505
222
133334
34





SSYTSSSTPVV
12
145361
221
166806
99





SSYTSSSTYVV
12
137193
217
48266
240





SSYTSSSTHVV
12
136872
221
73256
112





GTWDSSLSWV
12
128153
222
260170
20





QSYDSSLSGSVV
12
124130
222
124175
36





VLYMGSGISV
12
123003
216
101152
256





SSYTSSSTLGV
12
115203
222
116304
42





SSYAGSNNFVV
12
114402
219
63294
190





QSYDSSLSGYVV
12
113810
221
98251
107





SAWDSSLSAWV
12
112755
198
240087
606





CSYAGSYTVV
12
106798
209
35558
405





QVWDSSSDHRV
12
105093
222
153345
31





AAWDDSLSGPV
12
104328
222
116392
41





SSYTSSSTLDVV
12
103308
217
46750
241





QSADSSGTYRV
12
102653
222
134024
33





SSYTSSSTL
12
102244
220
55442
154





AAWDDSLNGRV
12
101243
222
118407
40





LLSYSGARV
12
100450
204
20782
489





VLYMGSGIWV
12
100325
217
160495
237





SSYTSSSTLEV
12
98847
222
76247
49





AAWDDSLSGRV
12
98649
222
95437
46





QSADSSGTYV
12
96375
221
90631
109





QAWDSSTAV
12
93094
221
89724
110





QSADSSGTVV
12
92313
219
73742
186





CSYAGSSTFV
12
91979
220
47970
159





CSYAGSYTFVV
12
86793
210
38132
384





AAWDDSLSGVV
12
83414
217
51968
239





GTWDSSLSVV
12
82160
222
84274
47





QSYDSSNVV
12
80990
216
48988
259





CSYAGSYTFV
12
80764
213
26386
339





QTWGTGIQV
12
80345
219
68461
187





SSYAGSNNFV
12
76267
215
24579
284





QSYDSSLSDVV
12
75572
213
43040
331





SSYAGSNNWV
12
75523
214
57075
301





GTWDSSLSAEV
12
74284
222
168903
29





QSYDSSLSGSRV
12
73352
222
183383
26





MIWHSSAVV
12
73152
220
78518
144





CSYAGSYV
12
71679
189
15732
761





GTWDSSLSVWV
12
68501
221
154114
101





ETWDSNTRV
12
67024
214
93555
299





GTWDSSLSAGGV
12
66383
222
171020
27





GTWDSSLSDVV
12
66328
217
34774
244





QSYDSSNQV
12
65311
213
43168
330





CSYAGSYTV
12
63716
180
12446
924





SSYTSSSTPYV
12
63648
220
52526
157





SSYTSSSTPV
12
62711
222
66743
51





GTWDSSLSAGRV
12
62397
222
109508
43





NSRDSSGNHLVV
12
60317
219
46450
194










TRA:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
12
5706530
222
31630222
0





VVSDRGSTLGRLY
12
101761
218
420007
238





AVNTGGFKTI
12
67618
222
198140
8





AVNDYKLS
12
57875
222
125653
11





AVNQAGTALI
12
53821
222
173459
9





AVNTGFQKLV
12
52553
222
126814
10





AVNSGGYQKVT
12
52104
222
121406
12





AVNTNAGKST
12
41151
222
99401
15





AATDSWGKLQ
12
33128
208
20479
775





AVRDTGGFKTI
12
31718
220
46581
145





AVMDSSYKLI
12
29126
221
618800
70





AVDTGRRALT
12
28633
222
79774
23





AVNRDDKII
12
28598
222
98854
16





AVNSGYSTLT
12
27663
222
69962
28





AVRDTGRRALT
12
26874
221
31472
122





AVNTGNQFY
12
26839
222
98561
17





AVTGNQFY
12
26234
222
57859
37





VVNTNAGKST
12
24281
221
54397
88





AVDNYGQNFV
12
23930
220
104758
142





AVKAAGNKLT
12
23078
222
54908
40





AVYNFNKFY
12
23061
221
46850
96





AVDSNYQLI
12
23035
222
99802
14





AVSNDYKLS
12
22888
221
92075
76





VVNQAGTALI
12
22323
221
42907
104





AASNDYKLS
12
21842
222
71143
27





AVRDNYGQNFV
12
21076
221
76903
80





AVSGSARQLT
12
20928
222
84917
21





AVNYGGSQGNLI
12
20567
222
76167
25





AVNNAGNMLT
12
20421
222
76805
24





AASGGSYIPT
12
19916
222
55206
39





AVNSGNTPLV
12
19818
221
53299
89





AVRNTGGFKTI
12
19796
222
50632
47





AVSGGSYIPT
12
19425
222
65402
31





AVFSGGYNKLI
12
19180
206
22775
884





AVSGGYQKVT
12
18706
222
52480
45





AASTGGFKTI
12
18376
219
53810
195





AVRDQAGTALI
12
18360
212
22551
563





AASKGGSYIPT
12
17748
221
84938
77





ALNTGGFKTI
12
17696
222
64776
33





AVMDSNYQLI
12
16827
222
2419871
2





AVNSGGSNYKLT
12
16633
222
87485
20





AVNTDKLI
12
16320
222
61383
36





AVRDDKII
12
15520
222
98215
18





ALYNFNKFY
12
15469
221
57631
84





AVSGNTPLV
12
15430
219
45088
197





AASTSGTYKYI
12
15306
222
61388
35





AVYTGGFKTI
12
15243
222
71325
26





AVASGGSYIPT
12
15231
221
54756
87





AVDTGGFKTI
12
15177
222
51993
46





AVTSGTYKYI
12
15156
222
114374
13





AVSDTGGFKTI
12
15053
222
34204
62





AVYSSASKII
12
14972
221
55926
85





AVIKAAGNKLT
12
14919
218
41000
245





VVNDYKLS
12
14851
213
32473
491





AVLNQAGTALI
12
14636
222
56941
38





AANDYKLS
12
14583
219
51774
196





AVRGGSYIPT
12
14298
220
35627
161





LVGDTGRRALT
12
14256
201
13886
1203





AVRDDYKLS
12
14170
219
36066
202





AVDDYKLS
12
14168
218
48006
243





ALNDYKLS
12
14163
222
52490
44





AVRSNDYKLS
12
14087
222
45064
48





AVRSGGSYIPT
12
14009
218
30467
257





AVRDSNYQLI
12
13985
222
2484161
1





AVGGSQGNLI
12
13817
222
87944
19





AVTGGGNKLT
12
13738
221
46436
99





VVNTGGFKTI
12
13680
218
27505
268





AVPNQAGTALI
12
13633
221
83407
78





VVNTGFQKLV
12
13598
215
33475
388





AANTGGFKTI
12
13545
220
53160
143





AVNFGNEKLT
12
13310
221
78840
79





AVRMDSSYKLI
12
13300
220
35663
160





AVSSNDYKLS
12
12986
222
44704
49





AVSNQAGTALI
12
12762
221
52716
90





AVTGGFKTI
12
12711
218
27004
269





AVEDTGGFKTI
12
12710
210
23583
657





AVGSSNTGKLI
12
12669
209
56824
713





AASNQAGTALI
12
12585
221
50554
93





AANFGNEKLT
12
12435
222
62582
34





AVHGSSNTGKLI
12
12423
209
51848
714





AANQAGTALI
12
12401
222
67275
29





AVNAGNNRKLI
12
12187
222
54337
41





AVSGGYNKLI
12
12128
198
14223
1411





AGGSQGNLI
12
12125
220
48617
144





AVGSNDYKLS
12
12050
221
36521
112





AVYNNNDMR
12
11972
218
31554
254





AVANQAGTALI
12
11821
220
36119
159





AVDRGSTLGRLY
12
11694
222
33576
63





AVTTDSWGKLQ
12
11642
205
78122
933





ALDTGRRALT
12
11586
219
35213
204





AVNSNSGYALN
12
11269
213
40209
490





AVSSGGYQKVT
12
11067
221
34524
114





AATSGTYKYI
12
11013
217
31529
304





AVNNQAGTALI
12
10970
218
35422
250





AVEDTGRRALT
12
10963
205
19566
939





AVRGSQGNLI
12
10808
221
51440
92





AVNNYGQNFV
12
10750
220
42657
150





AVNNFNKFY
12
10646
218
31132
255





AVRDSGGYQKVT
12
10537
214
22536
435










TRB:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
30
10045379
222
3232641
0





ASSLGQNTEAF
30
93056
206
10690
5





ASSLAGGTDTQY
30
88853
173
5647
64





ASSLGYEQY
30
82685
199
10688
13





ASSLQNTEAF
30
81161
141
4719
228





ASSLADTQY
30
69188
181
7614
45





ASSLGNTEAF
30
62782
198
10130
14





ASSLGGTEAF
30
58963
203
10995
8





ASSLGTGGYEQY
30
54512
118
2311
549





ASSLQGNQPQH
30
52206
173
6309
63





ASSFTDTQY
30
51198
192
7701
25





ASSLTDTQY
30
50876
207
12809
4





ASSQETQY
30
50375
184
7316
39





ASSLSYEQY
30
46016
205
12321
6





ASSLEETQY
30
45458
184
8580
37





ASSLGGYEQY
30
44934
192
7268
26





ASSLAGGPDTQY
30
43546
78
1353
1927





ASSLTGNTEAF
30
43428
196
9003
20





ASSLGGTDTQY
30
41732
184
6508
41





ASSLNTEAF
30
41459
212
13823
1





ASSSSYEQY
30
39636
193
12057
21





ASSLDTYEQY
30
39387
78
1312
1931





ASSPSTDTQY
30
38520
208
11606
3





ASSLGQGYEQY
30
37663
166
7473
87





ASSLTGGYEQY
30
37280
92
1394
1241





ASSLGTDTQY
30
36873
192
8503
24





ASSLAGTDTQY
30
35543
149
4325
167





ASSLDSSYEQY
30
35499
136
3246
276





ASSLDSNQPQH
30
35364
201
9697
10





ASSLSTDTQY
30
34516
197
12688
18





SARQGNQPQH
30
34339
96
2252
1051





ASSLDSYEQY
30
34277
166
5026
90





ASSSTDTQY
30
33841
197
12875
17





ASSLGGNQPQH
30
32531
201
9444
11





ASSLDSTDTQY
30
32313
122
3154
463





ASSLTSGTDTQY
30
32211
94
1798
1146





ASSLGTEAF
30
31798
191
9278
27





ASSYSYEQY
30
31559
184
7369
38





ASSQGYEQY
30
31387
173
6693
62





ASSLQGNTEAF
30
30158
205
9290
7





ASSLTGGTEAF
30
29963
178
5589
50





ASSLGYGYT
30
29830
160
5835
113





ASSLGGNTEAF
30
29808
209
78580
2





ASSLQGYEQY
30
29048
133
3091
309





ASSLGQGTDTQY
30
29009
140
3385
239





ASSLGETQY
30
28449
187
8315
34





ASSLTGGTDTQY
30
28091
104
1984
849





ASSLLAGGTDTQY
30
28007
124
3805
416





ASSLLAGTDTQY
30
27588
69
1389
2597





ASSLAYEQY
30
27429
158
5202
123





ASSSQETQY
30
26896
190
7476
31





ASSPSYEQY
30
26730
196
22288
19





ASSLGGEQY
30
26639
144
5224
203





ASSLTSTDTQY
30
26468
99
2016
976





ASSLGDTQY
30
25457
178
6761
48





ASSLSSYEQY
30
24961
190
8112
30





ASSYTDTQY
30
24354
166
5723
88





ASSLASTDTQY
30
24231
124
2879
421





ASSLGQNYGYT
30
24043
177
7841
52





ASSYSTDTQY
30
23958
122
3020
464





ASSLAGGSYEQY
30
23501
149
3581
170





ASSRTDTQY
30
23466
167
9327
80





ASSYTYEQY
30
23005
71
961
2482





ASSLAGYEQY
30
22571
158
3810
125





ASSFYNEQF
30
22314
139
5282
243





ASSLTGYEQY
30
21854
117
2682
562





ASSRDTYEQY
30
21685
72
1335
2354





ASRQGNQPQH
30
21336
87
1998
1428





ASSLAGGQETQY
30
21319
115
2739
590





ASSLGSYEQY
30
21315
191
6203
28





ASSSYEQY
30
20503
125
3569
401





ASSLAGNTEAF
30
20132
179
5619
47





ASSPQETQY
30
19624
186
8112
35





SARLAGGTDTQY
30
19578
56
1085
4265





ASSLTTDTQY
30
19151
137
3180
265





ASSLDRNTEAF
30
18871
193
7350
23





ASSPGQNTEAF
30
18604
170
5238
72





ASSYSNQPQH
30
18470
148
5663
175





ASSQDRGYEQY
30
18068
112
1997
655





ASSLGGSNQPQH
30
17971
176
5953
55





ASSLTGNQPQH
30
17702
167
5567
82





ASSLAGGTEAF
30
17572
163
5934
98





ASSLTGYGYT
30
17419
106
2265
785





ASSYSSYEQY
30
16930
116
2641
572





ASSGQGNQPQH
30
16905
110
2475
686





ASSLANYGYT
30
16718
109
2223
716





ASSLAGAYEQY
30
16662
120
2930
492





ASSLKETQY
30
16445
163
6186
97





ASSPGQGAYEQY
30
16393
151
4101
161





ASSLGGSTDTQY
30
16234
173
4748
67





ASSLDRDTEAF
30
16174
131
2258
336





ASSFSNQPQH
30
16061
161
5761
109





ASSRTGGYEQY
30
15546
91
1588
1278





ASRDSNQPQH
30
15312
128
5396
359





ASSLLAGGYNEQF
30
14845
110
2395
687





ASSLQGAYEQY
30
14841
98
1825
1012





ASSLGVNTEAF
30
14681
183
5966
42





ASSLGLNTEAF
30
14660
198
7059
16





ASSLLAGGPDTQY
30
14571
53
921
4864










TRD:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
30
227046
222
542467
0





ACDWGSSWDTRQMF
26
62862
2
31
16447





ACDTGGYTDKLI
25
30924
16
296
396





ACDTGGYADKLI
24
4681
2
28
16836





ACDTGGYSWDTRQMF
23
11459
4
165
3705





ACDILGDTDKLI
22
11178
83
6717
5





ACDVLGDTDKLI
22
9191
76
5983
10





ACDWGSSWDTRQMS
22
196
1
1
556003





ACDWGSS*DTRQMF
22
111








ACDILGDTAQLF
21
4661
14
296
493





ACDILGDTLTAQLF
21
4225
6
297
1913





ACDTAGGYSWDTRQMF
21
3921
23
1420
161





ACDVLGDTAQLF
21
3778
9
846
977





ACDTGGYLTAQLF
21
3053
2
47
14836





ACGWGSSWDTRQMF
21
228








ACDILGDTWDTRQMF
20
3600
4
83
3957





ACDTVLGDTSSWDTRQMF
20
1380
51
2342
22





ACDWGGSWDTRQMF
20
375








ACDRGSSWDTRQMF
20
287








ACDWGSSWDTRQML
20
229








ACDWGSPWDTRQMF
20
213








ACDTGGYWDTRQMF
19
7611








ACDTWGMTAQLF
19
5958
4
96
3895





ACDTVLGDTWDTRQMF
19
5546
30
1163
89





ACDTWDTRQMF
19
3762
15
673
426





ACDTWGSSWDTRQMF
19
2952
7
106
1645





ACDTWGYTDKLI
19
2808
29
5325
95





ACDTVLGDSSWDTRQMF
19
2355
50
2193
24





ACDVLGDTWDTRQMF
19
1873
4
40
4368





ACDWGSSWGTRQMF
19
246








ACDWGSSWDTRQVF
19
225








ACDWGSSWDARQMF
19
204








ACDWGSSWDTRRMF
19
127








ACDTWGTAQLF
18
4135
10
174
888





ACDTVGDTDKLI
18
3924
95
9152
3





ACDTGGYSSWDTRQMF
18
2948
29
1743
96





ACDTLGDTLTAQLF
18
2561
11
1464
693





ACDTGGYGSWDTRQMF
18
974
42
1005
41





ACDWGSSRDTRQMF
18
202








ARDWGSSWDTRQMF
18
183








ACVWGSSWDTRQMF
18
169








ACDTGGLTAQLF
17
4806








ACDTGGSWDTRQMF
17
3287
1
1
702983





ACDWGTWDTRQMF
17
3130








ACDILGDLTAQLF
17
2853
6
129
2028





ACDTVLGDSWDTRQMF
17
2453
19
762
253





ACDWGSSWDT*QMF
17
100








ACDTGGYTDKPI
17
83








ACDWGSSWDTQQMF
17
52








ACDWGCSWDTRQMF
17
50








ACDYWGSSWDTRQMF
16
2786
1
1
791893





ACDLLGDTDKLI
16
2082
66
4529
13





ACDSTGGSWDTRQMF
16
1822
20
2027
226





ACDTLGDTDKLI
16
1790
141
29665
1





ACDVLGDSSWDTRQMF
16
1657
13
418
542





ACDWGNSWDTRQMF
16
898








ACDWGSSWDTRQTF
16
142








ACDWGSAWDTRQMF
16
138








ACDWGSSCDTRQMF
16
137
1
1
1117353





ACGTGGYTDKLI
16
123
1
3
327812





ACDAGGYTDKLI
16
118








ACDWGSSWDTRLMF
16
82








ACDGGSSWDTRQMF
16
74
1
18
109500





GCDWGSSWDTRQMF
16
64








ACDWESSWDTRQMF
16
57








ACDLGSSWDTRQMF
16
54








ACDWGSSWDTREMF
16
50








ACDVLGDTLTAQLF
15
2866
6
94
2097





ACDTAGGSWDTRQMF
15
2377
33
4457
68





ACDVLGDLTAQLF
15
2023
5
66
2872





ACDNTGGYSWDTRQMF
15
1300
7
129
1603





ACDTVGGYSWDTRQMF
15
1174
4
36
4421





AFTGGYWDTRQMF
15
1148
1
2
364662





ACDTAGGYWDTRQMF
15
1084
8
169
1280





AFTGGYTDKLI
15
1073
4
78
4003





ACDTVGDTLTAQLF
15
904
6
178
1980





ACDTWGLTAQLF
15
842








ACDWGIRSWDTRQMF
15
566








ACDTLGDSSWDTRQMF
15
552
26
1994
120





ACDTGVYTDKLI
15
458
2
2
34255





ACDSGGYTDKLI
15
377
2
2
28498





ACDTGGYSDKLI
15
243
1
6
244415





TCDWGSSWDTRQMF
15
111








ACDTGGHTDKLI
15
100
2
2
28566





ARDTGGYTDKLI
15
99
2
3
27952





ACDWGSSWDTRQLF
15
82








ACDWGSSWDTRQIF
15
79








ACDWGSSWDSRQMF
15
72








ACDTGGCTDKLI
15
67








ACDWGSCWDTRQMF
15
60








ACDWRSSWDTRQMF
15
51








AFDWGSSWDTRQMF
15
45
1
1
722530





ACDWGSSWDTRQMV
15
43








ACDTGGYAAQLF
14
1693








ACDILGDSSWDTRQMF
14
1635
14
244
502





AFTGGYSWDTRQMF
14
1583
2
155
12100





AFGGYTDKLI
14
1428
5
65478
2442





ACDTGGYASWDTRQMF
14
1339
14
576
470





ACDILGDTTAQLF
14
899
2
36
15889










TRG:















Adults
Adult




CB with
CB total
with
total
Adult


CDR3
CDR3
reads
CDR3
reads
rank





*
12
527036
222
10972664
0





ALWEVQELGKKIKV
12
19295
220
930787
1





ATWDTTGWFKI
12
12462
193
21628
68





ATWDYYKKL
12
10231
214
45235
9





ATWDGYYKKL
12
9663
217
62279
4





ATWDGNYYKKL
12
5790
216
159487
5





ATWDGPYYKKL
12
5403
214
36592
10





ATWDYKKL
12
5064
212
40158
16





ATWDGYKKL
12
4690
197
39035
52





ATWDGRYKKL
12
4455
209
40700
22





ATWDGPNYYKKL
12
4077
205
24307
27





ATWDGPYKKL
12
3716
201
25216
37





ATWDGLYYKKL
12
3521
211
49650
19





ATWDKKL
12
3367
206
24521
25





ATWDGRYYKKL
12
2958
204
26665
28





ATWDGHYKKL
12
2727
193
28319
67





ATWDRPYYKKL
12
2491
195
16983
60





ALWEVNYYKKL
12
2438
199
35940
45





ATWDSSDWIKT
12
2105
171
8512
158





ATWDGPGYYKKL
12
2103
187
17680
90





ALWEVYYKKL
12
2091
189
26888
75





ATWNYYKKL
12
1753
171
10768
157





ATWDGSDWIKT
12
1713
160
9519
218





ATWDGSSDWIKT
12
1629
172
13463
147





ATWDGGYKKL
12
1621
162
46994
205





ATWENYYKKL
12
1587
187
61856
89





ATWDDYKKL
12
1582
185
10485
100





ATWGYYKKL
12
1527
181
27458
117





ATWDGLYKKL
12
1520
193
13754
69





ATWDATGWFKI
12
1496
92
4298
968





ATWDGRNYYKKL
12
1412
183
11839
108





ATWDGRKKL
12
1367
168
12786
172





ATWDGPGWFKI
12
1342
110
2909
663





ATWDSYKKL
12
1318
172
12452
148





ATWDRLYYKKL
12
1286
187
15783
91





ATWDGLGYKKL
12
1279
170
11679
162





ATWDGFYYKKL
12
1131
158
8467
231





ATWDLYYKKL
12
1056
167
5780
179





ATWDGYSSDWIKT
12
995
135
5093
394





ATWDGGYYKKL
12
989
166
9291
185





ATWVNYYKKL
12
915
159
4927
224





ATWDGPSDWIKT
12
865
130
39243
439





ATWYYKKL
12
813
146
2795
304





ATWDSNYYKKL
12
800
182
10529
113





ATWDGTYYKKL
12
795
155
5227
250





ATWDGRDYYKKL
12
723
122
2533
524





ATWDGQNYYKKL
12
692
168
25721
170





ATWDEKL
12
639
133
104546
410





ATWDSTGWFKI
12
392
102
1197
787





ATCDYYKKL
12
117
144
2727
320





ATWDGPGYKKL
11
3095
202
29370
34





ATWDGPKKL
11
2768
183
17810
107





ATWDRNYYKKL
11
2540
204
22662
29





ATWDSYYKKL
11
1996
199
14283
48





ATWDGKKL
11
1970
195
37653
59





ATWDRYKKL
11
1872
180
10769
120





ATWDGDYYKKL
11
1871
187
9735
93





ATWDGPTGWFKI
11
1634
113
4826
633





ATWDRRYYKKL
11
1614
189
9538
77





ATWDGPRYKKL
11
1607
176
10753
134





ATWDGWFKI
11
1559
87
2372
1098





ATWDDYYKKL
11
1539
171
23523
155





ATWDGSYYKKL
11
1509
176
9305
135





ATWDRPNYYKKL
11
1463
179
12300
128





ATWDRYYKKL
11
1351
189
13497
76





ATWDGNYKKL
11
1339
168
10179
173





ATWDRPGYKKL
11
1304
186
6708
96





ATWDGSNYYKKL
11
1287
180
7079
121





ATWDGRGYKKL
11
1279
183
17925
106





ATWDGPEKL
11
1165
154
10024
255





ATWDGQGYKKL
11
1145
131
4387
428





ATWDGLNYYKKL
11
1100
199
31905
46





ATWDENYYKKL
11
1086
165
12485
190





ATWDGYYYKKL
11
1072
188
10589
85





ATWDGDKKL
11
1058
137
6488
372





ATWDGPNYKKL
11
1044
165
6346
191





ATWDGYTTGWFKI
11
1043
118
2684
572





ATWGNYYKKL
11
1017
161
9120
216





ATWDVYYKKL
11
966
187
10452
92





ATWDGTGWFKI
11
937
91
3791
990





ALWEDYYKKL
11
927
169
17684
166





ATWDRRDYKKL
11
792
141
9128
341





ATWDPYYKKL
11
790
145
5164
314





ATWDGIYYKKL
11
784
181
123310
116





ATWDGRDYKKL
11
778
154
5940
256





ATWDGQYYKKL
11
764
156
7615
243





ATWDGVYYKKL
11
756
153
3657
264





ATWGYKKL
11
730
166
11484
184





ALWEVKKL
11
720
133
8450
411





ATWDGSYKKL
11
683
136
2687
384





ATWEYYKKL
11
674
168
4061
174





ALWEVGYKKL
11
654
139
37591
354





ATWDRGYYKKL
11
641
131
5797
427





ATWDGPHYYKKL
11
598
115
3461
604





ATWDRRGKL
11
585
112
3956
641





ATWDGRGYYKKL
11
551
153
15770
261





ATWDRRNYYKKL
11
536
134
4647
406





ATWDRPRYKKL
11
521
143
3349
328





ATWDGPVYKKL
11
494
135
1501
396
















TABLE 2







IgH:













Adults
Adult






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
5712880
30
10026640
0





ARDLDY
124
4569
29
42355
23





ARDFDY
103
3898
28
25373
56





ARDDY
72
2383
28
21352
57





ARGFDY
69
1410
29
15010
31





ARDSSGWYYFDY
67
1697
30
45778
2





AREDY
67
1612
28
13371
69





ARGNWFDP
66
1871
23
8492
696





ARDPDY
66
1426
30
10676
18





ARDLGY
64
1334
28
13309
70





ARGLDY
60
1756
30
18643
9





ARIGYSSSSFDY
59
1855
6
576
56616





ARGDWFDP
56
1405
24
5362
532





ARVDY
56
1206
28
12619
72





ARDYYYYGMDV
55
1046
23
4552
738





ARGDY
53
1292
30
15855
14





ARDYYYGMDV
52
1300
24
6651
507





ARDPFDY
51
1420
22
8275
957





ARDAFDI
51
1157
30
32844
3





ARGHYGMDV
49
1547
12
659
12760





ARGDAFDI
46
1027
30
16700
10





ARGYSSSWYYFDY
46
944
29
46153
22





ARDYGMDV
44
1260
22
5829
965





ARDDAFDI
44
1082
28
20888
58





ARGVDY
44
597
30
10891
17





ARNFDY
43
1144
26
5055
269





ARDGDY
42
989
23
9133
695





ARGIDY
42
873
26
7492
236





ARGYYGMDV
42
814
18
3700
2851





ARGYSSGWYYFDY
42
778
29
13979
32





AREFDY
42
774
24
7718
501





ARGDYYYGMDV
42
604
25
2839
453





ARGRYYFDY
41
656
27
9468
128





ARLDY
40
968
26
5641
258





AKDLDY
40
754
26
9153
226





ARGGYYFDY
40
689
29
10059
38





AREGY
39
1036
28
8903
86





ARGYYYYGMDV
39
883
26
4359
279





ARGWFDP
39
864
25
6521
364





ARDYYDSSGYYYFDY
39
705
28
12647
71





ARGYYYGMDV
38
1115
19
8478
2199





ARDSDY
38
924
25
4994
389





ARGYGMDV
38
851
19
1663
2483





ARDRGYFDY
38
820
27
5660
169





ARGSDY
38
483
26
7157
241





ARELDY
37
806
28
7647
89





ARGYYFDY
37
803
27
10998
123





ARGLYYFDY
37
623
26
4863
274





ARGHYGLDV
36
3024
1
1
33137471





ARDFGY
36
1236
21
1751
1562





ARDNWFDP
36
766
22
3211
1058





ARDSSSWYYFDY
36
526
30
57228
1





ARDYGGNSGWFDP
35
1202
7
214
47174





ARDSYGMDV
35
1037
19
1662
2484





ARDGY
34
987
27
8840
133





ARDYGDYYFDY
34
873
27
12127
121





ARDIDY
34
855
21
5601
1314





ARDRGWFDP
34
654
16
798
5434





ARVFDY
34
607
24
5463
530





ARDLGDY
34
481
22
11468
953





ARGSSGWYYFDY
34
367
29
7516
47





ARGRWFDP
33
740
21
4432
1334





ARGEYYFDY
33
658
25
6612
362





ARDYYGMDV
33
621
22
2692
1091





ARDSGSYYFDY
33
578
29
35688
24





ARDYGDYFDY
32
684
26
11763
215





ARAFDY
32
675
26
7346
239





ARGRNWFDP
32
447
20
2198
1875





ARDYYGDYYFDY
31
1313
13
746
10260





ARDRWFDP
31
593
21
4881
1319





ARGDYYYYGMDV
31
587
23
5430
717





ARDVDY
31
522
27
8311
136





ARDGFDY
30
1322
22
5083
977





ARSFDY
30
754
25
13721
333





AKDDY
30
640
27
4412
186





ARDYYDSSGYFDY
30
529
26
7488
237





ASLDY
30
474
26
4229
285





ARGYYDSSGYYYFDY
30
450
29
7279
48





ARIGYSSSSLDY
29
1076
1
12
5051038





ARDYDY
29
698
28
9013
84





ARGAFDI
29
603
27
12216
120





ARVGY
29
548
23
4096
753





ARDYYFDY
29
491
22
4040
1011





ARDRDAFDI
29
481
28
9986
81





TTVDY
28
780
28
11285
76





ARDPGDY
28
613
25
4575
395





ARGGDY
28
571
25
7198
352





ARDRGY
28
555
26
4258
282





ARGYCSGGSCYFDY
28
479
28
14989
65





ARDRDY
28
473
27
4100
192





ARGGY
28
456
27
8380
135





ARAYSSGWYYFDY
28
448
28
5171
100





ARDPGY
28
433
23
4824
728





ARGGWFDP
27
1043
27
3664
197





ARGPPFDY
27
876
15
1873
5963





ARGGAFDI
27
680
27
4606
182





ARGPFDY
27
618
21
6165
1306





ARGYDY
27
615
23
2962
806





ARDSSGVVYFDY
27
566
26
18269
211










IgK:













Adults
Adult






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
14114525
12
6170981
0





QQYDNLPLT
222
3317473
12
2066846
2





QQYGSSPRT
222
3303511
12
1762387
4





QQSYSTPRT
222
2952854
12
1807334
3





QQYYSTPYT
222
2681529
12
495875
31





QQYGSSPWT
222
2609412
12
1441308
7





QQSYSTPYT
222
2163695
12
3597815
1





QQYNNWPPWT
222
2005449
12
760699
15





QQYGSSPLT
222
1867304
12
1028477
10





QQYGSSPYT
222
1815657
12
1694095
5





QQSYSTPWT
222
1695770
12
1571128
6





QQYNNWPRT
222
1672121
12
663030
19





QQRSNWPLT
222
1578220
12
547580
27





QQYNSYPWT
222
1438088
12
315545
52





QQSYSTPLT
222
1303006
12
966727
11





QQYDNLPYT
222
1296252
12
1267862
8





QQYNNWPPYT
222
1272554
12
680244
17





QQYNNWPPLT
222
1203855
12
548699
25





QQYNSYPYT
222
1129544
12
485682
33





QQYNSYPLT
222
1068076
12
447639
37





QQYYSYPRT
222
1067391
12
664430
18





QQYNNWPLT
222
1031985
12
480104
34





QQYGSSPPYT
222
972444
12
691757
16





QQSYSTPPT
222
963899
12
782033
14





QQRSNWPPIT
222
896207
12
426878
39





QQRSNWPPT
222
893836
12
312412
54





QQYNSYSWT
222
876221
12
453212
36





LQHNSYPWT
222
866476
12
944829
12





QQYYSTPLT
222
862723
12
433426
38





QQYGSSPFT
222
855515
12
612647
23





QQYDNLPIT
222
850500
12
635718
22





QQRSNWPRT
222
842959
12
221567
69





QQYNSYSRT
222
836163
12
391904
42





QQYGSSPIT
222
832529
12
556768
24





QQRSNWPPLT
222
815084
12
356112
47





LQHNSYPRT
222
782633
12
544829
28





QQRSNWPPYT
222
753751
12
370863
44





QQYGSSPPWT
222
752147
12
487256
32





QQYNSYWT
222
737411
12
499060
30





QQYGSSPQT
222
726922
12
321515
50





QQYGSSPGT
222
719365
12
228566
66





QQLNSYPLT
222
718912
12
301627
55





QQSYSTPFT
222
714272
12
1186065
9





QQYDNLPPT
222
679053
12
263221
58





QQYNNWPPIT
222
674010
12
258796
59





QQRSNWPPWT
222
659585
12
225414
67





QQYDNLPFT
222
640004
12
548132
26





MQALQTPRT
222
635277
12
171478
98





QQYGSSLWT
222
597010
12
224617
68





QQYGSSPT
222
573641
12
847464
13





MQGTHWPYT
222
568891
12
102612
145





LQHNSYPLT
222
564345
12
382836
43





QQRSNWPIT
222
546612
12
230867
65





MQALQTPLT
222
543098
12
210576
74





QQYGSSPPT
222
540517
12
330406
49





QQYDNLPRT
222
536453
12
220911
70





QQYYSTPRT
222
535684
12
202753
79





QQYYSYPLT
222
525580
12
361244
46





MQALQTPYT
222
525224
12
278214
57





QQYGSSPPIT
222
514147
12
316377
51





QQYNNWPYT
222
514100
12
398122
40





MQALQTPWT
222
513198
12
186378
87





QQSYSTPIT
222
499000
12
644068
20





QQANSFPLT
222
498947
12
193699
83





QQYYSTPVVT
222
482125
12
313675
53





QQSYSTPQT
222
475924
12
211802
73





QQYNSYSYT
222
471334
12
370287
45





QQLNSYPRT
222
453795
12
182332
89





LQDYNYPRT
222
447454
12
110349
138





QQYYSYPWT
222
445511
12
393570
41





QQSYSTLWT
222
431092
12
179915
90





QQYGSSRT
222
430612
12
355708
48





QQRSNWPWT
222
429330
12
163059
101





QQYNSYPRT
222
426472
12
123957
127





QQYGSSPPLT
222
419721
12
245266
63





QQYYSTPPT
222
412231
12
172158
96





QQYNSYST
222
405406
12
523209
29





LQHNSYPYT
222
394879
12
643754
21





QQYGSSPLYT
222
379237
12
152432
106





QQYNNWPWT
222
378298
12
150588
109





LQDYNYPWT
222
362599
12
137381
117





QQRSNWPT
222
347410
12
205730
76





QQYDNLPPYT
222
346088
12
203318
78





QQSYSTPPYT
222
343511
12
254243
60





QQYGSSLYT
222
340898
12
209150
75





QQYGSSSWT
222
336774
12
111473
137





QQYGSSPLFT
222
335296
12
82549
167





QQYYSYPYT
222
333528
12
465884
35





QQYNSYPFT
222
314885
12
173418
95





QQYGSSPKT
222
313692
12
105756
141





MQALQTPPT
222
306536
12
111848
136





QQRSNWPYT
222
305522
12
148716
112





QQRSNWPPFT
222
300165
12
176371
92





QQSYTTPRT
222
292603
12
109
5993





QQYNNWPQT
222
292444
12
74218
175





QQYYSYPPT
222
291224
12
161728
103





QQYDNLPPLT
222
288444
12
212553
72





QQYNSYPIT
222
281622
12
174782
94





QQLNSYPFT
222
280897
12
193197
84










IgL:













Adults
Adult 






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
8615976
12
3459321
0





GTWDSSLSAGV
222
2656155
12
2233556
3





GTWDSSLSAVV
222
2542422
12
2953276
1





QVWDSSSDHVV
222
1009126
12
1140242
8





SSYTSSSTLV
222
921747
12
2920518
2





QSYDSSLSGSV
222
865170
12
1355919
5





QSADSSGTYVV
222
761696
12
874443
10





GTWDSSLSAWV
222
692370
12
478468
19





QSYDSSLSGWV
222
566201
12
594366
14





SSYTSSSTLVV
222
477560
12
1153503
7





SSYTSSSTVV
222
460353
12
1762737
4





NSRDSSGNHLV
222
449929
12
938981
9





AAWDDSLNGPV
222
422893
12
580611
15





SSYTSSSTWV
222
358782
12
1296277
6





QSADSSGTYWV
222
355314
12
223892
35





NSRDSSGNHWV
222
348395
12
520365
17





QAWDSSTVV
222
345793
12
321889
26





NSRDSSGNHVV
222
319786
12
710309
13





SSYTSSSTRV
222
301059
12
419596
22





SSYAGSNNLV
222
300511
12
762549
12





GTWDSSLSWV
222
260170
12
128153
54





QVWDSSSDHPV
222
247647
12
421063
21





CSYAGSSTLV
222
245335
12
478979
18





QSYDSSLSGYV
222
230769
12
555044
16





CSYAGSSTWV
222
228385
12
310112
27





MIWHSSAWV
222
213760
12
176053
43





QSYDSSLSGSRV
222
183383
12
73352
86





GTWDSSLSAGGV
222
171020
12
66383
91





QSADSSGTWV
222
169113
12
216189
37





GTWDSSLSAEV
222
168903
12
74284
85





CSYAGSYTWV
222
167248
12
233216
33





QVWDSSSDHRV
222
153345
12
105093
62





GTWDSSLSAV
222
144293
12
197402
39





QSADSSGTYRV
222
134024
12
102653
65





NSRDSSGNHRV
222
133334
12
145505
50





GTWDNSLSAGV
222
125120
12
1826
937





QSYDSSLSGSVV
222
124175
12
124130
55





GTWDSSLSAYV
222
122965
12
386293
25





QSYDSSLSGVV
222
122678
12
394146
24





QTWGTGIRV
222
121836
12
53275
105





AAWDDSLNGRV
222
118407
12
101243
67





AAWDDSLSGPV
222
116392
12
104328
63





SSYTSSSTLGV
222
116304
12
115203
57





GTWDSSLSAGRV
222
109508
12
62397
97





CSYAGSSTFVV
222
100283
12
185876
42





GTWDSSLSARV
222
97939
12
48442
112





AAWDDSLSGRV
222
95437
12
98649
71





GTWDSSLSVV
222
84274
12
82160
78





GTWDSSLSAAV
222
80962
12
48410
113





SSYTSSSTLEV
222
76247
12
98847
70





CSYAGSSTYV
222
70022
12
289523
29





SSYTSSSTPV
222
66743
12
62711
96





GTWDGSLSAGV
222
65246
12
3998
631





QVWDSSSDLVV
222
62924
12
24039
179





GTWDSSLSALV
222
61750
12
17853
229





GTWDSSLSGGV
222
56973
12
8842
391





QSYDSSLSGRV
222
55285
12
22055
191





QSYDSSLSGLV
222
55179
12
37883
134





GTWDSSLRAGV
222
51662
12
4629
589





GAWDSSLSAVV
222
51434
12
10459
334





SSYTSSSTV
222
48280
12
258531
31





GTWDSSLRAVV
222
41554
12
5890
504





GTWDSGLSAGV
222
37642
12
6122
487





GAWDSSLSAGV
222
35882
12
8303
407





GTWDRSLSAVV
222
31235
12
2689
762





QSYDSSLSGGV
222
30858
12
13372
280





GTWDSSLNAGV
222
29122
12
1476
1040





GTWDSRLSAGV
222
26248
12
2905
733





GTWDRSLSAGV
222
23871
12
2066
870





QSYDSSLSGAV
222
21879
12
17026
238





GTWDSSLSAGG
222
20912
12
5451
532





GSWDSSLSAGV
222
16501
12
4389
605





GTWDSRLSAVV
222
16331
12
3763
647





GTWDSSLGAGV
222
15684
12
6008
494





GSWDSSLSAVV
222
13998
12
5736
514





VTWDSSLSAGV
222
13890
12
1152
1177





QSYDSSLRGSV
222
12406
12
3042
721





GTWDSSLSAGA
222
10881
12
7208
446





GTWGSSLSAGV
222
9534
12
7748
429





QSYDSSLGGSV
222
9188
12
3552
673





GTWGSSLSAVV
222
8825
12
9863
353





GTRDSSLSAVV
222
8319
12
7057
452





QSYDSGLSGSV
222
7643
12
3184
705





GSYTSSSTLV
222
7633
12
9135
378





GTRDSSLSAGV
222
7393
12
5342
543





GTWDSSPSAGV
222
6757
12
5042
565





GTWDSSPSAVV
222
6121
12
6465
472





RTWDSSLSAGV
222
5674
12
3656
662





GT*DSSLSAGV
222
5195
12
4499
592





GTWDSSLCAVV
222
4936
12
3956
633





GTWDSCLSAVV
222
4896
12
3885
635





GTWDSSLCAGV
222
4488
12
2689
761





GTWDSCLSAGV
222
4260
12
2970
729





GTWVSSLSAVV
222
3976
12
3447
679





GTWVSSLSAGV
222
3611
12
2808
750





GTCDSSLSAGV
222
2722
12
2530
794





QVWDSSSDHWV
221
463184
12
398316
23





AAWDDSLNGWV
221
434855
12
460547
20





GTWDSSLSVGV
221
262755
12
7110
448










TRA:













Adults
Adult 






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
31630222
12
5706530
0





AVRDSNYQLI
222
2484161
12
13985
63





AVMDSNYQLI
222
2419871
12
16827
39





AVLDSNYQLI
222
974620
12
4757
384





AVKDSNYQLI
222
637149
12
6050
253





AVVDSNYQLI
222
438460
12
1764
1351





AVTDSNYQLI
222
437348
12
2877
815





AVIDSNYQLI
222
206157
11
592
4186





AVNTGGFKTI
222
198140
12
67618
2





AVNQAGTALI
222
173459
12
53821
4





AVNTGFQKLV
222
126814
12
52553
5





AVNDYKLS
222
125653
12
57875
3





AVNSGGYQKVT
222
121406
12
52104
6





AVTSGTYKYI
222
114374
12
15156
49





AVDSNYQLI
222
99802
12
23035
21





AVNTNAGKST
222
99401
12
41151
7





AVNRDDKII
222
98854
12
28598
12





AVNTGNQFY
222
98561
12
26839
15





AVRDDKII
222
98215
12
15520
42





AVGGSQGNLI
222
87944
12
13817
64





AVNSGGSNYKLT
222
87485
12
16633
40





AVSGSARQLT
222
84917
12
20928
26





AVGDSNYQLI
222
83755
11
4125
2172





AVDTGRRALT
222
79774
12
28633
11





AVNNAGNMLT
222
76805
12
20421
28





AVNYGGSQGNLI
222
76167
12
20567
27





AVYTGGFKTI
222
71325
12
15243
46





AASNDYKLS
222
71143
12
21842
24





AVNSGYSTLT
222
69962
12
27663
13





AANQAGTALI
222
67275
12
12401
80





AASGGSNYKLT
222
67247
12
7443
183





AVSGGSYIPT
222
65402
12
19425
32





ALMDSNYQLI
222
65061
11
2670
2312





ALNTGGFKTI
222
64776
12
17696
38





AANFGNEKLT
222
62582
12
12435
78





AASTSGTYKYI
222
61388
12
15306
45





AVNTDKLI
222
61383
12
16320
41





AVTGNQFY
222
57859
12
26234
16





AVLNQAGTALI
222
56941
12
14636
54





AASGGSYIPT
222
55206
12
19916
29





AVKAAGNKLT
222
54908
12
23078
19





AVNAGNNRKLI
222
54337
12
12187
81





AVSGGSNYKLT
222
54001
12
10310
100





AANAGGTSYGKLT
222
53565
12
6163
245





ALNDYKLS
222
52490
12
14163
60





AVSGGYQKVT
222
52480
12
18706
34





AVDTGGFKTI
222
51993
12
15177
48





AVRNTGGFKTI
222
50632
12
19796
31





AVRSNDYKLS
222
45064
12
14087
61





AVSSNDYKLS
222
44704
12
12986
72





AVTGTASKLT
222
44385
12
8110
161





AVNTGTASKLT
222
44042
12
8547
147





AVAGGTSYGKLT
222
42600
12
4880
370





AVTTSGTYKYI
222
42488
12
9417
118





AGGGSQGNLI
222
42001
12
6018
254





AVHTGGFKTI
222
41198
12
9301
121





AVYNTDKLI
222
39547
12
8052
165





VVNTGNQFY
222
38222
12
1828
1316





AVSSGSARQLT
222
37918
12
9037
128





AARDSNYQLI
222
36714
12
2595
921





AANNAGNMLT
222
36366
12
6348
236





AVSNFGNEKLT
222
35927
12
8851
134





AVSDTGGFKTI
222
34204
12
15053
50





AVDRGSTLGRLY
222
33576
12
11694
87





AASSGSARQLT
222
32033
12
7516
182





ALGGSQGNLI
222
31359
12
2995
775





AASSGGYQKVT
222
30644
12
6639
217





AVSNTGGFKTI
222
28991
12
6433
226





AASAGGTSYGKLT
222
27852
12
3493
635





AVSAGGTSYGKLT
222
27808
12
2730
870





AVMDSSYKLI
221
618800
12
29126
10





AAMDSNYQLI
221
467502
12
3852
541





AVSDSNYQLI
221
438680
12
5139
337





AALDSNYQLI
221
307036
11
2192
2482





AVEDSNYQLI
221
127093
12
3511
630





AASDSNYQLI
221
93800
10
2592
4709





AVSNDYKLS
221
92075
12
22888
22





AASKGGSYIPT
221
84938
12
17748
37





AVPNQAGTALI
221
83407
12
13633
67





AVNFGNEKLT
221
78840
12
13310
70





AVRDNYGQNFV
221
76903
12
21076
25





AAYTGGFKTI
221
74430
12
5396
311





AVNAGGTSYGKLT
221
74088
12
6634
218





ALSGGSNYKLT
221
61394
12
3392
668





ALYNFNKFY
221
57631
12
15469
43





AVYSSASKII
221
55926
12
14972
51





AGGTSYGKLT
221
55857
12
7436
184





AVASGGSYIPT
221
54756
12
15231
47





VVNTNAGKST
221
54397
12
24281
17





AVNSGNTPLV
221
53299
12
19818
30





AVSNQAGTALI
221
52716
12
12762
73





AENSGGSNYKLT
221
52328
12
3155
737





AVRGSQGNLI
221
51440
12
10808
95





AASNQAGTALI
221
50554
12
12585
77





AAGGSQGNLI
221
49041
12
5279
320





AVQTGANNLF
221
48165
12
9895
102





AVYNFNKFY
221
46850
12
23061
20





AVKTSYDKVI
221
46512
12
6139
247





AVFTGGGNKLT
221
46491
12
8507
150










TRB:













Adults
Adult 






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
3232641
30
10045379
0





ASSLNTEAF
212
13823
30
41459
19





ASSLGGNTEAF
209
78580
30
29808
42





ASSPSTDTQY
208
11606
30
38520
22





ASSLTDTQY
207
12809
30
50876
11





ASSLGQNTEAF
206
10690
30
93056
1





ASSLSYEQY
205
12321
30
46016
13





ASSLQGNTEAF
205
9290
30
30158
39





ASSLGGTEAF
203
10995
30
58963
7





ASSLGSNQPQH
202
9827
29
21250
203





ASSLDSNQPQH
201
9697
30
35364
28





ASSLGGNQPQH
201
9444
30
32531
33





ASSLQETQY
200
13863
29
36845
183





ASSLGYEQY
199
10688
30
82685
3





ASSLGNTEAF
198
10130
30
62782
6





ASSLGRNTEAF
198
8136
30
14092
101





ASSLGLNTEAF
198
7059
30
14660
97





ASSSTDTQY
197
12875
30
33841
32





ASSLSTDTQY
197
12688
30
34516
29





ASSPSYEQY
196
22288
30
26730
51





ASSLTGNTEAF
196
9003
30
43428
17





ASSSSYEQY
193
12057
30
39636
20





ASSLGNQPQH
193
8119
29
29007
187





ASSLDRNTEAF
193
7350
30
18871
75





ASSLGTDTQY
192
8503
30
36873
25





ASSFTDTQY
192
7701
30
51198
10





ASSLGGYEQY
192
7268
30
44934
15





ASSLGTEAF
191
9278
30
31798
36





ASSLGSYEQY
191
6203
30
21315
69





ASSLYNEQF
190
9347
29
31384
184





ASSLSSYEQY
190
8112
30
24961
55





ASSSQETQY
190
7476
30
26896
50





ASSSYNEQF
189
9418
28
24165
478





ASSLTVNTEAF
189
5874
30
12387
108





ASSLGETQY
187
8315
30
28449
45





ASSPQETQY
186
8112
30
19624
72





ASSLGGSYEQY
185
5108
29
21499
201





ASSLEETQY
184
8580
30
45458
14





ASSYSYEQY
184
7369
30
31559
37





ASSQETQY
184
7316
30
50375
12





ASSLSNQPQH
184
6955
29
11332
273





ASSLGGTDTQY
184
6508
30
41732
18





ASSLGVNTEAF
183
5966
30
14681
96





ASSLGQGNQPQH
183
5711
29
36855
182





ASSLGPNTEAF
181
12069
28
7027
657





ASSLADTQY
181
7614
30
69188
5





ASSLGGGTEAF
180
5012
30
12047
109





ASSLAGNTEAF
179
5619
30
20132
71





ASSLGDTQY
178
6761
30
25457
54





ASSSSTDTQY
178
6751
29
20877
204





ASSLTGGTEAF
178
5589
30
29963
40





ASSPSSYEQY
177
7892
29
21349
202





ASSLGQNYGYT
177
7841
30
24043
58





ASSFSTDTQY
177
6025
29
25647
192





ASSLGQGNTEAF
177
5516
27
17849
941





ASSLGGSNQPQH
176
5953
30
17971
79





ASSPGQGNQPQH
175
4817
30
14469
99





ASSLGGGNQPQH
175
4399
29
11008
279





ASSLAGNQPQH
174
6410
28
10609
564





ASSRNTEAF
174
6391
29
9856
295





ASSLRGNTEAF
174
4979
29
12454
256





ASSFSYEQY
173
10491
29
28905
188





ASSQGYEQY
173
6693
30
31387
38





ASSLQGNQPQH
173
6309
30
52206
9





ASSLAGGTDTQY
173
5647
30
88853
2





ASSLLNTEAF
173
5533
27
8387
1022





ASSRDSNQPQH
173
5055
29
16493
221





ASSLGGSTDTQY
173
4748
30
16234
89





ASSFQETQY
172
8095
29
30678
185





ASSLMNTEAF
171
8072
26
10161
1567





ASSLGGYGYT
171
5920
29
50056
179





ASSLYSNQPQH
170
7229
27
15394
950





ASSPGQNTEAF
170
5238
30
18604
76





ASSPDRNTEAF
170
4900
29
5976
394





ASSLVGNTEAF
170
4820
28
7707
633





ASSLGGSSYEQY
169
8757
28
13691
517





ASSPPSTDTQY
169
6162
29
16783
219





ASSRQGNTEAF
169
4929
30
8618
136





ASSLGQGYGYT
168
4742
29
23156
197





ASSLGSSYEQY
168
4545
28
15272
510





ASSRTDTQY
167
9327
30
23466
61





ASSQDSNQPQH
167
6131
29
20395
207





ASSLTGNQPQH
167
5567
30
17702
80





ASSPGQGYEQY
167
5302
28
16918
498





ASSLGSTDTQY
167
5111
29
19179
212





ASSLEGNTEAF
167
5038
29
8260
333





ASSLGQLNTEAF
167
4706
26
5229
1742





ASSLGQGYEQY
166
7473
30
37663
23





ASSYTDTQY
166
5723
30
24354
56





ASSQGLNTEAF
166
5404
30
8352
140





ASSLDSYEQY
166
5026
30
34277
31





ASSLGGQPQH
166
3130
30
13357
103





ASSLTENTEAF
165
6466
29
4460
432





ASSLNSNQPQH
165
6102
29
7244
367





ASSLSGNTEAF
165
4195
28
10208
577





ASSLGQGAYEQY
164
4663
28
21213
480





ASSLEGNQPQH
163
6241
28
6889
662





ASSLKETQY
163
6186
30
16445
87





ASSLAGGTEAF
163
5934
30
17572
81










TRD:













Adults
Adult






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
542467
30
227046
0





ACDTLGDTDKLI
141
29665
16
1790
53





ACDTVGGYTDKLI
110
15252
8
250
392





ACDTVGDTDKLI
95
9152
18
3924
34





ACDRLGDTDKLI
86
4481
3
64
2272





ACDILGDTDKLI
83
6717
22
11178
5





ACDTLLGDTDKLI
83
6272
5
641
822





ACDPLGDTDKLI
79
9247
4
157
1216





ACDPLLGDTDKLI
79
5313
3
108
2033





ACDTVGGTDKLI
79
4649
6
103
681





ACDVLGDTDKLI
76
5983
22
9191
6





ACDTLGGTDKLI
73
2992
3
4
2952





ACDSLGDTDKLI
69
2796
4
7
1527





ACDLLGDTDKLI
66
4529
16
2082
51





ACDALGDTDKLI
61
1839
11
67
220





ACDTVGEYTDKLI
56
9482
3
5
2725





ACDTAGGSSWDTRQMF
55
2546
14
737
100





ACDTVGGSTDKLI
54
2614








ACDSLLGDTDKLI
52
4681
5
63
960





ACDTLGDTSDKLI
52
2673








ACDTVGGNTDKLI
51
5007
2
26
8860





ACDTLGYTDKLI
51
3930
5
281
841





ACDTVLGDTSSWDTRQMF
51
2342
20
1380
16





ACDTVGTYTDKLI
50
3525








ACDTVLGDSSWDTRQMF
50
2193
19
2355
27





ACDTVGSYTDKLI
49
3478
1
44
37807





ACDALLGDTDKLI
49
1466
3
118
1995





ACDTVGAYTDKLI
48
4388
1
24
69120





ACDKLGDTDKLI
48
3339
10
513
252





ACDTVGGHTDKLI
48
2831








ACDTVGGSDKLI
47
3635
2
36
7865





ACDTLGDADKLI
47
1034
1
7
120797





ACDTLGGYTDKLI
46
76073
2
126
3898





ACDTLGDSDKLI
46
5325
3
3
3020





ACDTVGYTDKLI
46
1146
12
409
172





ACDTVGVYTDKLI
45
2536
2
87
4619





ACGTLGDTDKLI
45
120
4
12
1457





ACDTVGGSYTDKLI
44
2647
4
348
1154





ACDTLGAYTDKLI
43
2780
1
1
255402





ACDTVGGRTDKLI
42
2901








ACDTLGDTGTDKLI
42
1600








ACDTGGYGSWDTRQMF
42
1005
18
974
37





ARDTLGDTDKLI
42
98
3
3
3281





ACDTVLGDTRYTDKLI
41
1762
1
11
105467





ACDTLGVTDKLI
40
1400
1
2
166231





ACDTVGGYADKLI
40
872
5
132
912





ACDTVGGDTDKLI
39
1262
1
1
191717





ACDTLGETDKLI
39
1217








ACDTLGDTDKLT
39
99
2
2
11117





ACDTLGDTDKPI
39
89
3
4
2884





ACDTLGTYTDKLI
38
7485
1
1
443491





ACDTLGDTRTDKLI
38
5111
1
180
14010





ACDTVLGDTSWDTRQMF
38
1484
10
409
259





ACDTLGEYTDKLI
38
1299
2
49
6656





ACDTLGVYTDKLI
37
3448
2
86
4643





ACDTLGANTDKLI
37
1328
1
71
21758





ACDSVGGYTDKLI
37
990
2
2
11889





ACDTLGDTADKLI
36
7244








ACDTWGNTDKLI
36
2252
6
502
615





ACDTLGDTYTDKLI
36
1021
5
179
884





ACDTVGENTDKLI
36
888








ACDTLGNTDKLI
35
3570
3
6
2698





ACDTLLGDTYTDKLI
35
2449
2
23
9120





ACDTWGTDKLI
35
1744
11
1964
198





ACDTVGGLYTDKLI
35
1581
3
74
2205





ACDTVGGFTDKLI
34
1021








ACDTLGGNTDKLI
34
976








ACDTVGPYTDKLI
34
964








ACDTAGGSWDTRQMF
33
4457
15
2377
68





ACDPLGDYTDKLI
33
3116








ACDTVGGPYTDKLI
33
2733
3
76
2191





ACDTLGENTDKLI
33
2672








ACDTVGLYTDKLI
33
1847








ACDTLGDTDTDKLI
33
1312
2
90
4524





ACDTWGDTDKLI
33
719
5
428
827





ACDTVGVTDKLI
33
285
5
7
1049





ACDTLGDTVKLI
33
43
1
1
265200





ACDTVGGTYTDKLI
32
9193








ACDTVGANTDKLI
32
709








ACDTLGDSYTDKLI
31
4062








ACDTLLGDTRYTDKLI
31
3983
2
52
6400





ACDTVLGTDKLI
31
1731
2
98
4323





ACDTLGGPYTDKLI
31
1271
1
259
13410





ACDTVGGLTDKLI
31
479








ACDTLGDTGKLI
31
270








ACDTVLGDTRSWDTRQMF
30
7074
11
989
201





ACDTLGDPYTDKLI
30
4955








ACDTLGATDKLI
30
1756








ACDTVGGGTDKLI
30
1720








ACDTVLGDTWDTRQMF
30
1163
19
5546
23





ACDTLGDTRDKLI
30
1076








ACDTTGGSWDTRQMF
30
647
12
328
173





ACDTVGGRYTDKLI
30
510
1
1
312790





ACDPLGGYTDKLI
30
468
1
13
100760





ACDTVGGGYTDKLI
29
7000
4
92
1293





ACDTWGYTDKLI
29
5325
19
2808
26





ACDTGGYSSWDTRQMF
29
1743
18
2948
35





ACDTVGDSDKLI
29
1306
3
9
2616





ACDTLLGDTTDKLI
29
1116













TRG:













Adults
Adult






with
total
CB with
CB total



CDR3
CDR3
reads
CDR3
reads
CB rank





*
222
10972664
12
527036
0





ALWEVQELGKKIKV
220
930787
12
19295
1





ALWEVRELGKKIKV
219
325307
10
2791
107





ALWEVLELGKKIKV
217
143247
8
708
298





ATWDGYYKKL
217
62279
12
9663
4





ATWDGNYYKKL
216
159487
12
5790
5





ALWEVQEFGKKIKV
216
22110
10
249
176





ALWEGQELGKKIKV
215
52599
9
694
205





ALWEAQELGKKIKV
214
177886
9
957
190





ATWDYYKKL
214
45235
12
10231
3





ATWDGPYYKKL
214
36592
12
5403
6





ALWDVQELGKKIKV
214
15436
9
161
267





ALWEVQELCKKIKV
214
7557
8
48
435





ALWEVQELGKIIKV
213
15574
4
16
2230





ALGEVQELGKKIKV
213
12633
10
123
183





ALWEVKELGKKIKV
212
96792
9
1205
186





ATWDYKKL
212
40158
12
5064
7





ALWEVGELGKKIKV
211
91481
9
629
208





ALWEEQELGKKIKV
211
58792
6
267
744





ATWDGLYYKKL
211
49650
12
3521
12





ALWEVQELVKKIKV
211
8768
7
67
638





ALWEVHELGKKIKV
209
123803
7
699
463





ATWDGRYKKL
209
40700
12
4455
9





ALWEVEELGKKIKV
208
77355
8
519
310





ALWVVQELGKKIKV
208
5707
5
58
1369





ATWDKKL
206
24521
12
3367
13





ALWEEELGKKIKV
205
94022
8
1336
289





ATWDGPNYYKKL
205
24307
12
4077
10





ATWDGRYYKKL
204
26665
12
2958
14





ATWDRNYYKKL
204
22662
11
2540
52





ALWEGRELGKKIKV
204
8113
7
101
627





GLWEVQELGKKIKV
204
4567
7
26
661





ALWEVREFGKKIKV
203
5839
7
26
660





ALWEDQELGKKIKV
202
80424
7
177
566





ATWDGPGYKKL
202
29370
11
3095
50





ALWEVQGLGKKIKV
202
9169
7
228
537





ALWEVQEVGKKIKV
202
3725
8
42
438





ATWDGPYKKL
201
25216
12
3716
11





ALWEQELGKKIKV
200
68666
10
4073
106





ALWELQELGKKIKV
200
40369
7
609
468





ALWEVQVLGKKIKV
200
7298
6
29
980





ALCEVQELGKKIKV
200
3696
8
47
436





ALREVQELGKKIKV
200
3325
9
66
279





ALWEVRYKKL
199
75533
10
1666
110





ALWETQELGKKIKV
199
68450
8
460
319





ALWEVNYYKKL
199
35940
12
2438
17





ATWDGLNYYKKL
199
31905
11
1100
71





ALWESQELGKKIKV
199
30392
5
236
1095





ATWDSYYKKL
199
14283
11
1996
53





ALWEVELGKKIKV
198
55241
9
2280
184





ALWEVSELGKKIKV
198
39221
7
133
603





ALWGVQELGKKIKV
198
3583
8
38
440





ATWDGYKKL
197
39035
12
4690
8





ATWDGHYYKKL
197
19135
10
1983
108





ALWEVQELGKKIRV
197
2380
6
43
965





ALWEVQELGKKINV
197
2011
8
53
433





ALWEPQELGKKIKV
196
47093
10
854
129





ALWEVQ*LGKKIKV
196
2370
6
35
972





ALWEVPELGKKIKV
195
51740
7
174
572





ATWDGKKL
195
37653
11
1970
54





ATWDRPYYKKL
195
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195
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195
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19
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195
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14
1474





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195
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7
22
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195
2612
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21
991





ALWEVVELGKKIKV
194
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4
91
1828





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193
28319
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2727
15





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193
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12462
2





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193
13754
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1520
28





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193
2530
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33
974





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192
2233
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54
432





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190
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111
1236





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190
2346
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190
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7
23
664





ALWEVYYKKL
189
26888
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2091
20





ATWDRYYKKL
189
13497
11
1351
64





ATWDRRYYKKL
189
9538
11
1614
58





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189
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1414
113





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189
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189
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189
2257
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189
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188
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474
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188
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188
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188
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188
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ALWEVQE*GKKIKV
188
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ATWENYYKKL
187
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187
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187
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187
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187
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187
4268
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187
3809
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11
1498





ATWDRPGYKKL
186
6708
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1304
66





ALWEGGELGKKIKV
186
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58
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ALWEKELGKKIKV
185
22273
5
215
1104









Diversity Index

The third index disclosed herein is referred to as the diversity index. This method uses the difference between the level of immune cell diversity generally seen in a normal, healthy individual and the generally lower level of diversity seen in an individual who has one or more disease conditions as a diagnostic indicator of the presence of a normal or abnormal immune status. In one aspect of the invention, the diversity level is referred to as the D50, with D50 being defined as the minimum percentage of distinct CDR3s accounting for at least half of the total CDR3s in a population or subpopulation of immune system cells. The third complementarity-determining region (CDR3) being a region whose nucleotide sequence is unique to each T or B cell clone, the higher the number, the greater the level of diversity. D50 may be described as follows. Where the “significant percentage” of the total number cells is fifty percent (50%), the diversity index (D50) may also be defined as a measure of the diversity of an immune repertoire of J individual cells (the total number of CDR3s) composed of S distinct CDR3s in a ranked dominance configuration where ri is the abundance of the ith most abundant CDR3, r1 is the abundance of the most abundant CDR3, r2 is the abundance of the second most abundant CDR3, and so on. C is the minimum number of distinct CDR3s, amounting to 50% of the total sequencing reads. D50 therefore is given by C/S×100.







Assume





that








r
1




r
2










r
i




r

i
+
1











r
s




S



,





i
=
1

S



r
i


=
J








if









i
=
1

C







r
i





J
/
2






and









i
=
1


C
-
1








r
i




J
/
2








D





50

=


C
S

×
100





The method of the invention may be performed using the following steps for assessing the level of diversity of an immunorepertoire: (a) amplifying polynucleotides from a population of white blood cells from a human or animal subject in a reaction mix comprising target-specific nested primers to produce a set of first amplicons, at least a portion of the target-specific nested primers comprising additional nucleotides which, during amplification, serve as a template for incorporating into the first amplicons a binding site for at least one common primer; (b) transferring a portion of the first reaction mix containing the first amplicons to a second reaction mix comprising at least one common primer; (c) amplifying, using the at least one common primer, the first amplicons to produce a set of second amplicons; (d) sequencing the second amplicons to identify V(D)J rearrangement sequences in the subpopulation of white blood cells, (e) using the identified V(D)J rearrangement sequences to quantify both the total number of cells in a population of immune system cells and the total numbers of cells within each of the clonotypes identified within the population; and (f) identifying the number of clonotypes that comprise a significant percentage of a total number of cells counted within that population, wherein a normal state is characterized by the presence of a greater variety of clonotypes represented within the significant percentage of the total number of cells and an abnormal state is characterized by the presence of a lesser number of clonotypes represented within a significant percentage of the total number of cells.


It has previously been difficult to assess the immune system in a broad manner, because the number and variety of cells in a human or animal immune system is so large that sequencing of more than a small subset of cells has been almost impossible. The inventor developed a semi-quantitative PCR method (arm-PCR, described in more detail in U.S. Patent Application Publication Number 20090253183), which provides increased sensitivity and specificity over previously-available methods, while producing semi-quantitative results. It is this ability to increase specificity and sensitivity, and thereby increase the number of targets detectable within a single sample that makes the method ideal for detecting relative numbers of clonotypes of the immunorepertoire. The inventor has more recently discovered that using this sequencing method allows him to compare immunorepertoires of individual subjects, which has led to the development of the present method. The method has been used to evaluate subjects who appear normal, healthy, and asymptomatic, as well as subjects who have been diagnosed with various forms of cancer, for example, and the inventor has demonstrated that the presence of disease correlates with decreased immunorepertoire diversity, which can be readily detected using the method of the invention. This method may therefore be useful as a diagnostic indicator, much as cell counts and biochemical tests are currently used in clinical practice.


Clonotypes (i.e., clonal types) of an immunorepertoire are determined by the rearrangement of Variable(V), Diverse(D) and Joining(J) gene segments through somatic recombination in the early stages of immunoglobulin(Ig) and T cell receptor (TCR) production of the immune system. The V(D)J rearrangement can be amplified and detected from T cell receptor alpha, beta, gamma, and delta chains, as well as from immunoglobulin heavy chain (IgH) and light chains (IgK, IgL). Cells may be obtained from an individual by obtaining peripheral blood, lymphoid tissue, cancer tissue, or tissue or fluids from other organs and/or organ systems, for example. Techniques for obtaining these samples, such as blood samples, are known to those of skill in the art. “Quantifying clonotypes,” as used herein, means counting, or obtaining a reliable approximation of, the numbers of cells belonging to a particular clonotype. Cell counts may be extrapolated from the number of sequences detected by PCR amplification and sequencing.


The CDR3 region, comprising about 30-90 nucleotides, encompasses the junction of the recombined variable (V), diversity (D) and joining (J) segments of the gene. It encodes the binding specificity of the receptor and is useful as a sequence tag to identify unique V(D)J rearrangements.


Wang et al. disclosed that PCR may be used to obtain quantitative or semi-quantitative assessments of the numbers of target molecules in a specimen (Wang, M. et al., “Quantitation of mRNA by the polymerase chain reaction,” (1989) Proc. Nat'l. Acad. Sci. 86: 9717-9721). Particularly effective methods for achieving quantitative amplification have been described previously by the inventor. One such method is known as arm-PCR, which is described in United States Patent Application Publication Number 20090253183A1.


Aspects of the invention include arm-PCR amplification of CDR3 from T cells, B cells, and/or subsets of T or B cells. The term “population” of cells, as used herein, therefore encompasses what are generally referred to as either “populations” or “sub-populations” of cells. Large numbers of amplified products may then be efficiently sequenced using next-generation sequencing using platforms such as 454 or Illumina, for example. If the significant percentage that is chosen is 50%, the number may be referred to as the “D50.” D50 may then be the percent of dominant and unique T or B cell clones that account for fifty percent (50%) of the total T or B cells counted in that sample. For high-throughput sequencing, for example, the D50 may be the number of the most dominant CDR3s, among all unique CDR3s, that make up 50% of the total effective reads, where total effective reads is defined as the number of sequences with identifiable V and J gene segments which have been successfully screened through a series of error filters.


The arm-PCR method provides highly sensitive, semi-quantitative amplification of multiple polynucleotides in one reaction. The arm-PCR method may also be performed by automated methods in a closed cassette system (iCubate®, Huntsville, Ala.), which is beneficial in the present method because the repertoires of various T and B cells, for example, are so large. In the arm-PCR method, target numbers are increased in a reaction driven by DNA polymerase, which is the result of target-specific primers being introduced into the reaction. An additional result of this amplification reaction is the introduction of binding sites for common primers which will be used in a subsequent amplification by transferring a portion of the first reaction mix containing the first set of amplicons to a second reaction mix comprising common primers. “At least one common primer,” as used herein, refers to at least one primer that will bind to such a binding site, and includes pairs of primers, such as forward and reverse primers. This transfer may be performed either by recovering a portion of the reaction mix from the first amplification reaction and introducing that sample into a second reaction tube or chamber, or by removing a portion of the liquid from the completed first amplification, leaving behind a portion, and adding fresh reagents into the tube in which the first amplification was performed. In either case, additional buffers, polymerase, etc., may then be added in conjunction with the common primers to produce amplified products for detection. The amplification of target molecules using common primers gives a semi-quantitative result wherein the quantitative numbers of targets amplified in the first amplification are amplified using common, rather than target-specific primers—making it possible to produce significantly higher numbers of targets for detection and to determine the relative amounts of the cells comprising various rearrangements within an individual blood sample. Also, combining the second reaction mix with a portion of the first reaction mix allows for higher concentrations of target-specific primers to be added to the first reaction mix, resulting in greater sensitivity in the first amplification reaction. It is the combination of specificity and sensitivity, along with the ability to achieve quantitative results by use of a method such as the arm-PCR method, that allows a sufficiently sensitive and quantitative assessment of the type and number of clonotypes in a population of cells to produce a diversity index that is of diagnostic use.


Clonal expansion due to recognition of antigen results in a larger population of cells that recognize that antigen, and evaluating cells by their relative numbers provides a method for determining whether an antigen exposure has influenced expansion of antibody-producing B cells or receptor-bearing T cells. This is helpful for evaluating whether there may be a particular population of cells that is prevalent in individuals who have been diagnosed with a particular disease, for example, and may be especially helpful in evaluating whether or not a vaccine has achieved the desired immune response in individuals to whom the vaccine has been given.


Primers for amplifying and sequencing variable regions of immune system cells are available commercially, and have been described in publication such as the inventor's published patent applications WO2009137255 and US201000021896A1.


There are several commercially available high-throughput sequencing technologies, such as Hoffman-LaRoche, Inc.'s 454® sequencing system. In the 454® sequencing method, for example, the A and B adaptor are linked onto PCR products either during PCR or ligated on after the PCR reaction. The adaptors are used for amplification and sequencing steps. When done in conjunction with the arm-PCR technique, A and B adaptors may be used as common primers (which are sometimes referred to as “communal primers” or “superprimers”) in the amplification reactions. After A and B adaptors have been physically attached to a sample library (such as PCR amplicons), a single-stranded DNA library is prepared using techniques known to those of skill in the art. The single-stranded DNA library is immobilized onto specifically-designed DNA capture beads. Each bead carries a unique singled-stranded DNA library fragment. The bead-bound library is emulsified with amplification reagents in a water-in-oil mixture, producing microreactors, each containing just one bead with one unique sample-library fragment. Each unique sample library fragment is amplified within its own microreactor, excluding competing or contaminating sequences. Amplification of the entire fragment collection is done in parallel. For each fragment, this results in copy numbers of several million per bead. Subsequently, the emulsion PCR is broken while the amplified fragments remain bound to their specific beads. The clonally amplified fragments are enriched and loaded onto a PicoTiterPlate® device for sequencing. The diameter of the PicoTiterPlate® wells allows for only one bead per well. After addition of sequencing enzymes, the fluidics subsystem of the sequencing instrument flows individual nucleotides in a fixed order across the hundreds of thousands of wells each containing a single bead. Addition of one (or more) nucleotide(s) complementary to the template strand results in a chemilluminescent signal recorded by a CCD camera within the instrument. The combination of signal intensity and positional information generated across the PicoTiterPlate® device allows the software to determine the sequence of more than 1,000,000 individual reads, each is up to about 450 base pairs, with the GS FLX system.


Having obtained the sequences using a quantitative and/or semi-quantitative method, it is then possible to calculate the D50, for example, by determining the percent of clones that account for at least about 50% of the total clones detected in the individual sample. Normal ranges may be compared to the numbers obtained for an individual individual, and the result may be reported both as a number and as a normal or abnormal result. This provides a physician with an additional clinical test for diagnostic purposes. Results for individual samples from a healthy individual, an individual with colon cancer, and an individual with lung cancer are shown below in Table 1. These results are from T-cell populations, expressed as an average of results from 8 (age matched normal) to 10 (colon cancer, lung cancer) samples.














TABLE 1







Health Condition
D50 (Tc)
D50 (Tr)
D50 (Th)









Healthy/Normal
23.6 
43.5
38.9



Colon Cancer
4.5
21.7
28.3



Lung Cancer
4.5
17.1
26.8










As each number represents the percent of clones making up about 50 percent of the total number of sequences detected in the population being assessed, it is clear from the numbers above that a lack of immunorepertoire diversity, expressed as a deviation from normal, may be a useful criterion for use in diagnostic test panels. The method of the invention, particularly if used in an automated system such as that described by the inventor in U.S. Patent Application Publication Number 201000291668A1, may be used to analyze samples from multiple individuals, with detection of the amplified targets sequences being accomplished by the use of one or more microarrays.


Hybridization, utilizing at least one microarray, may also be used to determine the D50 of an individual's immunorepertoire. In such a method, the D50 would be calculated as the percentage of the most dominant variable genes (V and/or J genes) which would account for at least 50% of the total signal from all the V and or J genes.


Table 2 illustrates the difference in B-cell diversity, as evidenced by the D50, between (8) normal, healthy individual and (20) individuals with chronic lymphocytic leukemia, and (12) Lupus individuals












TABLE 2







Individual Condition
D50 (IgH)









Healthy/Normal
95.3 



Chronic
17.86



Lymphocytic




Leukemia




Lupus
26.5 










Recently, researchers in various laboratories have reported that microbial diversity within a human or animal (the “microbiome”) also shifts when the healthy state changes to a more unhealthy state. For example, shifts in microbial populations have been associated with various gastrointestinal disorders, with obesity, and with diabetes, for example. Zaura et al. (Zaura, E. et al. “Defining the healthy ‘core microbiome’ of oral microbial communities.” BMC Microbiology (2009) 9: 259) reported that a major proportion of bacterial sequences of unrelated healthy individuals is identical, and the proportion shifts in individuals who have oral disease. The arm-PCR method, combined with high-throughput sequencing, provides a relatively fast, highly sensitive, specific, and semi-quantitative method for evaluating diversity of microbial populations to establish a microbial D50 value, for example, for various human or animal tissues. Arm-PCR has been shown to be quite effective for identifying bacteria within mixed populations obtained from clinical samples.


Examples
Individual Samples

Whole blood samples (40 ml) collected in sodium heparin from 10 lung and 10 colon, and 10 breast cancer individuals were purchased from Conversant Healthcare Systems (Huntsville, Ala.). Whole blood samples (40 ml) collected in sodium heparin from 8 normal control samples were purchased from ProMedDx (Norton, Mass.).


Isolation of T Cell Subsets.

T cell isolations were performed using superparamagnetic polystyrene beads (MiltenyiBiotec) coated with monoclonal antibodies specific for each T cell subset. From whole blood, mononuclear cells were obtained by Ficoll prep, and monocytes removed using anti-CD14 microbeads. This monocyte-depleted mononuclear fraction was then used as a source for specific T cell subset fractions.


Cytotoxic CD8+ T cells were isolated by negative selection using anti-CD4 multisort beads (MiltenyiBiotec), followed by positive selection with anti-CD8 beads. CD4+ T cells were isolated by positive selection with anti-CD4 beads. Anti-CD25 beads (MiltenyiBiotec) were used to select CD4+CD25+ regulatory T cells. All isolated cell populations were immediately resuspended in RNAprotect (Qiagen).


RNA Extraction and Repertoire Amplification

RNA extraction was performed using the RNeasy Mini Kit (Qiagen) according to the manufacturer's protocol. For each target, a set of nested sequence-specific primers (Forward-out, Fo; Forward-in, Fi; Reverse-out, Ro; and Reverse-in, Ri) was designed using primer software available at www.irepertoire.com. A pair of common sequence tags was linked to all internal primers (Fi and Ri). Once these tag sequences were incorporated into the PCR products in the first few amplification cycles, the exponential phase of the amplification was carried out with a pair of communal primers. In the first round of amplification, only sequence-specific nested primers were used. The nested primers were then removed by exonuclease digestion and the first-round PCR products were used as templates for a second round of amplification by adding communal primers and a mixture of fresh enzyme and dNTP. Each distinct barcode tag was introduced into amplicon from the same sample through PCR primer.


Sequencing

Barcode tagged amplicon products from different samples were pooled together and loaded into a 2% agarose gel. Following electrophoresis, DNA fragments were purified from DNA band corresponding to 250-500 bp fragments extracted from agarose gel. DNA was sequenced using the 454 GS FLX system with titanium kits (SeqWright, Inc.).


Sequencing Data Analysis

Sequences for each sample were sorted out according to barcode tag. Following sequence separation, sequence analysis was performed in a manner similar to the approach reported by Wang et al. (Wang C, et al. High throughput sequencing reveals a complex pattern of dynamic interrelationships among human T cell subsets. Proc Natl Acad Sci USA 107(4): 1518-1523). Briefly, germline V and J reference sequences, which were downloaded from the IMGT server (http://www.imgt.org), were mapped onto sequence reads using the program IRmap. The boundaries defining CDR3 region in reference sequences were mirrored onto sequencing reads through mapping information. The enclosed CDR3 regions in sequencing reads were extracted and translated into amino acid sequence.


This application references various publications. The disclosures of these publications, in their entireties, are hereby incorporated by reference into this application to describe more fully the state of the art to which this application pertains. The references disclosed are also individually and specifically incorporated herein by reference for material contained within them that is discussed in the sentence in which the reference is relied on.


The systems, methodologies and the various embodiments thereof described herein are exemplary. Various other embodiments of the systems and methodologies described herein are possible.

Claims
  • 1. A method of presenting a user's immunorepertoire profile to the user, comprising the steps of: obtaining a blood sample from the user;determining at least one index for selected from the group consisting of the clonotype index, essential index, and diversity index to produce an immunorepertoire profile for the blood sample for the user; andoutputting information to the user pertaining to the user's immunorepertoire profile.
  • 2. The method of claim 1, further comprising the step of obtaining a set of characteristic data associated with the user, wherein the characteristic data associated with the user comprises the user's age and gender.
  • 3. The method of claim 2, wherein the characteristic data further comprises the presence of any disease.
  • 4. The method of claim 1, wherein the blood sample comprises whole blood.
  • 5. The method of claim 1, wherein the blood sample comprises a dried blood spot.
  • 6. The method of claim 5, comprising the additional steps of: providing the user with a kit comprising a blood collection card, wherein the blood collection card comprises at least one blood collection area and a QR code; andscanning the QR code by the user to associate the blood sample with the user's account on a software application.
  • 7. The method of claim 1, wherein the step of outputting information to the user is performed using a software application.
  • 8. A method of presenting a user's immunorepertoire profile to the user, comprising the steps of: providing the user with a kit comprising a blood collection card, wherein the blood collection card comprises at least one blood collection area and a QR code;scanning the QR code by the user to associate the blood sample with the user's account on a software application;obtaining a set of characteristic data associated with the user, wherein the characteristic data associated with the user comprises the user's age, gender and the presence or absence of any disease;obtaining a blood sample from the user;determining at least one index for selected from the group consisting of the clonotype index, essential index, and diversity index to produce an immunorepertoire profile for the blood sample for the user; andoutputting information to the user pertaining to the user's immunorepertoire profile using a software application.
PCT Information
Filing Document Filing Date Country Kind
PCT/US2020/033451 5/18/2020 WO 00
Provisional Applications (1)
Number Date Country
62849587 May 2019 US