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B-cell differentiation is pressuromodulated as determined by pressuromodulation mapping: Part I, cell differentiation

Abstract

Background

The episodic sub-episode block sums split-integrated weighted average-averaged gene overexpression tropy quotient (esebssiwaagoTQ) is a measure of the 5′ → 3′ reading direction intergene distance tropy that needs to be overcome for horizontal alignment of a gene for maximal transcription; and it is also an arbitrary unit measure of the intracellular pressure needed for maximal gene expression.

In this study, B-cell differentiation is studied by esebssiwaagoTQ-based pressuromodulation mapping of B-cell stage marker genes.

Methods

Locations of 25 B-cell differentiation stage genes, and locations of downstream and upstream genes were mined at GeneCards and at LNCipedia, pseudogenes included and enhancers excluded. The esebssiwaagoTQs for each gene were determined. A pressuromodulation map was generated by arranging overexpressed B-cell  stage  marker  genes  in descending and ascending order by esebssiwaagoTQ in reference to periods of B-cell polarization.

Results

The gene esebssiwaagoTQs are CD34 0.65 (0.648), PRDM1 0.36 (0.356), PTPRC 0.35 (0.345), MKI67 0.33 (0.329), ENPP1 0.31 (0.308), RAG2 0.31 (0.306), MS4A1 0.30 (0.299), PCNA 0.28 (0.285), ESPL1 0.28 (0.275), CD79B 0.27 (0.271), AICDA 0.27 (0.266), CD40 0.26 (0.257), APOBEC3A/-B 0.22 (0.216), CD38 0.21 (0.212), CD27 0.19 (0.194), APOBEC3C/−D/-F/−G 0.17 (0.173), CD19 0.15 (0.153), RAG1 0.14 (0.139), CD79A 0.14 (0.137), CR2 0.11 (0.109), and APOBEC3H 0.10 (0.102); these are pressuromodulation mapped in reference to B-cell polarization state and differentiation stage.

Conclusions

The esebssiwaagoTQ-based pressuromodulation map of B-cell differentiation simulates the in vivo B-cell maturation process for the classical pathway (T-cell mediated pressuromodulation effect pathway) and applies to the parallel non-classical pathway (T-cell independent antigen-mediated pressuromodulation effect pathway). Henceforth the B-cell pressuromodulation map can be utilized as the template for the study of specific B-cell events including bi-allelic V(D)J gene recombination, IGHM  internal consensus recognition sequence, IGHD homologous recombination or initial allelic exclusion, further consensus recognition sequence isotype switchings, and somatic hypermutation, as in Part II.

Background

Pressuromodulation of the cell results in changes in intracellular pressure that are transduced to the nuclear membrane by the way of cytoplasmic microtubular network [1]. These alterations in cell pressure align genes (gene loci) horizontally for transcription [2], open cell membrane (CM) channels, and depolarize cells for exocytosis [1, 2]. Positive pressuromodulation increases intracellular pressure [synergistic CM, endocytic, CM R-to-CM R-mediated polarization, CM receptor (R)-mediated polarization, and short duration CM R-adjusted for receptor number-mediated]; whereas, mixed pressuromodulation decreases intracellular pressure via mitochondrial branching/oxidative challenge (long duration CM R-adjusted for receptor number-mediated), and negative pressuromodulation decreases intracellular pressure via CM perturbation (transient duration).

In the case of the myeloid bone marrow cells, the various hematopoietic lineage cell types in the sub-cortical marrow caverns are subject to equivalent surrounding tissue cell pressuromodulation by the non-synergistic macro-pressuromodulation effect, which results in a decrease in effective intracellular pressure due to the presence of extracellular pressure [2, 3]; whereas, their common progenitor stem cell group at the cortical sub-cortical cavern interface is subject to synergistic cell membrane pressuromodulation in the vascularly pressurized biological system [2, 3], which results in an increase in intracellular pressure by the synergistic macro-pressuromodulation effect (Elastancecell* Pressureintracellular = k). Myeloid bone marrow cells are subject to autocrine and endocrine small molecule, factor and cytokine cellular micro-pressuromodulation effects along the concentration gradient from permeaselective blood-to-lymphatic capillaries across the marrow (Compliancecell membrane* Pressureintracellular = k) as are all cells in the system, macro-pressuromodulation and micro-pressuromodulation effects related by Compliancecell membrane + Elastancecell* Pressureintracellular = k [1, 2].

As gene transcription is a pressuromodulated process, it can be predicted by determining the episodic sub-episode block sums split-integrated weighted average-averaged gene overexpression tropy quotient (esebssiwaagoTQ). The esebssiwaagoTQ is a measure of the 5′ → 3′ reading direction intergene distance tropy that needs to be overcome for horizontal alignment of a gene for maximal transcription [3]; it is also an arbitrary unit measure of the intracellular pressure needed for maximal gene expression. Thus, the esebssiwaagoTQ is a property of the gene. The gene esebssiwaagoTQ has been validated by the study of the gene expression of a multi-nucleated mitogenic cell type, the VEGF-dependent endocytic lymphatic capillary endothelial cell (LEnC), as compared to that of a mono-nucleated non-mitogenic cell type, the blood microvascular capillary endothelial cell (BMEnC), differentiated cell types at opposite ends of the pressuromodulation pressure spectrum. The gene esebssiwaagoTQ is 100% sensitive (< 0.25 for all BMEnC overexpressed genes; infra-pressuromodulated genes) and 100% specific (≥ 0.25 < 0.75 for all LEnC overexpressed genes; supra-pressuromodulated genes) (100% accurate). The gene esebssiwaagoTQ is accurate to 3-significant digits (Infra, < 0.245; Supra, ≥ 0.245 < 0.745) for Episode 2 category (> 11,864 ≤ 265,005 base), Episode 3 category (≤ 11,864 base) and Episode 6 category (≥ 2,241,933 base) genes, which are the majority of human genes; and it is accurate to 2-significant digits (Infra, < 0.25; Supra, ≥ 0.25 < 0.75) for Episode 4 category (> 265,005 < 607,463 base) and Episode 5 category (≥ 607,463 < 2,241,933 base) genes, which are the minority of them [2, 3].

The classical B-cell maturation pathway [4] involves three intertwined overlapping phases [5,6,7,8,9,10]. The first phase is in the sub-cortical myeloid bone marrow through Allele 1 (IGHM) internal consensus sequence recognition (iCSR) CM IgM+ and Allele 2 V(D)J [7], which is weighted towards the antigen presenting cell (APC)-more or less primed CD4R+ T-cell-mediated B-cell polarization effect [6,7,8] when mitochondrial content is lowest [11]. The second phase is in the lymph node through Allele 2 (IGHD) post-V(D)J homologous recombination (HR) CM IgD+ IgM+ (or allelic exclusion iCSR IgM+ IgM+) and further CSR isotype switching/somatic hypermutation (SHM) [10], which is also weighted towards the CD4R+ T-cell-mediated B-cell polarization effect [5,6,7,8]. And then the third phase is in the periphery/tissue nidus when primary antibody or secondary antibody, etc. is secreted, which is weighted towards the T-cell independent B-cell CM receptor antigen pressuromodulation effect, either positive antigen-mediated pressuromodulation or negative antigen-mediated pressuromodulation +/- small molecule, cytokine and factor pressuromodulation effect [12].

CD34R+ stem cells that differentiate into B-cell lineage cell subsets overexpress: (1) PRDM1 (alias BLIMP-1), the gene that expresses the B-cell master transcription factor antagonist of C-MYC and other genes [13], which decreases intracellular pressure by decreasing cell surface C-MYC R; (3) CD40, the gene that expresses the B-cell CM receptor CD40R for the CD4R+ T-cell CM CD40 Ligand (CD40LG), which increases intracellular pressure by B-cell-to-CD4R+ T-cell polarization [5, 8]; and (3) PTPRC, the gene that expresses the B-cell CM receptor CD45R (B220) for dendritic cell CM receptor [14], which maintains intracellular pressure by B-cell-to-dendritic cell polarization. Therefore, the overexpression of PRDM1 serves to decrease B-cell intracellular pressure (the Yang), while the overexpression of CD40 serves to increase B-cell intracellular pressure (the Yin): this is the oscillating relationship that defines the B-cell in context of the quintessential requirement of the CD4R+ T-cell in the classical B-cell maturation pathway [4].

Based on the Yin Yang relationship between CD40 and PRDM1 in context of refractory periods of biologic cellular processes, it is deduced that there exist three different periods of CD4R+ CD40LG T-cell-mediated CD40R B-cell polarization effect. The three different periods of B-cell polarization are: (1) the maximum polarization period (CD40R+), which is the B-cell de-differentiation period when markers such as CD34R, PRDM1 and PTPRC are expressed; (2) the full refractory period (CD40R-), which is the B-cell G0 cell phase period towards differentiated cell stage when markers such as CD38R and CR2R (alias CD21R) are expressed; and (3) the half refractory period (CD40R±), which is the B-cell cell division (DNA synthesis-to-mitosis) period towards proliferative cell stage markers when markers such as PCNA, MKI67 and ESPL1 are expressed.

The parallel alternative non-classical B-cell maturation pathway (1-allele T-cell independent antigen-mediated pressuromodulation effect pathway) [15] completes to the point of Allele 1 iCSRed IgM+ only B-cells (IgM+/IgD-)/plasma cells in the myeloid marrow and then progresses to further CSRed isotype switched Ig_ + only B-cells/plasma cells  (Ig_+/IgD-) in the periphery/nidus, but requires a significant positive antigen pressuromodulation effect to re-express PRDM1 vis a vis toll-like receptor (TLR)-mediated endocytosis for example to complete the Allele 1 V(D)J iCSR IGHM process as neither the CD4R+ T-cell TCR [16, 17] nor the T-cell CD40LG (Hyper-IgM Type 1) [18, 19] or B-cell CD40R (Hyper-IgM Type 3) [19] are required.

The classical pathway (2-allele T-cell mediated pressuromodulation effect pathway) and the parallel non-classical pathway (1-allele T-cell independent antigen-mediated pressuromodulation effect pathway) are similar with respect to the PRDM1 Yang and analogous with respect to the Yin, the former pressuromodulated by the CD4R+ T-cell-mediated effect, and the later by the toll-like receptor (TLR)-mediated effect (i.e. endocytic). In this study, B-cell differentiation is studied by esebssiwaagoTQ-based pressuromodulation mapping of B-cell stage marker genes. Pressuromodulation mapping is performed by arranging B-cell differentiation marker genes pressurotopically by esebssiwaagoTQs in descending and ascending order in reference to periods of B-cell polarization and consideration of B-cell maturation stage.

Methods

Data acquisition and overall methodology

Locations of 25 B-cell differentiation stage genes, CD34, PRDM1 (alias BLIMP-1), PTPRC (alias CD45; B220), CD40 (alias TNFRSF5), CD19 (alias B4), MS4A1 (alias CD20), CR2 (aliases CD21; EBV R 2), CD27, CD38, CD79A (alias B-cell ARC-AP α) and CD79B (alias B-cell ARC-AP β), RAG2, RAG1, AICDA, APOBEC3A, APOBEC3B, APOBEC3C, APOBEC3D, APOBEC3F, APOBEC3G, APOBEC3H, PCNA, MKI67, ENPP1 and ESPL1 [4], and locations of downstream and upstream genes were mined at GeneCards (https://www.genecards.org/) and at LNCipedia.org (http://www.lncipedia.org/), pseudogenes included and enhancers excluded (Additional file 1: Table S1) [2].

The downstream and upstream intergene base distances were tabulated, and episodic sub-episode sums split-integrated weighted average-averaged gene overexpression tropy quotients (esebssiwaagoTQs) for each gene were calculated, as follows: First, the 3′- > 5′ and 5′- > 3′ direction paired point tropy quotients (prpTQs) were determined; second, initial anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB) were determined, which are constant per episode; third, final anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB) were determined, which are variable; and fourth, the 5′ - > 3′ direction esebssiwaagoTQs to the final esebssiwaagoTQ was determined.

Upon determination of the gene esebssiwaagoTQs a pressuromodulation map in order of gene overexpression was generated to simulate the order of pressuromodulation-mediated gene expression changes during B-cell differentiation.

Determination of the 3′- > 5′ and 5′- > 3′ direction paired point tropy quotients (prpT Qs)

Non-transcribing intergene distances were determined upstream and downstream from the gene of interest. The 3′ - > 5′ direction and 5′- > 3′ direction paired point tropy quotients (prpTQ; fract) were determined, the 3′ - > 5′ prpTQs for the polymerase non-transcribing reverse 3′ - > 5′ direction (Eq. 1) and the 5′- > 3′ prpTQs for the polymerase transcribing 5′ - > 3′ direction (Eq. 2),

$$ {\displaystyle \begin{array}{l}{3}^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em {prpT}_Q=\frac{3^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{upstream}\ {1}^{\mathrm{st}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}}{3^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{downstream}\ {1}^{\mathrm{st}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}}\\ {}\kern11em \dots \frac{3^{\hbox{'}}\hbox{-} >{5}^{\hbox{'}}\kern0.5em \mathrm{upstream}\ {\mathrm{n}}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}}{3^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{downstream}\ {\mathrm{n}}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}}\end{array}} $$
(1)
$$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}\kern0.5em -\kern0.5em >\kern0.5em {3}^{\hbox{'}}{prpT}_Q\kern0.5em =\kern0.5em \frac{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{upstream}\ {0}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}\kern0.5em \mathrm{order}}{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{downstream}\ {0}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}\kern0.5em \mathrm{order}}\\ {}\kern17em \dots \frac{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{upstream}\ {\mathrm{n}}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}\kern0.5em \mathrm{order}}{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{downstream}\ {\mathrm{n}}^{\mathrm{th}}\kern0.5em \mathrm{intergene}\kern0.5em \mathrm{distance}\kern0.5em \mathrm{order}}\end{array}} $$
(2)

where the total number of prpTQ points are the total of the reverse order 3′ - > 5′ prpTQ points beginning at the 1st Order and the forward order 5′- > 3′ prpTQ points beginning at the 0th Order, and

where the total number of prpTQ points are those that achieve the nth order of 5′- > 3′ prpTQ beginning at the 0th Order for either 2, 3, 4, 5 or 6 episodes to the ending confirmation for the respective gene base category.

Determination of initial anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB) for characterization of episodic character

The anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB) were determined,

where the 0th order prpTQ containing SEB is the 1st 5′ - > 3 ′ prpTQ SEB, and

where a SEB is one with a single prpTQ, or one with double, triple or multiple prpTQs,

  • where an anisotropic sub-episode block (ASEB) is one with one prpTQ, two prpTQs, three prpTQs, or multiple prpTQs of < 0.25 each, and

  • where a mesotropic sub-episode block (MSEB) is one with one prpTQ, two prpTQs, three prpTQs, or multiple prpTQs of ≥0.25 < 0.75 each,

where a prpTQ ≥ 0.75 is a 5'->3' or 3'-> 5' stabilizing isotropy prpTQ point that represents horizontal intergene distance pair tropy that precedes an ASEB prpTQ or an MSEB prpTQ,

  • where a stabilizing isotropy (stIsotropy, stI) point is a 5' -> 3' direction prpTQ >= 0.75, and

  • where a reverse stabilizing isotropy (reverse stIsotropy) point is a 3' -> 5' direction prpTQ >= 0.75,

where one episode is a singular anisotropic sub-episode block (ASEB) followed by a singular mesotropic sub-episode block (MSEB), or vice versa [ie beginning or ending with an ASEB (anisotropic period), beginning or ending with an MSEB (mesotropic period)], ASEB and the MSEB periods with overlapping; and

where the number of initial sub-episode blocks (initial SEBs) for establishing a gene category with 100% sensitivity and 100% specificity (100% accuracy) are: 5 initial SEBs for an Episode 2 category gene, 7 initial SEBs for an Episode 3 category gene, 9 initial SEBs for an Episode 4 gene, 11 initial SEBs for an Episode 5 gene, and 13 initial SEBs for an Episode 6 gene [2].

Determination of final anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB)

The final number of anisotropic and mesotropic sub-episode blocks (SEB; ASEB, MSEB) were determined after the number of initial sub-episode blocks were established as follows:

  1. (1)

    Non-contributory (NC)prpTQ point intergene distance pair tropies were considered,

where a single 5′ - > 3’ ASEB prpTQ point or multi-anisotropic point ASEB is a non-contributory (NC) anisotropic sub-episode block (NCA) when it is immediately preceded by reverse anisotropy 3′ - > 5′ prpTQs of equivalent or greater magnitude, in which case there may also be intervening non-contributory reverse stI or stI points if the 5′ - > 3’ ASEB prpTQ point remains anisotropic upon consideration of full-magnitude of each reverse stI and/or stI (NCstI), and

where a 5′ - > 3’ MSEB prpTQ point intergene distance tropy is never a non- contributory sub-episode block 5′ - > 3′ prpTQ;

  1. (2)

    Direct reverse stIsotropy and/or stIsotropy were considered,

where a single 5′ - > 3’ ASEB prpTQ point of a single point or multiple point ASEB converts to a mesotropic point (ACM) when there is adjusted preceding direct reverse stI and/or stI of sufficient magnitude;

  1. (3)

    Indirect reverse stIsotropy and/or stIsotropy were considered,

where a mesotropic prpTQ point of a single or multiple point MSEB converts to stIsotropy due to the presence of preceding stIsotropy, then further adjusted to serve as half-magnitude (0.5-factor adjusted) stIsotropy for an anisotropic point of a single or multiple point ASEB (stIM; stIMfA), which may or may not convert to a mesotropic point, and

where a mesotropic prpTQ point of a single or multiple point MSEB converts to stIsotropy due to the presence of preceding stIsotropy, then further adjusted to serve as half-magnitude (0.5-factor adjusted) stIsotropy for another mesotropic point of a single or multiple point MSEB (stIM; stIMfM).

Determination of the 5′ - > 3′ direction esebssiwaagoT Qs to the final esebssiwaagoT Q

The complete 5′ - > 3′ direction episodic sub-episode sums split-integrated weighted average-averaged gene overexpression tropy quotients (esebssiwaagoTQs; fract) were determined to the final esebssiwaagoTQ in upstream anisotropic, upstream mesotropic, downstream anisotropic and downstream mesotropic parts.

First, the upstream part anisotropic sub-episode block sum (uppASEBS), the upstream part mesotropic sub-episode block sum (uppMSEBS), the downstream part anisotropic sub-episode block sum (dppASEBS), and the downstream part mesotropic sub-episode block sum (dppMSEBS) were determined. Then, the 5′ - > 3’ uppASEBS adjusted for 5′ - > 3’ uppASEBS stabilizing isotropy (stIsotropy) (Eq. 3a), 5′ - > 3’ uppMSEBS adjusted for 5′ - > 3’ uppMSEBS stIsotropy (Eq. 3b), 5′ - > 3’ dppASEBS adjusted for 5′ - > 3’ dppASEBS stIsotropy (Eq. 3c), and the 5′ - > 3’ dppMSEBS adjusted for 5′ - > 3’ dppMSEBS stIsotropy (Eq. 3d) were determined,

$$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em uppASEBS\kern0.5em \mathrm{adjusted}\kern0.5em \mathrm{for}\kern1.00em {5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern1em =\sum \limits_0^n{k}_1+\dots +{k}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({r}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({r}_n\right)\end{array}} $$
(3a)
$$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em uppMSEBS\kern0.5em \mathrm{adjusted}\kern0.5em \mathrm{for}\kern0.75em {5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern1.50em =\sum \limits_0^n{l}_1+\dots +{l}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({s}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({s}_n\right)\end{array}} $$
(3b)
$$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em dppASEBS\kern0.5em \mathrm{adjusted}\ \mathrm{for}\kern0.75em {5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern1.5em =\sum \limits_0^n{p}_1+\dots +{p}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({r}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({r}_n\right)\end{array}} $$
(3c)
$$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em dppMSEBS\kern0.5em \mathrm{adjusted}\ \mathrm{for}\kern0.75em {5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern2em =\sum \limits_0^n{q}_1+\dots +{q}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({s}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({s}_n\right)\end{array}} $$
(3d)

where k is an upstream 5′ - > 3′ direction point intergene segment distance in an ASEB, and

where l is an upstream 5′ - > 3′ direction point intergene segment distance in a MSEB,

  • where r is the upstream 5′ - > 3′ direction stIsotropy point intergene segment distance in an ASEB or in a MSEB (rn for an ASEB or MSEB with more than one stIsotropy point)

where p is a downstream 5′ - > 3′ direction point intergene segment distance in an ASEB, and

where q a downstream 5′ - > 3′ direction point intergene segment distance in a MSEB,

  • where s is the downstream 5′ - > 3′ direction stIsotropy point intergene segment distance in an ASEB or in a MSEB (sn for an ASEB or MSEB with more than one stIsotropy point)

    • where a is a1 = 0 for no preceding 5′ - > 3′ or 3′ - > 5’ stIsotropy

    • where a is a2 = 0.125 for preceding 5′ - > 3′ or 3′ - > 5’ stIsotropy in the presence of preceding 3′ - > 5′ reverse anisotropy or preceding intervening 3′ - > 5′ reverse anisotropy

    • where a is a3 = 0.25 for immediately preceding 5′ - > 3′ or 3′ - > 5’ stIsotropy in the absence of intervening 3′ - > 5′ reverse anisotropy.

    The 5′ - > 3’ uppASEBS adjusted for uppASEBS 3′ - > 5′ stabilizing isotropy (stIsotropy) (Eq. 3e), 5′ - > 3’ uppMSEBS adjusted for uppMSEBS 3′ - > 5’ stIsotropy (Eq. 3f), 5′ - > 3’ dppASEBS adjusted for dppASEBS 3′ - > 5’ stIsotropy (Eq. 3 g), and the 5′ - > 3’ dppMSEBS adjusted for dppMSEBS 3′ - > 5’ stIsotropy were determined (Eq. 3 h),

    $$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em uppASEBS\kern0.5em \mathrm{adjusted}\ \mathrm{for}\kern0.75em {3}^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern6.5em =\sum \limits_0^n{k}_1+\dots +{k}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({t}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({t}_n\right)\end{array}} $$
    (3e)
    $$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em uppMSEBS\kern0.5em \mathrm{adjusted}\ \mathrm{for}\kern0.75em {3}^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern5em =\sum \limits_0^n{l}_1+\dots +{l}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({t}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({t}_n\right)\end{array}} $$
    (3f)
    $$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em dppMSEBS\kern0.5em \mathrm{adjusted}\ \mathrm{for}\kern1.00em {3}^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern3em =\sum \limits_0^n{p}_1+\dots +{p}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({t}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({t}_n\right)\end{array}} $$
    (3h)
    $$ {\displaystyle \begin{array}{l}{5}^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em dppASEBS\kern0.5em \mathrm{adjusted}\kern0.5em \mathrm{for}\kern0.75em {3}^{\hbox{'}}->{5}^{\hbox{'}}\kern0.5em \mathrm{stIsotropy}\\ {}\kern6em =\sum \limits_0^n{q}_1+\dots +{q}_n+\sum \limits_0^n\left({a}_{1,2,3}\right)\left({t}_1\right)+\dots +\left({a}_{1,2,3}\right)\left({t}_n\right)\end{array}} $$
    (3g)
  • where t is the upstream 3′ - > 5′ direction stIsotropy point intergene segment distance in an ASEB or in a MSEB (tn for an ASEB or MSEB with more than one stIsotropy point)

  • where t is also the downstream 3′ - > 5′ direction stIsotropy point intergene segment distance in an ASEB or in a MSEB (tn for an ASEB or MSEB with more than one stIsotropy point)

    Second, the upstream part anisotropic sub-episode block sums split-integrated weighted average (uppasebssiwa) (Eq. 4a), the upstream part mesotropic sub-episode block sums split-integrated weighted average (uppmsebssiwa) (Eq. 4b), the downstream part anisotropic sub-episode block sums split-integrated average (dppasebssiwa) (Eq. 4c) and the downstream part mesotropic sub-episode block sums split-integrated weighted average (dppmsebssiwa) (Eq. 4d) were determined,

    $$ uppasebssiwa=\frac{\underset{0}{\overset{d}{\int }} uppASEBS\kern0.5em dt}{d} $$
    (4a)
    $$ uppmsebssiwa=\frac{\underset{0}{\overset{h}{\int }} uppMSEBS\kern0.5em dt}{h} $$
    (4b)
    $$ dppasebssiwa=\frac{\underset{0}{\overset{d}{\int }} dppASEBS\kern0.5em dt}{d} $$
    (4c)
    $$ dppmsebssiwa=\frac{\underset{0}{\overset{h}{\int }} dppMSEBS\kern0.5em dt}{h} $$
    (4d)
  • where d is the number of split-integrated upstream part anisotropic sub-episode block sums (uppASEBS) and the number of split-integrated downstream stream part anisotropic sub-episode block sums (dppASEBS), and

  • where h is the number of split-integrated upstream part mesotropic sub-episode block sums (uppMSEBS) and the number of split-integrated downstream stream part mesotropic sub-episode block sums (dppMSEBS).

    Third, the weighted average of the uppasebssiwa and uppmsebssiwa was determined as the upstream part episodic sub-episode block sums split-integrated weighted average-average (uppesebssiwaa) (Eq. 5a), and the weighted average of the dppasebssiwa and dppmsebssiwa was determined as the downstream part episodic sub-episode block sums split-integrated weighted average-average (dppesebssiwaa) (Eq. 5b) were determined,

    $$ uppesebssiwaa=\frac{uppasebssiwa+ uppmsebssiwa}{2} $$
    (5a)
    $$ dppesebssiwaa=\frac{dppasebssiwa+ dppmsebssiwa}{2} $$
    (5b)

    Fourth, the complete episodic sub-episode block sums split-integrated weighted average-averaged gene overexpression tropy quotients (esebssiwaagoTQs) (Eq. 6) were determined to the final complete esebssiwaagoTQ,

    $$ {esebssiwaagoT}_Q=\frac{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em uppesebssiwaa}{5^{\hbox{'}}->{3}^{\hbox{'}}\kern0.5em dppesebssiwaa} $$
    (6)
  • where the esebssiwaagoTQ at Episode 2 is the final esebssiwaagoTQ for genes > 11,864 ≤ 265,005 bases

  • where the esebssiwaagoTQ at Episode 3 is the final esebssiwaagoTQ for genes ≤11,864 bases.

  • where the esebssiwaagoTQ at Episode 4 is the final esebssiwaagoTQ for genes > 265,005 < 607,463 bases

  • where the esebssiwaagoTQ at Episode 5 is the final esebssiwaagoTQ for genes ≥ 607,463 < 2,241,933 bases

  • where the esebssiwaagoTQ at Episode 6 is the final esebssiwaagoTQ for genes ≥2,241,933 bases.

    Fifth, genes were determined to be either infra-pressuromodulated or supra pressuromodulated,

  • where a gene with an anisotropic final esebssiwaagoTQ for genes < 0.25 is an Infra gene, and

  • where a gene with a mesotropic final esebssiwaagoTQ for genes ≥ 0.25 < 0.75 is a Supra gene.

Pressuromodulation mapping

B-cell differentiation genes were arranged pressurotopically in descending and ascending order by the gene esebssiwaagoTQ in reference to the three periods of B-cell polarization  and B-cell maturation stage. First, stem cell marker gene, CD34, transcription factor adapter gene, PRDM1 and B-cell polarization genes, PTPRC and CD40 were arranged. Then, B-cell cluster of differentiation receptor genes, CD19, MS4A1, CR2, CD27 and CD38, and cluster of differentiation receptor B-cell antigen receptor complex-associated proteins, CD79A and CD79B, were arranged. Third, VDJ recombinase genes, RAG2 and RAG1, and consensus sequence recognition (CSR)/somatic hypermutation enzyme genes, APOBEC3A/APOBEC3B, AICDA, APOBEC3C/APOBEC3D/APOBEC3F/APOBEC3G and APOBEC3H, were interposed. Last, cell proliferation marker genes, PCNA, ENPP1, MKI67 and ESPL1 were placed.

The stem cell, Pro-B cell, Large pre-B cell, Small pre-B cell, Immmature B-cell, Mature naive B-cell [→ B-cell/plasmablast], and Evolved Mature naive B-cell [→ B-plasma cell/plasmablast] stages were denoted in reference to the three B-cell polarization periods, the maximum polarization (CD40R+), the full-refractory (CD40R-) and the half-refractory (CD40R±).

After the B-cell pressuromodulation map was generated, the general intervals of the following events were denoted on the map: (1) internal CSR (iCSR) for Allele 1 (IGHM) and CM IgM+ IgD-; (2) homologous recombination for Allele 2 (IGHD) and CM IgM+ IgD+; and (3) initial stage of further sequential CSRs to CM IgG3+, IgG1+, etc., either allelic or bi-allelic.

Results

Stem cell cluster of differentiation gene, CD34

CD34 is a 2 episode, 5 initial SEB and 3 final SEB gene that begins with a mesotropic SEB. CD34 has one instance of non-contributory anisotropy. CD34 is a 2 M [5(− 2): 3] NCA gene with a final esebssiwaagoTQ of 0.65 (0.648) (Table 1, Table 2; Fig. 1).

Table 1 Chromosome 1 (−) strand chromatin stem cell cluster of differentiation gene, CD34, esebssiwaagoTQ for pressuromodulation mapping
Table 2 Chromosome 1 (−) strand chromatin stem cell cluster of differentiation gene, CD34, sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ
Fig. 1
figure 1figure 1figure 1

Pressuromodulation map of B-cell differentiation stages. There are three completed maximal B-cell polarization periods with another to begin (CD40R+), two half-refractory B-cell polarization periods (CD40R±), and four full-refractory B-cell polarization periods (CD40R-) to the 1st generation CM VDJ (VJ)-IgG3+, IgG1+, IgHA1+, IgG4+, IgG2+ or IgE+ (excluding IgA2+) Evolved Mature naïve B-cell preparing to CSR further in the lymph node (2nd phase) after the completing the Immature B-cell phase in the myeloid bone marrow (1st phase). The antigen pressuromodulation effect-mediated extra-lymph nodal long-lived B-plasma cell/plasmablast secretory antibody phase (3rd phase) takes place in the periphery/tissue nidus. Note: The classical pathway B-cell maturation pressuromodulation map is shown, however the map applies to the parallel alternate B-cell maturation pathway wherein the T-cell independent antigen-mediated toll-like receptor (TLR) positive pressuromodulation effect (i.e. endocytic) substitutes for the CD4R+ CD40LG T-cell-mediated CD40R B-cell polarization pressuromodulation effect. †, upper esebssiwaagoTQ units range, 0.41–0.36. Black, CD40 at maximum cell polarization potential (CD40R+). Dark blue, CD40 at half-refractory (CD40R±). Light blue, CD40 at full-refractory (CD40R-). Thick black lined large rectangular box, extra-nodal secretory antibody phase

B-cell transcription factor adapter gene, PRDM1

PRDM1 is a 2 episode, 5 initial and final SEB gene that begins with an anisotropic SEB. PRDM1 has one instance of anisotropy converted-to-mesotropy, and two instances of non-contributory anisotropy. PRDM1 is a 2 A (5) ACM NCA × 2 gene with a final esebssiwaagoTQ of 0.36 (0.356) (Table 3, Table 4; Fig. 1).

Table 3 Chromosome 6 (+) strand chromatin B-cell transcription factor adapter gene, PRDM1, esebssiwaagoTQ for pressuromodulation mapping of B-cell differentiation
Table 4 Chromosome 6 (+) chromatin B-cell transcription factor adapter gene, PRDM1, sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

B-cell polarization receptor genes, CD40 and PTPRC

CD40 is a 2 episode, 5 initial SEB and final SEB gene that begins with an anisotropic SEB. CD40 is a 2 A (5) gene with a final esebssiwaagoTQ of 0.26 (0.257).

PTPRC is a 2 episode, 5 initial SEB and 2 final SEB gene that begins with an anisotropic SEB. PTPRC has one instance of anisotropy converted-to-mesotropy, and one instance of non-contributory anisotropy. PTPRC is a 2 A [5(− 3): 2] ACM NCA gene with a final esebssiwaagoTQ of 0.35 (0.345) (Table 5, Table 6; Fig. 1).

Table 5 Chromosome 20 (+) strand chromatin B-cell polarization receptor gene, CD40, and chromosome 1 (+) strand chromatin B-cell polarization receptor gene, PTPRC, esebssiwaagoTQ> for pressuromodulation mapping of B-cell differentiation
Table 6 Chromosome 20 (+) strand chromatin B-cell polarization receptor gene, CD40, and chromosome 1 (+) strand chromatin B-cell polarization receptor gene, PTPRC, sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

B-cell cluster of differentiation receptor genes CD19, MSA1, CR2, CD27 and CD38

CD19 (B4) is a 3 episode, 7 initial and 5 final SEB gene that begins with a mesotropic SEB. CD19 has one instance of non-contributory anisotropy, and one instance of non-contributory reverse/stIsotropy. CD19 is a 3 M [7(− 2): 5] NCA NCstI gene with a final esebssiwaagoTQ of 0.15 (0.153).

MS4A1 (CD20) is a 2 episode, 5 initial SEB and 3 final SEB gene that begins with an anisotropic SEB. MS4A1 has one instance of non-contributory anisotropy. MS4A1 is a 2 A [5(− 2): 3] NCA gene with a final esebssiwaagoTQ of 0.30 (0.299).

CR2 (CD21; EBV R 2) is a 2 episode, 5 initial and final SEB gene that begins with an anisotropic SEB. CR2 is a 2 A (5) gene with a final esebssiwaagoTQ of 0.11 (0.109).

CD27 is a 2 episode, 5 initial and final SEB gene that begins with a mesotropic SEB. CD27 has two instances of non-contributory anisotropy. CD27 is a 2 M (5) NCA × 2 gene with a final esebssiwaagoTQ of 0.19 (0.194).

CD38 is a 2 episode, 5 initial SEB and final SEB gene that begins with an anisotropic SEB. CD38 has one instance of non-contributory anisotropy. CD38 is a 2 A (5) NCA gene with a final esebssiwaagoTQ of 0.21 (0.212) (Table 7, Table 8; Fig. 1).

Table 7 (+) strand chromatin CD19, MSA1, CR2, CD27 and CD38 cluster of differentiation receptor gene esebssiwaagoTQs for pressuromodulation mapping of B-cell differentiation
Table 8 (+) strand chromatin CD19, MSA1, CR2, CD27 and CD38 cluster of differentiation receptor gene sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

B-cell cluster of differentiation pre-B-cell receptor genes, CD79B and CD79A

CD79A (B-cell ARC-AP α) is a 3 episode, 7 initial SEB and final SEB gene that begins with a mesotropic SEB. CD79A is a 3 M (7) gene a final esebssiwaagoTQ of 0.14 (0.137).

CD79B (B-cell ARC-AP β) is a 3 episode, 7 initial SEB and final SEB gene that begins with a mesotropic SEB. CD79B has one instance of anistropy converted-to-mesotropy, and one instance of non-contributory anisotropy. CD79B  is a 3 M (7) ACM NCA gene a final esebssiwaagoTQ of 0.27 (0.271) (Table 9, Table 10; Fig. 1).

Table 9 Chromosome 17 (−) strand chromatin cluster of differentiation pre-B-cell receptor gene, CD79B, and chromosome 19 (+) strand chromatin pre-B-cell receptor gene, CD79A, esebssiwaagoTQ for pressuromodulation mapping of B-cell differentiation
Table 10 Chromosome 17 (−) strand chromatin cluster of differentiation pre-B-cell receptor gene, CD79B, and chromosome 19 (+) strand chromatin pre-B-cell receptor gene, CD79A, sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

B-cell VDJ recombinase genes, RAG2 and RAG1

RAG2 is a 2 episode, 5 initial and 4 final SEB gene that begins with an mesotropic SEB. RAG2 has two instances of non-contributory anisotropy, and one instance of non-contributory reverse/stIsotropy. RAG2 is a 2 M [5(− 1): 4] NCA× 2 NCstI gene with a final esebssiwaagoTQ of 0.31 (0.306).

RAG1 is a 2 episode, 5 initial and 6* final SEB gene that begins with an anisotropic SEB. RAG1 has one instance of anisotropy converted-to-mesotropy of the ending, and one instance of non-contributory anisotropy. RAG1 is a 2 A [5(+ 1): 6*] ACM* NCA gene with a final esebssiwaagoTQ of 0.14 (0.139) (Table 11, Table 12; Fig. 1).

Table 11 Chromosome 11 (−) strand chromatin VDJ recombinase gene, RAG2, and (+) strand chromatin VDJ recombinase gene, RAG1, esebssiwaagoTQ for pressuromodulation mapping of B-cell differentiation
Table 12 Chromosome 11 (−) strand chromatin VDJ recombinase gene, RAG2, and (+) strand chromatin VDJ recombinase gene, RAG1, sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

CSR and somatic hypermutation enzyme genes, AICDA, and APOBEC3A through APOBEC3H

AICDA is is a 3 episode, 7 initial and final SEB gene that begins with a mesotropic SEB. AICDA has two instances of anisotropy converted-to-mesotropy. AICDA is a 3 M (7) ACM × 2 gene with a final esebssiwaagoTQ of .27 (0.266).

APOBEC3A/APOBEC3B is a 2 episode, 5 initial and final SEB gene that begins with a mesotropic SEB. APOBEC3/APOBEC3B has one instance of indirect stIsotropy for anisotropy, and one instance of non-contributory anisotropy. APOBEC3/APOBEC3B is a 2 M (5) stIMfA NCA gene with a final esebssiwaagoTQ of 0.22 (0.216).

APOBEC3C/APOBEC3D/APOBEC3F/APOBEC3G is a 2 episode, 5 initial SEB and final SEB gene that begins with an anisotropic SEB. APOBEC3C/APOBEC3D/APOBEC3F/APOBEC3G has one instance of non-contributory anisotropy. APOBEC3C/APOBEC3D/APOBEC3F/APOBEC3G is a 2 A (5) NCA gene with a final esebssiwaagoTQ of 0.17 (0.173).

APOBEC3H is a 3 episode, 7 initial SEB and 11 final SEB gene that begins with a mesotropic SEB. APOBEC3H has two instances of anisotropy converted-to-mesotropy, and one instance of non-contributory anisotropy. APOBEC3H is a 3 M [7(+ 4): 11] ACM × 2 NCA gene with a final esebssiwaagoTQ of 0.10 (0.102) (Table 13, Table 14; Fig. 1).

Table 13 Chromosome 12 (−) strand chromatin consensus sequence recognition (CSR) and somatic hypermutation (SHM) enzyme gene, AICDA, esebssiwaagoT, and chromosome 22 (+) strand CSR and SHM genes, APOBEC3A through APOBEC3H, esebssiwaagoTQs for pressuromodulation mapping of B-cell differentiation
Table 14 Chromosome 12 (−) strand chromatin consensus sequence recognition (CSR) and somatic hypermutation (SHM) enzyme gene, AICDA, and chromosome 22 (+) strand CSR and SHM gene, APOBEC3A through APOBEC3H, sequential esebssiwaagoTQs to final 2-digit (and 3-Q digit) esebssiwaagoTQ

Cell proliferation marker genes, MKI67, ENPP1, PCNA and ESPL1

MKI67 is a 2 episode, 5 initial SEB and final SEB gene that begins with an mesotropic SEB. MKI67 is a 2 M (5) gene with a final esebssiwaagoTQ of 0.33 (0.329).

ENPP1 is a 2 episode, 5 initial and final SEB gene that begins with an anisotropic SEB. ENPP1 has two instances of anisotropy converted-to-mesotropy. ENPP1 is a 2 A (5) ACM × 2 gene with a final esebssiwaagoTQ of 0.31 (0.308).

PCNA is a 3 episode, 7 initial SEB and 4 final SEB gene that begins with an anisotropic SEB. PCNA has two instances of non-contributory anisotropy. PCNA is a 3 A [7(− 3): 4] NCA × 2 gene with a final esebssiwaagoTQ of 0.28 (0.285).

ESPL1 is a 2 episode, 5 initial and final SEB gene that begins with a mesotropic SEB. ESPL1 has one instance of non-contributory stIsotropy. ESPL1 is a 2 M (5) NCstI gene with a final esebssiwaagoTQ of 0.28 (0.275) (Table 15, Table 16; Fig. 1).

Table 15 (−) and (+) strand chromatin MKI67, ENPP1, PCNA and ESPL1 cell proliferation marker gene esebssiwaagoTQs for pressuromodulation mapping
Table 16 (−) and (+) strand chromatin MKI67, ENPP1, PCNA and ESPL1 cell proliferation marker gene sequential esebssiwaagoTQs to final 2-digit (and 3-digit) esebssiwaagoTQ

Discussion

Methodological considerations in determination of gene esebssiwaagoT Qs

Since the validation of the 5′ - > 3′ esebssiwaagoTQ, no changes to the methodology have been made [2, 3]; however, some new acronyms have been utilized to indicate single or multiple occurrences within a single sub-episode block (SEB), where the phrase, one stance, refers to single or multiple occurrences within a single SEB, while the phrase two instances refers to the same in 2 different SEBs.

The new acronyms include: (1) NCA to indicate a non-contributory anisotropic sub-episode block (SEB) due to the presence of reverse anisotropy of equal or greater magnitude; (2) NCstI to indicate single or multiple non-contributory stabilizing isotropy point(s) or reverse stabilizing isotropy point(s) within a SEB; (3) ACM to indicate anisotropy converted-to-mesotropy due to direct reverse stIsotropy (3′ → 5′ direction on the same strand) and/or stIsotropy (5′ → 3′ direction on the same strand) preceding a single anisotropic prpTQ point of a single or multiple point-containing anisotropic SEB; and (4) stMfA or stMfM to indicate the presence of indirect reverse stIsotropy and/or stIsotropy that first converts a single mesotropic point into a stIsotropy point that after a further 0.5-factor adjustment (half-magnitude adjustment) may or may not convert the next single anisotropic point (stMfA) into a mesotropic point, or the same that may theoretically convert the next single mesotropic point to another stIsotropy point (encountered 0% of the time thus far) or may not convert the next single mesotropic point to another stIsotropy point (encountered 100% of the time thus far).

Determination of cell differentiation stage in gene esebssiwaagoT Q-based B-cell differentiation pressuromodulation mapping

Cell differentiation stages have been determined on the basis of overexpressed and under-expressed B-cell markers taking into consideration changes in B-cell morphology [4] in reference to the three periods of B-cell polarization (Fig. 1. Pressuromodulation map of B-cell differentiation stages).

The Early pro-B cell stage begins with the overexpression of PRDM1 (PRDM1 gene esebssiwaagoTQ: 0.356) and lasts into the 1st maximum CD40LG-CD40R-mediated B-cell polarization period (CD40R+) (Fig. 1).

The Large pre-B cell stage with B-cell morphology of the same is before the 1st half-refractory CD40LG-CD40R-mediated B-cell polarization period until the 1st B-cell division (CD40R+), and the Small pre-B-cell stage with B-cell morphology of the same begins after the 1st half-refractory CD40LG-CD40R-mediated B-cell polarization period following the 1st B-cell division (CD40R±) (Fig. 1).

The Immature B-cell stage begin after the 3rd maximum CD40LG-CD40R mediated B-cell polarization period (CD40R+) when CD20R is over-expressed (MS4A1 gene esebssiwaagoTQ: 0.299) and CD38R is under-expressed (CD38 gene esebssiwaagoTQ: 0.212), and lasts into the 2nd half-refractory CD40LG-CD40R mediated B-cell polarization period until the 2nd B-cell division (CD40R±) (Fig. 1).

The Mature (naïve) B-cell-stage begins after the 2nd half-refractory CD40LG-CD40R mediated B-cell polarization period following the 2nd B-cell division (CD40R±), and lasts into the 4th fully-refractory CD40LG-CD40R mediated B-cell polarization period (CD40R-) when CD21R is over-expressed (CR2 gene esebssiwaagoTQ: 0.109) during the nadir (Fig. 1).

Supra-pressuromodulated gene CD34 expression at an esebssiwaagoT Q of 0.648 is consistent with pluripotent cells being the most pressuromodulated cells

Pluripotent stem cells are maintained at the cortical sub-cortical cavern interface of the myeloid bone marrow due to synergistic cell membrane (CM) pressuromodulation. These cells overexpress CD34 (esebssiwaagoTQ: 0.648), which is consistent with the over-pressuromodulated state of pluripotency.

For the subset of CD34R+ pluripotent stem cells that divide to mature further in the sub-cortical marrow caverns to express antagonist transcription factor gene PRDM1, it is the overexpression of PRDM1 (esebssiwaagoTQ: 0.356) and then CD40 and CD40R that drives the cell differentiation  process down the B-cell lineage path and starts the V(D)J gene recombination process  [20]; whereas, for the subset of CD34R+ stem cells that divide to mature further in the sub-cortical marrow caverns to express transcription factor gene GATA1, it is the overexpression of GATA1 and then the transferrin receptor I gene, TFRC and its endocytic receptor TFR (CD71) that drives the hemopoietic differentiation process down the erythroid lineage path to the anucleated erythrocyte for example [21, 22].

Supra-pressuromodulated transcription factor antagonist gene PRDM1 with an esebssiwaagoT Q of 0.356 and B-cell polarization gene PTPRC with an esebssiwaagoT Q of 0.345 consistent with a PTPRC PRDM1 expression-potentiating effect

Both the master transcription factor antagonist gene, PRDM1, and B-cell polarization receptor gene, PTPRC, are expressed within 0.011 esebssiwaagoTQ units of each other, the former at 0.356 and the later at 0.345; as such, PTPRC expression potentiates the duration of PRDM1 expression, which results in maximal PRDM1 expression, the transcription factor antagonist (TF ANT) of C-MYC.

The PTPRC, protein product, CD45R, binds to its dendritic cell CM overexpressed receptor ligand on a morphologically sprouted cell type, which polarizes less. Thus, the  CD45R-mediated B-cell polarization effect will be much lesser in magnitude than that of the CD4R+ T-cell CD40LG-to-B-cell CD40R-mediated B-cell polarization effect; however, sufficient enough for maximizing PRDM1 gene expression. Following sustained PRDM1 expression and PRDM1 repression of C-MYC, B-cell intracellular pressure either: (1) decreases at a slower rate to a pressure of 0.26 (0.257) esebssiwaagoTQ units that results in maximal CD40 expression (CD40R+) and in a maximal polarization period  (Fig. 1); or (2) decreases at a faster rate to below 0.26 units that results in CD40 non-expression and a full refractory polarization period (CD40R-) (Fig. 1).

Therefore, the maximal CD40 expression (CD40R+) period is a function of preceding PRDM1 expression only, while the CD40 non-expression period (CD40R-) is a function of preceeding CD40 and PRDM1 expression in series [20].

Supra-pressuromodulated gene CD40 expressed at an esebssiwaagoT Q of 0.257 is the master regulator of B-cell polarization during maximum polarization and half-refractory periods

There are three maximal B-cell polarization periods (CD40R+), there are two half-refractory B-cell polarization periods (CD40R±), and four full-refractory B-cell polarization periods (CD40R-) to the Mature naïve B-cell cell membrane IgM and IgD antibody expression stage, the IgM+/IgD+ B-cell (Fig. 1).

The expression of B-cell CD40 and CD40R at 0.257 esebssiwaagoTQ units results in the CD40LG-CD40R-mediated B-cell polarization (CD40R+) and is of sufficient magnitude to temporarily increase intracellular pressure upto 0.41 esebssiwaagoTQ units during B-cell differentiation in the myeloid marrow (phase 1) and the lymph node (phase 2) until B-cell to plasma cell transformation. As mitochondrial content is lowest during earliest stages of B-cell development, initially there are two sequential periods of maximal CD40LG-CD40R-mediated B-cell polarization (CD40R+). And, after each maximal B-cell polarization period, the rate of decrease in B-cell intracellular pressure is sufficient to decrease the intracellular pressure below 0.257 esebssiwaagoTQ units to result in a full refractory period (CD40R-) when the B-cell enters its G0 phase (Fig. 1).

By the end of the 2nd full refractory period (CD40R-), the B-cell mitochondrial content has increased and stabilized  within a constant interval in which it then fluctuates in the Yang Yin, while the B-cell has matured to the point of a mid-to-late Large pre-B cell. The 1st half-refractory period follows  (CD40R±), during which a  B-cell divides (Fig. 1).

The existence of two successive initial periods of maximal CD40R polarization is a function of B-cell mitochondrial content.

Infra-pressuromodulated cluster of differentiation receptor genes CD19, CR2, CD27 and CD38 between an esebssiwaagoT Q range of 0.109–0.194 are G0 phase expressed genes

The G0 phase B-cell cluster of differentiation marker genes are CD27 (esebssiwaagoTQ: 0.194), CD19 (B4) (esebssiwaagoTQ: 0.153), and CR2 (CD21) (esebssiwaagoTQ: 0.109) appear to be sequentially expressed in descending then ascending order throughout B-cell maturation. MS4A1 (CD20) (esebssiwaagoTQ of 0.299) is first expressed during the 1st maximal B-cell polarization period (CD40R+) and thereafter during each maximal B-cell polarization period; while, the rest of the CD marker genes are expressed during the peri-nadir after each full-refractory period into each maximal B-cell polarization period and into each half-refractory period, when the B-cell enters its G0 phase.

As per the classical B-cell maturation pathway (T-cell mediated pressuromodulator antigen pathway), the B-cell cluster of differentiation marker genes are expressed sequentially during the first two phases of B-cell differentiation. They are expressed  through the myeloid marrow phase, during the Large pre-B cell, Small pre-B-cell and Immature B-cell stages to the point of a CM IgM+ and a Allele 2 (IGHD) V(D)J step-completed early Immature B-cell (Fig. 1). And then, they are expressed through the node germinal center phase, during the Mature naïve B-cell and Evolved Mature naïve B-cell stages to the point of CM IgM+ IgD+ Mature naïve B-cell after homologous recombination or to the point of a CM IgM+ IgM+ Mature naïve B-cell after initial allelic exclusion → [secretory IgM+(± IgD+) or IgM+/IgM+ Mature B-pre-plasma/plasma cell and lymph node exit in early live infection (IgM response) when peak concentrations of systemically circulating antigenic pressuromodulators are present (Fig. 1)] → primary isotype switched Ig_+/Ig_ + 1st generation Evolved Mature naïve B-cell for example → [secretory IgG_+/IgG_ + and lymph node exit in either (1) late live infection (IgG response) when lower concentrations of systemic antigenic pressuromodulators are present, or (2) in attenuated strain/type vaccination [23] or non-pathogenic antigen vaccination when local concentrations of antigenic pressuromodulators are present (Fig. 1)].

Supra-pressuromodulated B-cell receptor gene CD79B with an esebssiwaagoTQ of 0.271 and infra- pressuromodulated gene CD79A with an esebssiwaagoT Q of 0.137 are unimodally expressed during the secretory antibody phase

Both CD79B (B-cell ARC-AP β) and CD79A (B-cell ARC-AP α) are required for stably anchored cell membrane antibody. The α and the β BCR subunit genes are expressed temporarily in series in between the full refractory and maximum polarization periods at intracellular pressures of 0.137 and 0.271 units, respectively  (Fig. 1). This is the case during the first two phases when  CD4R+ T-cell-mediated B-cell polarization and the CD40 (Yin) → PRDM1 (Yang) → 0.10 to 0.12 units nadir  effect is driving the B-cell differentiation process, as B-cell pressure oscillates in between the peak and the nadir.

During the third phase, the B-cell-to-pre-plasma/plasma cell transformation secretory antibody phase, either the CD79B β subunit or the CD79A α subunit is expressed. Thus, there is a shift to unimodal expression of the respective BCR subunits as the secretory phase is driven by the antigenic pressuromodulation effect, either positive or negative. The positive antigen pressuromodulator effect via B-plasma cell toll-like receptors (TLR) for example will increase B-cell pressure and maintain it in the supra-pressuromodulated gene expression range (>0.25 esebssiwaagoTQ units) such as in the case of V3-23DJ-IGHM and V1-3DJ-IGHM for example [20]; while, the negative antigen pressuromodulator effect via cell membrane perturbation for example will decrease B-cell pressure and maintain it in the infra-pressuromodulated gene expression range (< 0.25 esebssiwaagoTQ units) such as in the case of V5-51DJ-IGHM [20].

The complete cell membrane (CM) BCR with antibody Fab region-bound antigen does not positively pressuromodulate B-cells to any significant degree. This contrasts with mast cells, which mediate IgE hypersensitivity. Mast cell Fc gamma receptor-bound IgE pressuromodulates, that crosslinked by specific antigen also pressuromodulates, in synergism with CM receptor-bound mast cell degranulating peptide (MCD), an endocytic pressuromodulator.

Supra-pressuromodulated VDJ recombinase gene RAG2 with an esebssiwaagoT Q of 0.306 and infra-pressuromodulated RAG1 with an esebssiwaagoT Q of 0.139 are bimodally expressed and mechanistically mutually exclusive

The VDJ recombinase genes, RAG2 (esebssiwaagoTQ: 0.306) and RAG1 (esebssiwaagoTQ: 0.139) are bimodally expressed (Fig. 1); this maximizes the efficiency of the B-cell VDJ gene recombination process as the enzymes are mechanistically mutually exclusive.

Only one VDJ recombinase, either RAG1 or RAG2, is required during any pressuromodulation period since the D → J (or J → D) sub-phase of the 3′-J(7)(23)(9) ↔ (7)(12)(9)D(9)(12)(7) ↔ (9)(23)(7)V-5′ process [19, 24] is as follows: (1) one recombinase grasps the D gene flanking heptamer bases i.e. RAG2 at an intracellular pressure of 0.31 +/− esebssiwaagoTQ units when the D gene locus is horizontal; (2) the intracellular pressure decreases and the strand breaks at the RAG2 still bound-base handle; (3) the other recombinase grasps the J gene flanking nonomer bases i.e. RAG1 at an intracellular pressure of 0.14 +/− esebssiwaagoTQ units when the J gene locus is horizontal, and the strand breaks at the RAG1 still bound-base handle; and (4) the D gene joins the J gene and the D → J step is complete, and vice versa in case of J → D.

Thus, an esebssiwaagoTQ match is not necessary in VDJ recombinase-dependent gene recombination [20], as the mechanism is as such.

Supra-to-infra-pressuromodulated CSR enzyme gene loci genes AICDA, APOBEC3A/-B, APOBEC3C/−D/-F/−G and APOBEC3H express over a wide range of  esebssiwaagoT Qs, the range for iCSR, homologous recombination and CSR

The CSR enzyme gene loci include AICDA that expresses at 0.266 esebssiwaagoTQ units, APOBEC3A/-B at 0.216 esebssiwaagoTQ units,  APOBEC3C/−D/-F/−G at 0.173 esebssiwaagoTQ units and APOBEC3H at 0.102 esebssiwaagoTQ units. APOBEC3H is not a significant contributor as it is expressed at 0.102 units, which is a transient B-cell pressure at the nadir. Thus, post-V(D)J gene internal consensus sequence recognition (iCSR), homologous recombination (HR) and CSR is most efficiently achieved within the 0.281 to 0.158 esebssiwaagoTQ units pressure range, although they do take place at cell pressures as low as 0.13 units [20], for which the APOBEC3C/-D/-F/-G locus expressed enzyme concentrations are sufficient. The upper range for expression is 0.266 plus 0.015 and the lower range is 0.173 minus 0.015 units as the respective genes/gene loci are sufficiently horizontal within ± 0.015 esebssiwaagoTQ units [20].

In comparison to V(D)J recombination [19], iCSR [25], homologous recombination [26] and CSR [19] require that both DNA strands be  horizontal at the same intracellular pressure for simultaneous enzymatic activity at downstream and upstream AGC trinucleotide base-rich sequences at the same time [27, 28]. Therefore, an esebssiwaagoTQ match is necessary for iCSR, homologous recombination and CSR [20].

There is always an initial internal CSR (iCSR) of the IGHM switch sequence region [25] that results in V(D)J-IGHM [20]. There are four transcribeable MIR genes at 3 separate gene loci within IGHM's upstream switch region, which render the IGHM switch sequence more stably horizontal than the other heavy chain loci gene switch sequences [20]. This is probably why IGHM internal CSRs early [25], while the switch regions of the downstream heavy chain genes, IGHG3, IGHG1, IGHA1, IGHG4, IGHE and IGHA2, preferentially CSR to VDJ6-remaining MIR/MIRs-IGHM's switch region after its internal CSR [20].

In the case of Allele 2 (IGHD), when there is no esebssiwaagoTQ match for homologous recombination and initial allelic exclusion, then there is delayed iCSR of the IGHM switch region on Allele 2 [20], which results in a IgM+ IgM+ Mature naïve B-cell.

Trimodal expression of somatic hypermutation enzyme genes AICDA with an esebssiwaagoT Q of 0.266, APOBEC3A/-B with an esebssiwaagoT Q of 0.216 and APOBEC3C/−D/-F/−G with an esebssiwaagoT Q of 0.173 is consistent with maximum SHM for AGC trinucleotide base-rich antibody genes expressing at around the respective esebssiwaagoT Q s

The somatic hypermutation (SHM) enzyme gene AICDA is expressed frequently, between the maximum polarization and half-refractory periods at an intracellular pressure of 0.266 esebssiwaagoTQ units. While, the four SHM enzyme gene locus genes, APOBEC3C, APOBEC3D, APOBEC3F and APOBEC3G are expressed during the peri-nadir of the full refractory periods at an intracellular pressure of around 0.173 esebssiwaagoTQ units (Fig. 1).

Somatic hypermutation takes place during B-cell maturation via the classical pathway [10, 18, 29]. It appears to be related to the frequency and duration of CD4R+ T-cell dependent B-cell pressure responses to certain pressures: (1) 0.266 ± 0.015 (0.281 to 0.251) esebssiwaagoTQ units range in which V3-23DJ-IGHM and V3-23DJ-IGHG1 CSR [20]; (2) 0.216 ± 0.015 (0.231 to 0.201) esebssiwaagoTQunits range in which CD38 expresses at 0.212 ± 0.015 (0.227 to 0.197) units [30] and CD27 at 0.194 ± 0.015 (0.209 to 0.179) units [31]; and (3) 0.173 ± 0.015 (0.188 to 0.158) esebssiwaagoTQ units range in which CD19 expresses at 0.153 ± 0.015 (0.168 to 0.138) units [32] and the IGH_ genes sequentially CSR to a tertiary CSR in reference to V5-51DJ-IGHM [20].

Therefore, there should be maximum somatic hypermutation for CSR recombining and/or recombined immunoglobin heavy chain genes at around the respective SHM enzyme expression esebssiwaagoTQs, which are also the intracellular pressures at which the heavy chain expressing genes are horizontal for maximum enzymatic AGC trinucleotide Cytidine base substitution with Uridine, DNA strand breakage, and replacement of phosphorylated Uridine with a phosphorylated Adenine nucleotide [19, 27, 28].

Supra-pressuromodulated cell proliferation marker genes PCNA with an esebssiwaagoT Q of 0.283, MKI67 with an esebssiwaagoT Q of 0.329, and ESPL1 with an esebssiwaagoT Q of 0.275 express unidirectionally

For productive progression to mitogenesis cell division, the sequential expression of proliferative phase transcription factor genes is necessary, which begin expressing in the intracellular pressure range between 0.245 and 0.260 esebssiwaagoTQ units [2]. The proliferation marker genes follow in expression, PCNA (esebssiwaagoTQ: 0.285) expresses just prior to mitoses during the DNA synthesis sub-phase, ENPP1 (esebssiwaagoTQ: 0.308) expresses in mitoses [33], MKI67 (esebssiwaagoTQ: 0.329) expresses early in mitoses and as early as prophase [34, 35], while ESPL1 (esebssiwaagoTQ: 0.275) expresses later in mitoses during anaphase [36].

The proliferative marker genes are expressed during Large pre-B cell division to Small pre-B-cells, during Immature B-cell division to Mature naïve B-cells as well as during Mature naïve B-cell division to Evolved mature (naïve) B-cells (Fig. 1).

The proliferation marker genes are uni-directionally expressed, PCNAMKI67 → ESPL1 (Fig. 1), which in the case of ESPL1 implies that one or more limiting transcription factors must be expressed at an intracellular pressure greater than 0.275 esebssiwaagoTQ units rather than at an intracellular pressure lower than 0.275 units.

Conclusions

In this study, B-cell differentiation has been studied by esebssiwaagoTQ-based pressuromodulation mapping. Pressuromodulation mapping has been performed by arranging B-cell stage marker genes pressurotopically by esebssiwaagoTQs in descending and ascending order in reference to the three periods of B-cell polarization and B-cell maturation stage.

The esebssiwaagoTQ-based pressuromodulation map simulates the B-cell maturation  process for the classical pathway (T-cell mediated pressuromodulation effect pathway) and applies to the parallel non-classical pathway (T-cell independent antigen-mediated pressuromodulation effect pathway).

Henceforth, the B-cell pressuromodulation map can be utilized as the template for the study of specific B-cell recombination events including bi-allelic V(D)J gene recombination, IGHM internal consensus recognition sequence (iCSR), IGHD homologous recombination or initial allelic exclusion, further consensus recognition sequence (CSR) isotype switchings and somatic hypermutation, as in Part II.

Abbreviations

ACM:

Anisotropy converted-to-mesotropy

ASEBS :

Anisotropic sub-episode block sum(s)

dppASEBS :

Downstream part anisotropic sub-episode block sum

dppasebssiwa :

Downstream part anisotropic sub-episode block sums split-integrated average

dppesebssiwaa :

Average of the downstream part episodic sub-episode block sums split-integrated average-average

dppMSEBS :

Downstream part mesotropic sub-episode block sum

dppmsebssiwa :

Downstream part mesotropic sub-episode block sums split-integrated weighted average

esebssiwaagoT Q :

Episodic sub-episode sums split-integrated weighted average-averaged gene overexpression tropy quotient

MSEBS :

Mesotropic sub-episode block sum(s)

NC:

Non-contributory

NCA:

Non-contributory anisotropic sub-episode block

NCstI:

Non-contributory single or multiple stabilizing isotropy points or reverse stabilizing isotropy point(s)

prpT Q :

Paired point tropy quotient

stIsotropy:

Stabilizing isotropy

SEB:

Sub-episode block(s)

stMfA:

Indirect reverse stIsotropy and/or stIsotropy for anisotropy

stMfM:

Indirect reverse stIsotropy and/or stIsotropy for mesotropy

uppASEBS :

Upstream part anisotropic sub-episode block sum

uppasebssiwa :

Upstream part anisotropic sub-episode block sums split-integrated weighted average

uppesebssiwaa :

Upstream part episodic sub-episode block sums split-integrated weighted average-average

uppMSEBS :

Upstream part mesotropic sub-episode block sum

uppmsebsziwa :

Upstream part mesotropic sub-episode block sums split-integrated weighted average

TF ANT:

Transcription factor antagonist

CSR:

Consensus sequence recognition

HR:

Homologous recombination

SHM:

Somatic hypermutation

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Availability of data and materials

The mined data utilized in this study is publicly available at the GeneCards database (https://www.genecards.org/) genomic neighborhood GeneLoc genome locator (https://genecards.weizmann.ac.il/) and the LNCipedia.org database (http://www.lncipedia.org/). All data analysed this study are included in the supplementary information files of this article.

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Additional file

Additional file 1: Table S1.

Non-chromosome 14 gene location data with tropy pairing and isotropy type. Stem cell marker gene, CD34; transcription factor adapter gene, PRDM1 and B-cell polarization genes, PTPRC and CD40; B-cell cluster of differentiation receptor genes, CD19, MS4A1, CR2, CD27 and CD38; cluster of differentiation receptor B-cell antigen receptor complex-associated proteins, CD79A and CD79B; Third, VDJ recombinase genes, RAG2 and RAG1, and consensus sequence recognition (CSR)/somatic hypermutation enzyme genes, APOBEC3A/APOBEC3B, AICDA, APOBEC3C/APOBEC3D/APOBEC3F/APOBEC3G, and APOBEC3H; and cell proliferation marker genes, PCNA, ENPP1, MKI67 and ESPL1. (PDF 843 kb)

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Sarin, H. B-cell differentiation is pressuromodulated as determined by pressuromodulation mapping: Part I, cell differentiation. transl med commun 3, 3 (2018). https://doi.org/10.1186/s41231-018-0019-y

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