The impact of complement factor H-related protein gene deletions on kidney transplantation

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ABSTRACT We recently reported that a homozygous deletion in the complement factor H-related ( CFHR) locus predisposed kidney transplant patients to rejection. As donors carried intact genes, the susceptibility may have resulted from alloimmune reaction to FHR proteins. However, we found no evidence for anti-FH response. It is therefore possible that CFHR deletions as such affect the rejection risk. Here, we used MLPA and WGS to fine-map and sequence the CFHR region in rs7542235-GG patients, a SNP tagging for ΔCFHR311 deletion. Our results confirmed that all patients with this SNP harboured deletions of various sizes encompassing CFHR1 . Furthermore, patients with homozygous ΔCFHR311 were homozygous for rs6677604-A, a SNP tagging for deletions of CFHR311 locus, confirming that allele A tags for deletion of both CFHR3 and CFHR1 . Proteomics analyses in a larger population demonstrated that rs7542235-G and rs6677604-A associate with expression levels of several proteins involved in regulating alloimmune response. We observed that while increasing the rejection risk, the ΔCFHR311 did not associate to baseline disease or specific clinical characteristics. To conclude, the various deletion types found in patients shared the deletion of CFHR1 gene confirming its association to variant rs7542235. Also, both deletion-tagging alleles are associated with altered expression of FHR proteins.
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The impact of complement factor H-related protein gene deletions on kidney transplantation | medRxiv /* */ /* */ <!-- <!-- /*! * yepnope1.5.4 * (c) WTFPL, GPLv2 */ (function(a,b,c){function d(a){return"[object Function]"==o.call(a)}function e(a){return"string"==typeof a}function f(){}function g(a){return!a||"loaded"==a||"complete"==a||"uninitialized"==a}function h(){var a=p.shift();q=1,a?a.t?m(function(){("c"==a.t?B.injectCss:B.injectJs)(a.s,0,a.a,a.x,a.e,1)},0):(a(),h()):q=0}function i(a,c,d,e,f,i,j){function k(b){if(!o&&g(l.readyState)&&(u.r=o=1,!q&&h(),l.onload=l.onreadystatechange=null,b)){"img"!=a&&m(function(){t.removeChild(l)},50);for(var d in y[c])y[c].hasOwnProperty(d)&&y[c][d].onload()}}var j=j||B.errorTimeout,l=b.createElement(a),o=0,r=0,u={t:d,s:c,e:f,a:i,x:j};1===y[c]&&(r=1,y[c]=[]),"object"==a?l.data=c:(l.src=c,l.type=a),l.width=l.height="0",l.onerror=l.onload=l.onreadystatechange=function(){k.call(this,r)},p.splice(e,0,u),"img"!=a&&(r||2===y[c]?(t.insertBefore(l,s?null:n),m(k,j)):y[c].push(l))}function j(a,b,c,d,f){return q=0,b=b||"j",e(a)?i("c"==b?v:u,a,b,this.i++,c,d,f):(p.splice(this.i++,0,a),1==p.length&&h()),this}function k(){var a=B;return a.loader={load:j,i:0},a}var l=b.documentElement,m=a.setTimeout,n=b.getElementsByTagName("script")[0],o={}.toString,p=[],q=0,r="MozAppearance"in l.style,s=r&&!!b.createRange().compareNode,t=s?l:n.parentNode,l=a.opera&&"[object Opera]"==o.call(a.opera),l=!!b.attachEvent&&!l,u=r?"object":l?"script":"img",v=l?"script":u,w=Array.isArray||function(a){return"[object Array]"==o.call(a)},x=[],y={},z={timeout:function(a,b){return b.length&&(a.timeout=b[0]),a}},A,B;B=function(a){function b(a){var a=a.split("!"),b=x.length,c=a.pop(),d=a.length,c={url:c,origUrl:c,prefixes:a},e,f,g;for(f=0;f<d;f++)g=a[f].split("="),(e=z[g.shift()])&&(c=e(c,g));for(f=0;f<b;f++)c=x[f](c);return c}function g(a,e,f,g,h){var i=b(a),j=i.autoCallback;i.url.split(".").pop().split("?").shift(),i.bypass||(e&&(e=d(e)?e:e[a]||e[g]||e[a.split("/").pop().split("?")[0]]),i.instead?i.instead(a,e,f,g,h):(y[i.url]?i.noexec=!0:y[i.url]=1,f.load(i.url,i.forceCSS||!i.forceJS&&"css"==i.url.split(".").pop().split("?").shift()?"c":c,i.noexec,i.attrs,i.timeout),(d(e)||d(j))&&f.load(function(){k(),e&&e(i.origUrl,h,g),j&&j(i.origUrl,h,g),y[i.url]=2})))}function h(a,b){function c(a,c){if(a){if(e(a))c||(j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}),g(a,j,b,0,h);else if(Object(a)===a)for(n in m=function(){var b=0,c;for(c in a)a.hasOwnProperty(c)&&b++;return b}(),a)a.hasOwnProperty(n)&&(!c&&!--m&&(d(j)?j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}:j[n]=function(a){return function(){var b=[].slice.call(arguments);a&&a.apply(this,b),l()}}(k[n])),g(a[n],j,b,n,h))}else!c&&l()}var h=!!a.test,i=a.load||a.both,j=a.callback||f,k=j,l=a.complete||f,m,n;c(h?a.yep:a.nope,!!i),i&&c(i)}var i,j,l=this.yepnope.loader;if(e(a))g(a,0,l,0);else if(w(a))for(i=0;i (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0];var j=d.createElement(s);var dl=l!='dataLayer'?'&l='+l:'';j.src='//www.googletagmanager.com/gtm.js?id='+i+dl;j.type='text/javascript';j.async=true;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-P4HH5NV'); Skip to main content Home About Submit ALERTS / RSS Search for this keyword Advanced Search The impact of complement factor H-related protein gene deletions on kidney transplantation Markkinen Salla , View ORCID Profile Lokki A. Inkeri , Helanterä Ilkka , Ritari Jarmo , Partanen Jukka , Meri Seppo , Hyvärinen Kati doi: https://doi.org/10.1101/2024.02.18.24301068 Markkinen Salla 1 Research and Development , Finnish Red Cross Blood Service, Helsinki Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site Lokki A. Inkeri 2 Translational Immunology Research Program and Department of Bacteriology and Immunology, Faculty of Medicine, University of Helsinki , Helsinki, Finland 3 Heart and Lung Center, Helsinki University Hospital and University of Helsinki , Helsinki, Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site ORCID record for Lokki A. Inkeri Helanterä Ilkka 4 Transplantation and Liver Surgery, Helsinki University Hospital and University of Helsinki , Helsinki, Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site Ritari Jarmo 1 Research and Development , Finnish Red Cross Blood Service, Helsinki Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site Partanen Jukka 1 Research and Development , Finnish Red Cross Blood Service, Helsinki Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site Meri Seppo 2 Translational Immunology Research Program and Department of Bacteriology and Immunology, Faculty of Medicine, University of Helsinki , Helsinki, Finland 5 Diagnostic Center, Helsinki University Hospital , Helsinki, Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site Hyvärinen Kati 1 Research and Development , Finnish Red Cross Blood Service, Helsinki Finland Find this author on Google Scholar Find this author on PubMed Search for this author on this site For correspondence: kati.hyvarinen{at}helsinki.fi Abstract Full Text Info/History Metrics Supplementary material Preview PDF ABSTRACT We recently reported that a homozygous deletion in the complement factor H-related ( CFHR) locus predisposed kidney transplant patients to rejection. As donors carried intact genes, the susceptibility may have resulted from alloimmune reaction to FHR proteins. However, we found no evidence for anti-FH response. It is therefore possible that CFHR deletions as such affect the rejection risk. Here, we used MLPA and WGS to fine-map and sequence the CFHR region in rs7542235-GG patients, a SNP tagging for ΔCFHR311 deletion. Our results confirmed that all patients with this SNP harboured deletions of various sizes encompassing CFHR1 . Furthermore, patients with homozygous ΔCFHR311 were homozygous for rs6677604-A, a SNP tagging for deletions of CFHR311 locus, confirming that allele A tags for deletion of both CFHR3 and CFHR1 . Proteomics analyses in a larger population demonstrated that rs7542235-G and rs6677604-A associate with expression levels of several proteins involved in regulating alloimmune response. We observed that while increasing the rejection risk, the ΔCFHR311 did not associate to baseline disease or specific clinical characteristics. To conclude, the various deletion types found in patients shared the deletion of CFHR1 gene confirming its association to variant rs7542235. Also, both deletion-tagging alleles are associated with altered expression of FHR proteins. INTRODUCTION Prior matching of human leukocyte antigen (HLA), ABO blood group types, and a negative anti-HLA cross-matching are the golden rule in kidney transplantation. Regardless, some of the patients still experience complications after kidney transplantation. In search of novel histocompatibility factors, a study by Steers et al .( 1 ) reported that a homozygous gene deletion of LIMS1 , and our previous study ( 2 ) reported that homozygous deletion in the complement factor H-related ( CFHR) locus consisting of CFHR3 and CFHR1 genes were associated with acute rejection of the graft. There are a few mutually non-exclusive mechanistic explanations to these findings. The rejection may be related to alloimmune response by the patient against the protein missing from the patient but expressed by the graft, hence, as such not necessarily linked to the function of the protein. Alternatively, the rejection risk may be related to the function of the protein missing from the patient. The functional effect can be direct, i.e., a result of the missing protein, or caused by expression of the missing protein by the transplanted kidney, or it can be related to complex downstream networks. A deletion of a gene and adjacent DNA segments may furthermore lead to changes in the expression of some other genes that can be identified, for example, using quantitative trait loci (QTL) ( 3 – 5 ) approaches. Steers and co-workers, who reported association between LIMS1 gene deletion and graft rejection in kidney transplantation, could identify a specific anti-LIMS1 antibody pointing to alloimmune response against the LIMS1 protein missing from the patient. In our recent study ( 6 ), we could not replicate the LIMS1 deletion association in the set of 1025 Finnish kidney transplantation patients and donors, but instead reported an association between CFH/CFHR locus deletion and acute rejection. The CFH/CFHR locus contains genes encoding for factor H (FH), a major regulator of the alternative pathway (AP) of complement activation, and a set of related genes, CFHR1–5 ( 6 , 7 ). FH inhibits AP activation both in body fluids and on cell surfaces. It binds to C3b, which has become bound to self surfaces, where it inhibits local complement activation. In contrast, on “foreign” targets, such as microbial or virus surfaces, binding of FH to surface deposited C3b is weak allowing AP activation and amplification to occur ( 8 – 10 ). The functions of FHR-1–5 proteins are becoming better understood. As suggested already a long time ago ( 11 ) the FHRs promote complement activity by competing with the master inhibitor FH ( 7 ). Genetic variants of CFH and CFHR1–5 have been linked to the pathogenesis of some kidney diseases, such as C3 glomerulopathy ( 12 ), atypical hemolytic uremic syndrome ( 13 , 14 ), IgA nephropathy ( 15 – 17 ) and lupus nephritis ( 18 ). In the present study, we wanted to understand the effects of Δ CFHR3–1 gene deletions in detail. We fine-mapped the deletion boundaries using multiple ligation-dependent probe amplification (MLPA) and whole genome sequencing (WGS). We found that deletions of various sizes shared a homozygous deletion of CFHR1 gene indicating that rs7542235 allele G tags for a heterozygous deletion of that locus. In addition to rs7542235, previous studies have shown that another variant, rs6677604, tags for a deletion at the same genomic region ( 16 – 18 ). We observed that a rs6677604 allele A tags for a heterozygous deletion of CFHR3–1 locus. Proteome analysis of patient plasma samples revealed that, in fact, the deletion-tagging alleles rs7542235-G and rs6677604-A correlated with plasma protein level changes of at least 23 and seven proteins, respectively, sharing six proteins. These shortlists merit further studies. MATERIALS AND METHODS Study cohort The present study included 15 patients from the study of Markkinen et al . ( 6 ), who had rs7542235 GG-genotype tagging for the homozygous deletion in the Δ CFHR3–1 locus. The patients received their first kidney transplantation during 2007–2017 at the Helsinki University Hospital, Helsinki, Finland. The characteristics of the whole study population including the 15 patients with homozygous rs7542235-G and 1010 patients with heterozygous (AG) or homozygous non-deletion genotype (AA) are presented in Table 1 . In total of 199 (20%) rejections were observed in our study cohort. The primary outcome for these patients was biopsy-proven acute rejection, including both antibody-mediated and T-cell-mediated rejections ( 19 ). Borderline changes were also included as rejections. The characteristics of the 15 patients (8 in the rejection-group and 7 in the non-rejection-group) with Δ CFHR3–1 -deletion tagging rs7542235 GG-genotype are presented in Table 2 . View this table: View inline View popup Download powerpoint Table 1. Characteristics of the study cohort. View this table: View inline View popup Table 2. Characteristics of the 15 patients with rs7542235 GG-genotype tagging for homozygous CFHR 3⍰1 deletion. Rejection vs. non-rejection group. DNA samples were extracted from whole blood at the time of histocompatibility testing for transplantation, and serum samples were collected for complement-dependent cytotoxic crossmatch to detect alloantibodies before and after transplantation at the Finnish Red Cross Blood Service, Helsinki, Finland. The clinical data were extracted from the Finnish Transplant Registry, which is a national follow-up registry obliged by law ( Table 1 ). Genotyping and imputation Genotyping and imputation procedures are explained in more detail in Markkinen et al. ( 6 ). Briefly, the genotyping was performed at the Finnish Institute of Molecular Medicine (FIMM), Helsinki, Finland using Illumina’s Infinium Global Screening array-24 v2.0 with multi-disease drop-in. The genotyped data were imputed with Finnish SISu v3 reference panel consisting of high-coverage WGS data from THL Biobank cohorts (N=1768) (Pärn et al. manuscript in preparation). The variant rs7542235 tagging for CFHR -deletion was imputed and had an estimated quality measurement value, INFO-score, of 0.98. The other variant investigated, rs6677604 tagging for CFHR -deletion was also imputed and had an INFO-score of 0.99. Multiplex ligation-dependent probe amplification MLPA was performed for 15 homozygous rs7542235-G patients (eight with rejection, seven without rejection) to screen the copy number variations in CFH/CFHR genomic region. Additionally, we performed the analysis for control patients including eight individuals with heterozygous AG-genotype (four with rejection, four without rejection) and eight individuals with homozygous AA-genotype (four with rejection, four without rejection). The detailed description of MLPA procedure is provided in the Supplementary data . Whole genome sequencing WGS was previously performed for three rs7542235 GG patients with rejection. The results and detailed information about the WGS for these samples are provided in the main text and supplementary data of our previous publication ( 6 ). Here, we sequenced seven more patients with GG-genotype (five with rejection, two without rejection). Sequencing was performed at FIMM, Helsinki, Finland, and the samples were sequenced with Illumina’s NovaSeq S4 NS4-300 run. The number of aligned bases for each sample was 20–50 Gb. The input reads for each sample were around 200–500 million, and the length of reads was 151 base pairs. The coverage depth for the sequenced samples was 7–17x. More detailed statistics for the WGS run are presented in Supplementary Table S2 . Western blot for FH and FHR proteins In total of 15 serum samples from nine rs7542235 GG patients (five with rejection, four without rejection) were available for western blot analysis of FH and FHR-1 expression. From the 15 serum samples, nine were collected before transplantation (pre-tx) and six were collected after transplantation (post-tx). The detailed methods for western blot are provided in the Supplementary data . Expression quantitative trait loci (eQTL) analyses In the eQTL analyses, we used three databases to see the impact of Δ CFHR3 –1 deletion tagging variant rs7542235 to gene expression: 1) The FIVEx browser ( https://fivex.sph.umich.edu/ ) eQTL data from blood vessel and kidney samples from the EBI eQTL catalogue ( 4 ); 2) the eQTLGen Consortium database ( https://www.eqtlgen.org/ ) including cis-eQTL, trans-eQTL and eQTS (associations between polygenic scores and gene expression levels) data from 37 datasets ( 3 ) from blood samples; and 3) the Human Kidney eQTL Atlas ( https://susztaklab.com/Kidney_eQTL/index.php ) including four studies with total of 686 microdissected human kidney tubule samples ( 5 ). Each of these three databases share data from the Genotype-Tissue Expression Consortium (GTEx). We used the same databases to also see the impact of an additional ΔCFHR3–1 deletion tagging variant rs6677604 on gene expression. All the results are included regardless of P-value. Protein quantitative trait loci (pQTL), gene ontology and Reactome analyses We used Olink (n = 1225) and SomaScan (n = 865) pQTL plasma proteomics data of healthy blood donors from FinnGen project ( https://www.finngen.fi/en ) to see whether the ΔCFHR311 deletion tagging variants rs7542235 and rs6677604 have effect on protein expression. Results with P-value of <3.49 x 10 -06 were included. These genes were also included in the gene ontology (GO) enrichment analysis ( https://geneontology.org/ ) for each three aspects of biological process, molecular function and cellular component, and Reactome pathway database ( https://reactome.org/ ). Other statistical analyses Characteristics of patients in Table 1 and Table 2 were described by medians and interquartile ranges (IQRs) or ranges, and frequencies and percentages. The comparison between the two groups of patients with rs7542235 GG-genotype and patients with AA/AG-genotype ( Table 1 ), and GG-genotype with rejection and GG-genotype without rejection ( Table 2 ) were analyzed using the nonparametric Mann-Whitney U-test for non-normally distributed data (recipient age, follow-up time, PRA I and II, HLA eplet mismatch, HLA I eplet mismatch and HLA II eplet mismatch), Pearson’s chi-square test for recipient sex, Fisher’s exact test for primary diagnosis, or Student’s t-test for normally distributed data (cold ischemia). The significance of variation of PRA-values in Table 2 was not analyzed due to the low frequency count. P-values <0.05 were considered statistically significant. RESULTS Characteristics of the study population We previously reported genetic association between reduced rejection-free survival and ΔCFHR311-deletion tagging variant rs7542235 genotype GG ( 6 ). 15 out of 1025 patients were homozygous for this deletion-tagging variant, 4% belonging to rejection-group and 1% to non-rejection group. The characteristics of the study groups are shown in Table 1 and Table 2 . In total of 53% of rs7542235 GG patients had rejection, whereas the percentage among AG/AA patients was only 19 (P-value <0.001). No significant difference in characteristics between those with rejection and without rejection among patients with rs7522235 GG genotype were found ( Table 2 ). There was no enrichment of diagnoses known to be linked to CFHR locus. Multiplex ligation-dependent probe amplification MLPA confirmed that all 15 rs7542235 GG patients had homozygous deletions of different sizes at the CFH/CFHR locus, three different types are depicted in the Figure 1 . The shared feature of all samples was a homozygous deletion of CFHR1 gene, indicating that variant rs7542235 tags for deletion of that gene. Patients with deletion type 1 were also homozygous for A allele of the other variant rs6677604, while patients with deletion type 2 and 3 were heterozygous AG for that variant indicating that it tags for a deletion of both CFHR3 and CFHR1 . Download figure Open in new tab Figure 1. MLPA results for rs7542235 GG genotype patients with rejection (A) and without rejection (B). Deletion type 1 indicates homozygous deletion at CFHR3 exons (ex) 1lll6 and CFHR1 ex 1lll6. Deletion type 2 indicates homozygous deletion at CFHR1 ex 2lll6 and heterozygous deletions at CFHR3 ex 1lll6 and CFHR4 ex 1lll10. Deletion type 3 indicates homozygous deletion at CFHR3 ex 6 and CFHR1 ex 1lll6 and heterozygous deletions at CFHR3 ex 1lll4 and CFHR4 ex 1lll6. CFHR, complement factor H related; MLPA, multiplex ligation-dependent probe amplification. As assumed, eight patients with rs7542235 genotype AA had no deletions at the CFHR locus, and eight patients with heterozygous AG genotype carried a heterozygous deletion encompassing both the CFHR1 and CFHR3 genes ( Figure 2 ). The patients with rs7542235 AA genotype were also homozygous GG for the variant rs6677604, while heterozygous rs7542235 AG patients were also heterozygous AG for variant rs6677604. Download figure Open in new tab Figure 2. MLPA results for rs7542235 AA genotype (A) and AG genotype (B) patients. Patients with rs7542235 AA genotype had normal genotype without deletions. Patients with rs7542235 AG genotype carried a heterozygous deletion covering CFHR3 ex 1lll6 and CFHR1 ex 1lll6. CFHR, complement factor H related; MLPA, multiplex ligation-dependent probe amplification. Whole genome sequencing WGS ( Figure 3 ) confirmed the results of MLPA; all ten rs7542235 GG patients had homozygous deletions of different sizes but they shared the deletion of the CFHR1 gene. In addition to homozygous deletions, WGS results confirmed the findings of MLPA results showing that 5 out of 10 patients carried heterozygous deletions. The Figure 4 represents the deletion type 3 in more detail. Download figure Open in new tab Figure 3. The results of whole genome sequencing of CFHR3fl1 loci on chromosome 1 for 10 rs7542235 GG genotype patients. The turquoise color represents a homozygous deletion, and the dark blue heterozygous deletion. The three lowest samples were sequenced at the time of Study I, other samples were sequenced at the time of Study II. The IDs on the left indicate the pseudonymes for each patient. The variant rs7542235 tagging for the deletion Δ CFHR1 is located in the intergenic region between CFHR1 and CFHR4 , and the variant rs6677604 tagging for deletion ΔCFHR3fZ1 is located in the intron 11 of CFH gene (red bars). Each patient with homozygous deletion ΔCFHR3fZ1 were homozygous for rs6677604 AA genotype, while rest of the patients were heterozygous AG for that variant. CFH, complement factor H; CFHR, complement factor H related; ID, identity. Download figure Open in new tab Figure 4. Detailed illustration of MLPA and WGS results for Deletion type 3. Patient with homozygous deletion covering CFHR3 exon 6 and CFHR1 exons 1lll6, and heterozygous deletions covering CFHR3 exons 1lll4 and CFHR4 exons 1lll4. A) CFH/CFHR gene locus, exons and deletions of patient V53C3LDXJW. B) MLPA result for the CFH/CFHR locus. The deletion is denoted by the red spots below the deletion cut-off line (red) in the ratio chart. The red line represents the 0.7 ratios, and the blue line represents the 1.3 ratios. Above the blue line are the genes covered by the SALSA MLPA probemix, P236 CFH Region B1. C) Visualization of homozygous deletion in WGS data at the beginning of CFHR3 gene exon 6. Control sample without deletion above, the patient sample below. D) Visualization of heterozygous deletion in WGS data at the end of CFHR4 gene. The coverage (gray) decreases half in size at the heterozygous deletion region. CFH, complement factor H; CFHR, complement factor H related; MLPA, multiplex ligation-dependent probe amplification; WGS, whole genome sequencing. Western blot of FH and FHR proteins The western blot run showed that 9/9 of serum samples from individuals with rs7542235 GG genotype lacked the FHR-1 protein ( Figure 5 ). The results are in line to those obtained from genetic MLPA and WGS analyses. The more detailed description and genotypes for each serum sample is shown in Table 3 . Download figure Open in new tab Figure 5. Western blot analyses of FH and FHR-1 protein expression. The detailed information for each serum sample is described in Table 3 . The sample number 4 (control) and normal human serum (NHS, also control) have normal expression of FHR1. The other samples are individuals with homozygous deletion of CFHR1 gene. FH, factor H protein; FHL-1, factor H like protein 1; FHR-1, factor H related protein 1; kDa, kilodalton; MK, marker; NHS, normal human serum View this table: View inline View popup Download powerpoint Table 3. Detailed description of serum samples. Expression quantitative trait loci analyses Both tagging variants are intronic, the rs7542235 residing in first intron of LOC100996886, a complement factor H-related protein 3-like pseudogene and rs6677604 residing 3’ downstream of exon 11 of CFH . To understand whether the ΔCFHR311 deletions or the intronic tagging variants rs7542235 and rs6677604 regulate the expression of other genes, we screened the eQTL databases for both variants. The results are presented in Table 4 . According to FIVEx database, the allele G of rs7542235 and allele A of rs6677604 were both associated with the lower expression levels of CFHR1, –3, and -4 genes. Additionally, the variant rs6677604 was also associated with increased expression level of CFH and lower expression of KCNT2 . All the results from FIVEx were from GTEx study, including data from blood vessel and kidney samples. Based on the eQTLGen Consortium database consisting of only blood samples, both variants were associated merely with the higher expression level of CFH . When screening the Human Kidney eQTL Atlas having samples from kidney tubule, we found two statistically significant associations in CFHR1 and CFHR3 genes. The beta-values for these findings were negative indicating reduced expression. View this table: View inline View popup Table 4. eQTL associations of CFHR3⍰1 deletion tagging variants rs7542235 and rs6677604. Protein quantitative trait loci, gene ontology and Reactome analyses When analysing the effect of variant rs7542235 allele G on protein expression, total of 23 proteins were shown to be differentially expressed. The Olink results showed three genes to be associated with P-value <2.97 x 10 -8 ; CFH, CFHR2 and CFHR5 ( Table 5 ), each gene having a positive beta-value and thus meaning an increase in expression. SomaScan data resulted in total of 22 proteins to be differentially expressed with P-value <3.5 x 10 -6 . In concordance to Olink results, also SomaScan showed an increase in expression for CFH and CFHR5 , and as was assumed, the Δ CFHR1 deletion tagging variant resulted in decreased expression of CFHR1 gene. Other differentially expressed genes for rs7542235 included, e.g., prolactin receptor ( PRLR ) with decreasing expression levels and Kirre Like Nephrin Family Adhesion Molecule 1 ( KIRREL1 ) with increased expression. For variant rs6677604, the allele A was associated with two differentially expressed genes with P-value <2.87 x 10 -4 ; CFH and Leukocyte Immunoglobulin Like Receptor A5 (LILRA5). For both genes, the beta-value was positive indicating increasing expression levels. Olink result for this variant resulted in five differentially expressed genes with P-value <1.78 x 10 -9 . Like variant rs7542235, also rs6677604 was associated with decreased level of CFHR1 . View this table: View inline View popup Table 5. pQTL associations of CFHR3⍰1 deletion tagging variants rs7542235 and rs6677604 in Olink and SomaScan data. In the GO enrichment analysis of molecular function annotation, four out of 23 genes ( CFH , CFHR1 , CFHR2 and CFHR5 ) for variant rs7542235 were associated with three functions of complement component C3b binding, opsonin binding and complement binding with false discovery rates (FDR) of 8.06 x 10 -6 , 3.71 x 10 -5 and 5.34 x 10 -5 , respectively ( Supplementary table S4 ). For the other variant rs6677604, GO enrichment analysis annotation showed an association of two out of seven genes ( CFH and CFHR1 ) for complement component C3b binding pathway with FDR 2.76 x 10 -2 . The Reactome analysis showed that four out of 23 genes ( CFH, CFHR1, CFHR2 and CFHR5 ) were associated to two pathways; regulation of complement cascade and complement cascade with FDR 1.00 x 10 -3 for both. For variant rs6677604, there were three associations; CFH and CFHR1 were associated to regulation of complement cascade and complement cascade with FDR 9.04 x 10 -4 for both, and NAGLU was associated to Sanfilippo syndrome with FDR 0.004. ( Supplementary table S4 ). DISCUSSION We reported earlier that homozygosity for variant rs7542235 allele G, tagging deletions at the CFHR3–1 locus, predisposed patients to kidney allograft rejection. To understand better the mechanisms behind the association, we here fine-mapped the deletion boundaries and studied the effects of the gene deletion on protein levels. In addition to our previously reported variant, we also investigated another variant, rs6677604, known to tag for deletion at the CFHR3–1 locus. Our results show that kidney transplantation patients with GG genotype of deletion-tagging variant rs7542235 have gene deletions of various sizes and types in the CFHR locus. The different deletion types, however, shared the complete deletion of the CFHR1 gene pointing to its primary role. Also, we found that patients with homozygous ΔCFHR311 deletion are homozygous for rs6677604-A genotype. Patients with other types of deletion combinations (Deletion type 2 and 3, Figure 1 ) were heterozygous AG for rs6677604 indicating that allele A tags for a deletion of both CFHR1 and CFHR3 . With the support of our results and previous findings ( 20 , 21 ), it is plausible to assume that patients with deletion type 2 carry two heterozygous deletions of ΔCFHR311 and ΔCFHR114. Patients with deletion type 3, in addition to carrying a heterozygous deletion Δ CFHR3-CFHR1 , consistently with previous studies, are likely to carry a heterozygous CFHR3::CFHR4 hybrid gene ( 22 , 23 ). The lack of expressed FHR-1 protein in homozygous rs7542235-G individuals was confirmed by Western blot analysis. We also showed by using both eQTL databases and proteomics studies that the rs7542235 allele G and rs6677604 allele A are associated with differences in plasma expression levels of various proteins, not merely with those encoded by genes at the CFH/CFHR locus but others as well. The spectrum of kidney diseases in patients with homozygous CFHR1 deletion was typical to adults receiving a kidney transplant in Finland. It did not involve complement-mediated diseases. Two patients carrying the deletion type 3 were diagnosed with IgA nephropathy and one with glomerular disorder in granulomatosis with polyangiitis. Previously, the CFHR3::CFHR4 hybrid gene has been observed in C3G ( 22 ) and atypical haemolytic uremic syndrome ( 23 ). This suggests that the polymorphism may in different patients result in varying manifestations of kidney disease. Similarly, other patients with the homozygous CFHR1 deletion did not share any particular type of kidney disease. Sequence and copy number variations in the CFH a nd CFHR1–5 gene cluster have been linked to the kidney disorders such as C3 glomerulopathy ( 12 ), and IgA nephropathy ( 15 ). It has been shown that homozygous deletion Δ CFHR3–1 and deficiency of FHR-1 and –3 have a protective effect in IgA nephropathy ( 24 ) and age-related macular degeneration (AMD) ( 25 ). A hybrid form of the CFHR3–1 gene has been associated with an increased risk for C3 glomerulopathy ( 12 ). This finding indicates that an overactivity of FHRs is linked to complement-mediated diseases. The increased activity of FHRs is assumed to be due to a tendency to make dimers that more efficiently compete with FH. Only an autoimmune form of haemolytic uremic syndrome, with autoantibodies against FH, is linked to CFHR3–1 deficiency. The capillaries of kidney glomerulus are continually perfused by large volumes of blood, so the FH and FHR complement proteins present in plasma are in direct contact with the membrane. Due to filtration of water into urine, the concentration of complement proteins increases as plasma flows through the kidney, thus exposing these glomerular cells and surfaces to higher concentrations of FH/FHR proteins than are found elsewhere in the body. Furthermore, the protection against spontaneous complement attack on the glomerulus relies exclusively on the effect of the soluble protector FH, whereas cellular surfaces of the body are further protected by surface bound complement regulators including membrane cofactor protein (MCP, CD46), decay accelerating factor (DAF, CD55) and protectin (CD59). These factors could explain why kidney is relatively sensitive to complement dysregulation ( 26 ). A recent study by Sun et al . discovered that a mismatch in LIMS1 was associated with death-censored graft loss and are expression quantitative trait loci in immune cells for GCC2 , a gene encoding for a protein involved in mannose-6-phosphase receptor recycling and thus possibly triggering immune responses in the recipient ( 27 ). As shown by the eQTL and pQTL results, it is plausible that the homozygous deletion of CFHR1 shared by all patients influences the expression levels of other CFHR genes and proteins, and thus could alter the complement activation. Among the FHR proteins, FHR-1 is most abundant in plasma with a typical molar ratio of the FHR-1 dimer to FH being approximately 0.3:1. The variant rs7542235 allele G is associated with an increased expression of FH and decreased expression of FHR-1. While FH inhibits complement activation and protects human endothelial cells, FHR-1 has an opposite effect. FH is a regulator of the C3 convertase and promotes degradation of C3b and opsonization of foreign pathogens with iC3b that results in phagocytosis. FHR-1 competes with FH for these activities, thereby increasing complement activation. It thus indirectly promotes C3/C5 convertase activity and complement membrane attack complex assembly. By inhibiting FH binding to C3b, FHR-1 promotes C5a formation and consequent inflammation. In the absence of FHR-1 and FHR-3, local FH binding and activity would be increased, resulting in suppression of complement activation, but, on the other hand, possibly also to an impaired ability to handle injured tissue components. Additionally, the disruption of the balance of FH/FHR protein concentrations and FHR-1 and –5 dimerization patterns due to genetic deletions and emergence of hybrid genes likely lowers the threshold of adverse immunological events in the presence of an additional triggering event such as organ transplant. Besides CFH/CFHRs, differentially expressed genes based on proteomics data included PRLR and KIRREL1 for variant rs7542235 and PRLR and LILRA5 for rs6677604. The downregulated prolactin (PRL) is an endocrine hormone that has several physiological effects including immune system regulation and anti-inflammatory effects. It can trigger the production of proinflammatory cytokines, also having several anti-inflammatory effects that can reduce hyperinflammation ( 28 ). Prolactin exerts its effects through PRL receptors (PRLRs). The upregulated KIRREL1, also known as NEPH1 , is a member of the NEPH protein family and is expressed in kidney podocytes, cells involved in ensuring size– and charge-selective ultrafiltration. Mutations in KIRREL1 gene have been linked to hereditary nephrotic syndrome ( 29 ). Leukocyte immunoglobulin-like receptors (LILRs) are a family of inhibitory or stimulatory receptors expressed by immune cells, and several members of the LILR family recognize major histocompatibility complex class I ( 30 ). The function of the upregulated LILRA5 is currently unknown, but it has been shown to induce secretion of several proinflammatory cytokines, which suggests the roles of this protein in triggering innate immune response ( 31 , 32 ). The increased levels of LILRA5 have also been linked to antibody-mediated rejection after kidney transplantation ( 30 ) Overall, the eQTL analysis indicates a potentially enhanced inflammatory response in the presence of the tagging variants. In conclusion, we found that rs7542235 allele G tags a deletion of the CFHR1 gene. We also found that rs6677604 allele A tags for a deletion of the whole CFHR3fZ1 locus. The plasma proteomics studies also show that both variants are associated with an altered expression of FH/FHR proteins thus revealing a novel level of intricate regulation of complement system by the genetic polymorphisms of the CFH region. AUTHOR CONTRIBUTIONS STATEMENT S. Markkinen, J. Partanen and K. Hyvärinen planned the study, interpreted the results and drafted the manuscript; S. Markkinen, I. Lokki and K. Hyvärinen carried out the genome data analyses; the MLPA and western blot analyses and interpretation of the results of these methods were carried out by I. Lokki, S. Markkinen and S. Meri; S. Markkinen executed in silico database searches; J. Ritari combined the pQTL summary statistics; I. Helanterä provided clinical data and expertise; all authors contributed to the final version of the manuscript. CONFLICT OF INTEREST STATEMENT The authors have no conflicts of interest to declare. FUNDING STATEMENT The study was supported by funding from the Government of Finland VTR funding, Munuaissäätiö (to S. Markkinen) and Suomen Transplantaatiokirurginen yhdistys ry (to S. Markkinen), the State Subsidy to Hospitals (TYH2019311 and TYH2022315 to S. Meri), Helsinki University Hospital Diagnostic Center funds (Y780023006, to S. Meri) and Sigrid Jusélius Foundation (to S. Meri). FinnGen is funded by two grants from Business Finland (HUS 4685/31/2016 and UH 4386/31/2016) and twelve industry partners (AbbVie Inc, AstraZeneca UK Ltd, Biogen MA Inc, Celgene Corporation, Celgene International II Sarl, Genentech Inc, GlaxoSmithKline, Janssen Biotech Inc. Maze Therapeutics Inc., Merck Sharp & Dohme Corp, Novartis, Pfizer Inc., Sanofi). The funders and biobanks had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. ETHICS STATEMENT The study conforms to the principles of the Declaration of Helsinki and has been approved by the ethics committee of Helsinki University Hospital (HUS/1873/2018) and the Finnish National Supervisory Authority for Welfare and Health (V/9161/2019). ACKNOWLEDGEMENT We want to thank Maria Semenova, BSc, for help in collecting the serum samples. We also want to thank Lauri Snellman, biotechnology engineer, for help in laboratory with MLPA, and Marcel Messing, PhD, for help with the western blot method. The THL Biobank’s SISu v3 Imputation reference panel used for the research were obtained from THL Biobank (study number: BB2019_12). We thank all study participants for their generous participation in biobank research. We also want to thank the Sequencing Informatics Team, FIMM Human Genomics, University of Helsinki for the WGS analyses. We want to acknowledge the participants and investigators of FinnGen study. The FinnGen project is funded by two grants from Business Finland (HUS 4685/31/2016 and UH 4386/31/2016) and the following industry partners: AbbVie Inc., AstraZeneca UK Ltd, Biogen MA Inc., Bristol Myers Squibb (and Celgene Corporation & Celgene International II Sàrl), Genentech Inc., Merck Sharp & Dohme LCC, Pfizer Inc., GlaxoSmithKline Intellectual Property Development Ltd., Sanofi US Services Inc., Maze Therapeutics Inc., Janssen Biotech Inc, Novartis Pharma AG, and Boehringer Ingelheim International GmbH. Following biobanks are acknowledged for delivering biobank samples to FinnGen: Auria Biobank ( www.auria.fi/biopankki ), THL Biobank ( www.thl.fi/biobank ), Helsinki Biobank ( www.helsinginbiopankki.fi ), Biobank Borealis of Northern Finland ( https://www.ppshp.fi/Tutkimus-ja-opetus/Biopankki/Pages/Biobank-Borealis-briefly-in-English.aspx ), Finnish Clinical Biobank Tampere ( www.tays.fi/en-US/Research_and_development/Finnish_Clinical_Biobank_Tampere ), Biobank of Eastern Finland ( www.ita-suomenbiopankki.fi/en ), Central Finland Biobank ( www.ksshp.fi/fi-FI/Potilaalle/Biopankki ), Finnish Red Cross Blood Service Biobank ( www.veripalvelu.fi/verenluovutus/biopankkitoiminta ), Terveystalo Biobank ( www.terveystalo.com/fi/Yritystietoa/Terveystalo-Biopankki/Biopankki/ ) and Arctic Biobank ( https://www.oulu.fi/en/university/faculties-and-units/faculty-medicine/northern-finland-birth-cohorts-and-arctic-biobank ). All Finnish Biobanks are members of BBMRI.fi infrastructure ( www.bbmri.fi ). Finnish Biobank Cooperative –FINBB ( https://finbb.fi/ ) is the coordinator of BBMRI-ERIC operations in Finland. The Finnish biobank data can be accessed through the Fingenious ® services ( https://site.fingenious.fi/en/ ) managed by FINBB. Footnotes More analyses for another SNP has been made. The abstract and discussion sections are edited. REFERENCES 1. ↵ Steers NJ , Li Y , Drace Z , D’Addario JA , Fischman C , Liu L , et al. Genomic Mismatch at LIMS1 Locus and Kidney Allograft Rejection . New England Journal of Medicine . 2019 ; 380 ( 20 ): 1918 – 28 . OpenUrl CrossRef PubMed 2. ↵ Markkinen S , Helanterä I , Lauronen J , Lempinen M , Partanen J , Hyvärinen K . Mismatches in gene deletions and kidney-related proteins as candidates for histocompatibility factors in kidney transplantation . Kidney Int Rep . 2022 ; 7 ( 11 ): 2484 – 94 . 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Eur J Immunol [Internet] . 2008 [cited 2024 Jun 19]; 38 ( 12 ): 3459 – 73 . Available from: https://pubmed.ncbi.nlm.nih.gov/19009525/ OpenUrl 32. ↵ Truong AD , Hong Y , Nguyen HT , Nguyen CT , Chu NT , Tran HTT , et al. Molecular identification and characterisation of a novel chicken leukocyte immunoglobulin-like receptor A5 . Br Poult Sci [Internet ]. 2021 [cited 2024 Jun 19]; 62 ( 1 ): 68 – 80 . Available from: https://pubmed.ncbi.nlm.nih.gov/32812773/ OpenUrl View the discussion thread. Back to top Previous Next Posted August 16, 2024. Download PDF Supplementary Material Email Thank you for your interest in spreading the word about medRxiv. NOTE: Your email address is requested solely to identify you as the sender of this article. Your Email * Your Name * Send To * Enter multiple addresses on separate lines or separate them with commas. 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