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The Science Behind Relationship Compatibility

DNA Romance predicts "Chemistry" online using the DRom 1.0 algorithm. This algorithm assesses 100 specific markers within your DNA, focusing on genes proven to be involved in attraction and reproduction. Studies have shown that people with varied DNA markers in the Major Histocompatibility Complex (MHC) tend to find each other's scent appealing and often enjoy more durable romantic relationships.

DRom 1.0 Predicts Chemistry & Mismatches Relatives

DNA Romance DRom1.0 Predicts Chemistry

DNA Romance also forecasts personality compatibility, using personality types derived from psychometric tests, and allows users to evaluate shared common interests using filters, ו physical attraction based on their match’s photographs. DNA Romance’s second genetic algorithm DRom 2.0 uses an AI model trained with relevant DNA markers to predict phenotypic traits with high accuracy. DRom 2.0 complements DNA Romance’s profile verification mechanism, which presents multiple layers of checks that help to better indicate user profile authenticity.

Personality Compatibility Rating

How Different Personality Types Interact in Relationships

Explore our personality compatibility rating, inspired by the renowned Jung/Myers-Briggs 16 personality types. Developed over a century ago by Swiss psychiatrist Dr. Carl Jung and further refined by Isabel Briggs Myers and Katherine Briggs, this psychometric test has stood the test of time. Recognized as the Myers-Briggs Type Indicator®, it's widely used in organizational psychology.
DNA Romance utilizes this personality compatibility algorithm to predict potential connections between both singles and couples. DNA Romance's algorithms strategically assign higher compatibility scores to similar personality types, and lower scores to those that may conflict.

DNA Romance personality compatibility score

Key Research Papers

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MHC Based Attraction (aka Chemistry) and Relationship Choice

DNA Romance predicts "Chemistry" using DRom 1.0, an algorithm that analyses Single Nucleotide Polymorphisms (SNPs) confirmed to influence relationship choice in several independent studies. Here we present just a few of the research papers we evaluated in order to develop DRom 1.0 .

Dandine-Roulland C, Laurent R, Dall'Ara I, Toupance B and Chaix R (2019) Genomic evidence for MHC disassortative mating in humans. Proc. R. Soc. B 286: 20182664.

*** This study on major histocompatibility complex (MHC) and mate choice in humans suggests that while couples in Northern Europe tend to exhibit MHC-dissimilarity, potentially indicative of a biological influence on mate choice, social and/or cultural factors in other regions, like Israel, may override or obscure such biologically-driven mating preferences.

Birnbaum GE, Zholtack K, Mizrahi M & Ein-Dor T (2019) The Bitter Pill: Cessation of Oral Contraceptives Enhances the Appeal of Alternative Mates. Evolutionary Psychological Science 5: 276–285.

*** Hormonal contraceptives alter women's mate preferences towards more nurturing men, but ceasing their use reverts these preferences, enhancing attraction towards more genetically compatible men, especially during high-fertility phases, potentially motivating a pursuit of alternative mates.

Wedekind C (2019) A predicted interaction between odour pleasantness and intensity provides evidence for major histocompatibility complex social signalling in women. Proc. R. Soc. B 285: 20172714.

*** The paper describes the connection between Major Histocompatibility Complex (MHC) and odor preferences in humans, debating previous findings and analyzing how armpit shaving and other factors may influence the perception of body odor and its linkage to MHC, with a reanalysis of past data revealing that odor pleasantness and intensity can interact with MHC dissimilarity in influencing social signaling through scent, implicating a nuanced relationship between MHC, odor perception, and social communication.

Wu K, Chen C, Moyzis RK, Nuno M, Yu Z and Greenberger E (2018) More than skin deep: Major histocompatibility complex (MHC)-based attraction among Asian American speed-daters. Evolution and Human Behavior 39(4):447-456.

*** In a speed-dating context, women, but not men, showed preferences for partners based on Major Histocompatibility Complex (MHC) complementarity through SNP analysis, with different SNPs influencing attraction directionally based on proximity to major HLA genes, and MHC-based indices held comparable influence to self-reported personality attributes in predicting second date offers for both genders.

Henningsson S, Hovey D, Vass K, Walum H, Sandnabba K, Santtila P, Jern P, Westberg L (2017) A missense polymorphism in the putative pheromone receptor gene VN1R1 is associated with sociosexual behavior. Transl Psychiatry 7(4):e1102.

*** The study finds a significant association between a polymorphism in the VN1R1 gene, related to the human vomeronasal type-1 receptor 1 (part of the system mediating effects of pheromones), and sociosexual behavior in women, particularly relating to one-night stands, suggesting that chemosignaling might play a role in modulating human social interactions.

Burger D, Meuwly C, Marti E, Sieme H, Oberthür M, Janda J, Meinecke-Tillmann S and Wedekind C.(2017) MHC-correlated preferences in diestrous female horses (Equus caballus). Proc. R. Soc. B 284: 20171314.

*** This study investigated the influence of the Major Histocompatibility Complex (MHC) genes and testosterone levels on female horse mating preferences, finding that mares demonstrated elevated interest towards MHC-dissimilar stallions during their diestrous phase (non-reproductive period), but other non-MHC linked male characteristics, possibly like physical attributes or behavioral cues, could override MHC influences during their estrous (reproductive) phase, with the context and cycle phase being pivotal in mate choice.

Sherlock JM, Sidari MJ, Harris EA, Barlow FK, Zietsch BP (2016) Testing the mate-choice hypothesis of the female orgasm: disentangling traits and behaviours . Socioaffect Neurosci Psychol. 6:31562.

*** The study suggests that women experience varying orgasm frequencies with different partners, with those inducing higher orgasm rates being perceived as more humorous, creative, warm, faithful, and better-smelling, and also being more attentive to their partner's sexual satisfaction, partially supporting the mate-choice hypothesis of female orgasm which posits it as a potential mechanism for selecting high-quality mates.

Kromer J, Hummel T, Pietrowski D, Giani AS, Sauter J, Ehninger G, Schmidt AH, Croy I (2016) Influence of HLA on human partnership and sexual satisfaction . Sci Rep. 6:32550.

*** The study indicates that in humans, HLA (a genetic component of the immune system) dissimilarity can influence mate selection and sexual satisfaction, potentially through the detection of olfactory cues related to genetic compatibility, similarly to mechanisms observed in other animals, promoting genetic diversity and resilience in offspring.

Wlodarski R. and Dunbar RIM. (2015) What’s in a Kiss? The Effect of Romantic Kissing on Mate Desirability . Evol Psychol. ; 12(1): 178–199.

*** This study found that perceived romantic kissing ability affects evaluations of potential mates, increasing desirability particularly for women in casual sex contexts, and while visual cues can override the impact of kissing-related information in certain mating scenarios, the influence of attractive visual information appears more potent for men than for women, alluding to the multifaceted role of kissing in human mate selection.

Burger D, Dolivo G, Marti E, Sieme H and Wedekind C.(2015) Female major histocompatibility complex type affects male testosterone levels and sperm number in the horse (Equus caballus). Proc. R. Soc. B 282: 20150407.

*** This study examines how the Major Histocompatibility Complex (MHC) influences male reproductive strategies in horses. The research revealed that when stallions were exposed to females with dissimilar MHC types, they exhibited higher testosterone levels and produced a larger number of sperm per ejaculate compared to when they were exposed to MHC-similar mares, highlighting that MHC-linked signals can indeed impact male reproductive physiology.

Christakis NA and Fowler JH (2014) Friendship and natural selection. PNAS 111: 10796–10801.

*** The study demonstrates that humans tend to form friendships with individuals who have similar genotypes—akin to the level of fourth cousins—across the entire genome, and while certain genotypes are positively correlated (homophilic), others are negatively correlated (heterophilic) among friends, with particular gene sets related to olfactory and immune system playing a role in friendship formation, proposing that friends might act as "functional kin" in humans.

Laurent R and Chaix R (2012) MHC-dependent mate choice in humans: Why genomic patterns from the HapMap European American dataset support the hypothesis BioEssays. 34(4):267-276

*** This study provides evidence supporting MHC-dependent mate choice in humans by analyzing genomic patterns.

Lie HC, Simmons LH and Rhodes G (2010) Genetic dissimilarity, genetic diversity, and mate preferences in humans. Evolution and Human Behavior 31: 8–58.

*** This study explores the influence of genetic factors, particularly the major histocompatibility complex (MHC), on mate preferences in humans, discovering that males tend to prefer MHC-dissimilar females in both short-term and long-term mating contexts, while genetic diversity impacts both male and female partner preferences to enhance genetic diversity in offspring.

Lie HC, Rhodes G and Simmons LH (2010) Is genetic diversity associated with mating success in humans? Animal Behaviour 79(4):903-909.

*** This study indicates that in humans, particularly females, genetic diversity, especially within the major histocompatibility complex (MHC), is associated with greater human mating success, while no significant association was found in males.

Chaix R, Cao C, and Donnelly P (2008) Is Mate Choice in Humans MHC-Dependent? PLOS Genetics 4(9).

*** The study indicates that while European Americans show evidence of MHC-disassortative mating patterns, this pattern varies across populations, suggesting MHC's influence on mate choice can be context-dependent and potentially shaped by various factors.

Schwensow N, Fietz J, Dausmann K, Sommer S (2008) MHC-associated mating strategies and the importance of overall genetic diversity in an obligate pair-living primate . Evol Ecol. (22) 617-636

*** The study explores mate choice in the fat-tailed dwarf lemur, finding females prefer males with greater MHC-genetic diversity and lower MHC overlap as both social partners and genetic fathers, supporting genetic incompatibility, highlighting a complex interplay of "good-genes-as-heterozygosity" and "disassortative mating" hypotheses in primate mating strategies.

Wedekind C (2007) The Major Histocompatibility Complex and Perfumers’ Descriptions of Human Body Odors Evolutionary Psychology.5(2): 330-343

*** This experiment reveals a connection between the Major Histocompatibility Complex (MHC) and the verbal descriptions of human body odors by professional perfumers, suggesting MHC influence on human olfactory perception and possibly, mate selection, given the MHC's critical role in immune system functioning and previously noted impact on body odor and mate choice.

Garver-Apgar CE, Gangestad SW, Thornill R, Miller RD and Olp JJ (2006) Major histocompatibility complex alleles, sexual responsivity, and unfaithfulness in romantic couples Psychol Sci, 17(10): 830-835.

*** In the context of romantic couples, the study finds that as the proportion of shared Major Histocompatibility Complex (MHC) alleles increases, women’s sexual responsivity to their partners decreases and they report more extra-pair sexual partners, suggesting that MHC-dissimilarity might play a role in sexual attraction and partner selection, potentially driven by underlying genetic and reproductive strategies to enhance offspring immunocompetence by maintaining genetic diversity.

Roberts CE, Gosling LM, Carter V and Petrie M (2006) MHC-correlated odour preferences in humans and the use of oral contraceptives Proc. R. Soc. B 275, 2715–2722

*** This study investigates how oral contraceptives influence women's preferences for certain male odours, which are known to be influenced by genes in the Major Histocompatibility Complex (MHC). Previous research has indicated that female preference for MHC-dissimilar male odour may function to increase offspring heterozygosity or minimize inbreeding. Interestingly, it has also been suggested that women using oral contraceptives tend to prefer the scent of MHC-similar males, which runs contrary to this logic. The study utilized a longitudinal design to test women before and after initiating contraceptive pill use. While there were no significant changes in preferences between MHC-similar and MHC-similar men during the follicular cycle phase in general, it did unearth that single women tended to prefer the odour of MHC-similar men, whereas women in relationships leaned towards the odour of MHC-dissimilar men. This latter finding aligns with established preferences in romantic contexts.

Pause BM, Krauel K, Schrader C, Sojka B, Westphal E, Mu¨ller-Ruchholtz W, and Ferstl R. (2006) The human brain is a detector of chemosensorily transmitted HLA-class I-similarity in same- and opposite-sex relations Proc. R. Soc. B (2006) 273, 429–437

*** This study reveals that humans subconsciously detect and respond to body odors from individuals with similar HLA (Human Leucocyte Antigen) genetic markers, which might play a critical role in social interactions and mate selection by acting as subtle social signals within both same-sex and opposite-sex relationships.

Study content goes here

Martins Y, Preti G, Crabtree CR, Runyan T, Vainius AA and Wysocki CJ (2005) Preference for Human Body Odors Is Influenced by Gender and Sexual Orientation . Psychological Science, 16(9) 694-702

Horton R, Wilming L, Rand V, Lovering RC, Bruford EA, Khodiyar VK, Lush MJ, Povey S, Talbot CC Jr, Wright MW, Wain HM, Trowsdale J, Ziegler A, Beck S (2004) Gene map of the extended human MHC. Nat Rev Genet 5(12):889-899

*** This paper provides a comprehensive gene map of the human MHC, a pivotal region in the vertebrate genome for infection and autoimmunity due to its essential role in both adaptive and innate immunity, highlighting its significant content related to paralogy, polymorphism, immune functionality, and its association with various diseases, providing a comprehensive view stemming from the assimilation of data from several large-scale studies.

Jacob S, McClitock MK, Zelano B and Ober C (2002) Paternally inherited HLA alleles are associated with woman’s choice of male odour . Nature Genetics, 30:175-179

*** The study found that women prefer the body odor influenced by a single variance in HLA (human MHC) allele, with a woman's capacity to distinguish and prefer certain odors notably being based on HLA alleles inherited from her father and not her mother; this suggests that paternally inherited HLA-associated odors influence odor preference and might function as social cues, even despite a milieu of potential odors derived from a variety of genetic and cultural factors.

Milinski M and Wedekind C (2001) Evidence for MHC-correlated perfume preference in humans . Behavioural Ecology 12(2):140-149

*** The study explores the relationship between HLA types (specifically HLA-A, -B, -DR) and their ratings of various scents for personal use, with certain HLA types (e.g., HLA-A2) showing consistent scent preferences. However, when it came to preferences for a partner's scent, the correlation was largely insignificant, aligning with the hypothesis that individuals select perfumes for personal use to possibly enhance or amplify their own immunogenetic revealing body odors, rather than to alter the perceived scents of their partners.

Wedekind C, Seebeck T, Bettens F And Paepke AJ (1995) MHC-dependent mate preferences in humans. Proc.R.Soc.Lond.B. 260:245-249.

*** This study found that people tend to prefer the body odors of potential mates who have different immune system genes than their own, but this preference changes for women on birth control.

* found that sperm viability was associated with partners' HLA dissimilarity, indicating that cervical mucus may mediate post-copulatory selection based on genetic compatibility.

Jokiniemi A, Magris M, Ritari J, Kuusipalo L, Lundgren T, Partanen J and Kekäläinen J (2020) Post-copulatory genetic matchmaking: HLA-dependent effects of cervical mucus on human sperm function Proc Biol Sci., doi: 10.1098/rspb.2020.1682. Epub 2020 Aug 19.

* demonstrated increased rates of recurrent spontaneous abortion among Hutterite couples matching for HLA-DQA1 alleles

Ober., Steck., Ven., Billstrand., Messer., Kwak., Beaman., Beer (1993) MHC class II compatibility in aborted fetuses and term infants of couples with recurrent spontaneous abortion Journal of Reproductive Immunology, Volume 25, Issue 3, December 1993, Pages 195-207

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Personality Types

Myers IB, McCaulley MH, Quenk NL, and Hammer AL (1998) MBTI Manual: A Guide to the Development and Use of the Myers-Briggs Type Indicator, Third Edition. Consulting Psychologists Press.

The MBTI® Manual, third edition, serves as a comprehensive guide, detailing the development, application, and interpretation of the Myers-Briggs Type Indicator® instrument, providing in-depth information about the theory, reliability, and validity of the tool, and offering insights into the 16 personality types it identifies, all authored by leading experts in psychological type, Isabel Briggs Myers, Mary H. McCaulley, Naomi L. Quenk, and Allen L. Hammer.

Myers IB (1962) Manual, a guide to the development and use of the Myers-Briggs type indicator. Consulting Psychologists Press .

The 1962 manual for the Myers-Briggs Type Indicator provides comprehensive insights and guidelines for implementing C. Jung’s theory of psychological types, asserting that behavioral variations are systematic and consistent due to basic perceptual and judgmental preferences, aiming to leverage these preferences through self-reports to ascertain individual psychological types, thereby enabling the practical application and research into their effects on reactions, motivations, values, and capabilities.

Jung CG (1923) Psychological types: or the psychology of individuation. Oxford, England: Harcourt, Brace.

Psychological Types by Carl Gustav Jung, first published in 1923, introduces the seminal psychological theory of typology, presenting a framework that seeks to explain the diverse and seemingly random differences in personality through a systematic and orderly theory, proposing that fundamental variations in human behavior arise due to inherent differences in how individuals prefer to utilize their cognitive functions of perception and judgment, laying the groundwork for numerous personality theories and assessments to come, notably the Myers-Briggs Type Indicator (MBTI).



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